Project 8: Backtesting

In this project, you will build a fairly realistic backtester that uses the Barra data. The backtester will perform portfolio optimization that includes transaction costs, and you'll implement it with computational efficiency in mind, to allow for a reasonably fast backtest. You'll also use performance attribution to identify the major drivers of your portfolio's profit-and-loss (PnL). You will have the option to modify and customize the backtest as well.

Instructions

Each problem consists of a function to implement and instructions on how to implement the function. The parts of the function that need to be implemented are marked with a # TODO comment. Your code will be checked for the correct solution when you submit it to Udacity.

Packages

When you implement the functions, you'll only need to you use the packages you've used in the classroom, like Pandas and Numpy. These packages will be imported for you. We recommend you don't add any import statements, otherwise the grader might not be able to run your code.

Install Packages

In [1]:
import sys
!{sys.executable} -m pip install -r requirements.txt
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Load Packages

In [2]:
import scipy
import patsy
import pickle

import numpy as np
import pandas as pd

import scipy.sparse
import matplotlib.pyplot as plt
plt.rcParams['figure.figsize'] = (14, 8)

from statistics import median
from scipy.stats import gaussian_kde
from statsmodels.formula.api import ols
from tqdm import tqdm

Load Data

We’ll be using the Barra dataset to get factors that can be used to predict risk. Loading and parsing the raw Barra data can be a very slow process that can significantly slow down your backtesting. For this reason, it's important to pre-process the data beforehand. For your convenience, the Barra data has already been pre-processed for you and saved into pickle files. You will load the Barra data from these pickle files.

In the code below, we start by loading 2004 factor data from the pandas-frames.2004.pickle file. We also load the 2003 and 2004 covariance data from the covaraince.2003.pickle and covaraince.2004.pickle files. You are encouraged to customize the data range for your backtest. For example, we recommend starting with two or three years of factor data. Remember that the covariance data should include all the years that you choose for the factor data, and also one year earlier. For example, in the code below we are using 2004 factor data, therefore, we must include 2004 in our covariance data, but also the previous year, 2003. If you don't remember why must include this previous year, feel free to review the lessons.

In [3]:
barra_dir = '../../data/project_8_barra/'

data = {}
for year in [2004]:
    fil = barra_dir + "pandas-frames." + str(year) + ".pickle"
    data.update(pickle.load( open( fil, "rb" ) ))
    
covariance = {}
for year in [2004]:
    fil = barra_dir + "covariance." + str(year) + ".pickle"
    covariance.update(pickle.load( open(fil, "rb" ) ))
    
daily_return = {}
for year in [2004, 2005]:
    fil = barra_dir + "price." + str(year) + ".pickle"
    daily_return.update(pickle.load( open(fil, "rb" ) ))
In [4]:
data
Out[4]:
{'20040102':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.032            0.000               0.0   
 1      USA0011            -0.059            0.000               0.0   
 2      USA0031             0.457            0.000               0.0   
 3      USA0062            -0.128            0.431               0.0   
 4      USA00E2             0.374            0.000               0.0   
 5      USA00F1            -0.254            0.000               0.0   
 6      USA00G2            -0.317            0.000               0.0   
 7      USA00H1             0.157            0.000               0.0   
 8      USA00I1            -0.550            0.000               0.0   
 9      USA00J1            -0.169            0.000               0.0   
 10     USA00K1            -1.019            0.000               0.0   
 11     USA00P1             0.334            0.000               0.0   
 12     USA00R1             0.490            0.000               0.0   
 13     USA00S1            -0.169            0.000               0.0   
 14     USA00V1            -0.642            0.000               0.0   
 15     USA0131            -0.609            1.000               0.0   
 16     USA0161            -0.098            1.000               0.0   
 17     USA01I1            -0.230            0.000               0.0   
 18     USA01J2            -0.175            0.000               0.0   
 19     USA01L1            -0.116            0.000               0.0   
 20     USA01P1             0.701            0.000               0.0   
 21     USA01Q1            -0.249            0.000               0.0   
 22     USA0202             0.735            0.000               0.0   
 23     USA0231            -0.007            0.000               0.0   
 24     USA0281            -0.133            0.000               0.0   
 25     USA0291             0.639            0.000               0.0   
 26     USA02A1            -0.339            0.000               0.0   
 27     USA02B1            -2.745            0.000               0.0   
 28     USA02H1            -0.560            0.000               0.0   
 29     USA02P1             0.166            0.000               0.0   
 ...        ...               ...              ...               ...   
 12412  USAZY41             0.715            0.000               0.0   
 12413  USAZY51             2.418            0.000               0.0   
 12414  USAZY61             1.618            0.000               0.0   
 12415  USAZY71             2.622            0.000               0.0   
 12416  USAZYI1             2.826            0.000               0.0   
 12417  USAZYJ1            -1.637            0.000               0.0   
 12418  USAZYK1             2.077            0.000               0.0   
 12419  USAZYM1             2.826            0.000               0.0   
 12420  USAZYR1            -1.874            0.000               0.0   
 12421  USAZYS1             2.646            0.000               0.0   
 12422  USAZYT1            -1.704            0.000               0.0   
 12423  USAZYV1            -1.045            0.000               0.0   
 12424  USAZYX1             1.151            0.000               0.0   
 12425  USAZZ41             2.826            0.000               0.0   
 12426  USAZZ51             2.354            0.000               0.0   
 12427  USAZZ61             2.481            0.000               0.0   
 12428  USAZZ71             1.582            0.000               0.0   
 12429  USAZZ81            -0.164            0.000               0.0   
 12430  USAZZ91             2.826            0.000               0.0   
 12431  USAZZA1             2.399            0.000               0.0   
 12432  USAZZB1             2.301            0.000               0.0   
 12433  USAZZD1            -0.993            0.000               0.0   
 12434  USAZZF1             2.465            0.000               0.0   
 12435  USAZZI1             2.354            0.000               0.0   
 12436  USAZZJ1             2.826            0.000               0.0   
 12437  USAZZL1             1.895            0.000               0.0   
 12438  USAZZP1             2.410            0.000               0.0   
 12439  USAZZR1             2.120            0.000               0.0   
 12440  USAZZX1            -1.522            0.000               0.0   
 12441  USAZZY1            -2.405            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 12431               0.0              0.0           0.0            0.0   
 12432               0.0              0.0           0.0            0.0   
 12433               0.0              0.0           0.0            0.0   
 12434               0.0              0.0           0.0            0.0   
 12435               0.0              0.0           0.0            0.0   
 12436               0.0              0.0           0.0            0.0   
 12437               0.0              0.0           0.0            0.0   
 12438               0.0              0.0           0.0            0.0   
 12439               0.0              0.0           0.0            0.0   
 12440               0.0              0.0           0.0            0.0   
 12441               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.177           0.000  ...           NaN          NaN   
 1            -2.176           0.000  ...           NaN          NaN   
 2            -2.061           0.000  ...           NaN          NaN   
 3            -2.003           0.000  ...           NaN          NaN   
 4            -1.967           0.000  ...           NaN          NaN   
 5            -2.025           0.000  ...           NaN          NaN   
 6            -2.214           0.000  ...           NaN          NaN   
 7            -1.882           0.000  ...           NaN          NaN   
 8            -2.190           0.000  ...           NaN          NaN   
 9            -2.198           0.863  ...           NaN          NaN   
 10           -2.334           0.000  ...           NaN          NaN   
 11           -1.098           0.000  ...           NaN          NaN   
 12           -1.615           0.000  ...           NaN          NaN   
 13           -1.141           0.000  ...           NaN       4289.0   
 14           -2.176           0.000  ...           NaN          NaN   
 15           -2.440           0.000  ...           NaN          NaN   
 16           -1.183           0.000  ...           NaN        170.0   
 17           -1.943           0.000  ...           NaN          NaN   
 18           -2.045           0.000  ...           NaN          NaN   
 19           -1.981           0.000  ...           NaN          NaN   
 20           -1.777           0.000  ...           NaN          NaN   
 21           -2.634           1.000  ...           NaN          NaN   
 22           -0.176           0.000  ...           NaN          NaN   
 23           -1.905           0.000  ...           NaN          NaN   
 24           -2.160           0.000  ...           NaN          NaN   
 25           -1.147           0.000  ...           NaN          NaN   
 26           -2.140           0.000  ...           NaN          NaN   
 27           -1.188           0.000  ...           NaN        180.0   
 28           -1.387           0.000  ...           NaN          NaN   
 29           -2.085           0.000  ...           NaN      18800.0   
 ...             ...             ...  ...           ...          ...   
 12412        -2.176           0.000  ...           NaN          NaN   
 12413        -1.569           0.000  ...           NaN          NaN   
 12414        -0.586           0.000  ...           NaN          NaN   
 12415        -0.366           0.000  ...           NaN          NaN   
 12416        -0.563           0.000  ...           NaN       8500.0   
 12417        -0.431           0.000  ...           NaN       1000.0   
 12418         0.029           0.000  ...           NaN       7950.0   
 12419         0.188           0.000  ...           NaN      12500.0   
 12420        -0.975           0.000  ...           NaN     279693.0   
 12421         0.190           0.000  ...           NaN          NaN   
 12422        -0.867           0.000  ...           NaN      13867.0   
 12423        -0.674           0.000  ...           NaN    1335300.0   
 12424        -1.376           0.000  ...           NaN       1100.0   
 12425        -1.466           0.000  ...           NaN      84700.0   
 12426        -0.368           0.000  ...           NaN          NaN   
 12427        -0.798           0.000  ...           NaN     281000.0   
 12428        -0.741           0.000  ...           NaN          NaN   
 12429        -1.538           1.000  ...           NaN      40600.0   
 12430         0.114           0.000  ...           NaN          NaN   
 12431        -0.517           0.000  ...           NaN          NaN   
 12432        -1.584           0.000  ...           NaN          NaN   
 12433         0.228           0.000  ...           NaN     337200.0   
 12434        -0.452           0.000  ...           NaN          NaN   
 12435        -0.518           1.000  ...           NaN          NaN   
 12436        -1.981           0.000  ...           NaN          0.0   
 12437        -0.318           0.000  ...           NaN          NaN   
 12438        -1.100           1.000  ...           NaN          NaN   
 12439        -1.167           0.000  ...           NaN          NaN   
 12440         0.247           0.000  ...           NaN      87800.0   
 12441        -0.411           0.000  ...           NaN      86300.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.392988e+10  0.188679   13.959397    9.014505   
 1             NaN     5.874999e+09  0.000000   17.033359   11.726327   
 2             NaN     7.304963e+10  2.103004   21.738218   18.047415   
 3             NaN     2.866562e+10  2.243494   23.129496   20.830128   
 4             NaN     5.720420e+10  2.167256   25.391653   21.458171   
 5             NaN     1.742470e+11  0.392275   15.695637   11.912117   
 6             NaN     1.644681e+10  4.679803   21.654431   14.431033   
 7             NaN     8.054473e+10  0.000000   22.765658   18.313856   
 8             NaN     1.681907e+10  0.087623   20.410134   14.133102   
 9             NaN     4.335559e+10  1.670463   21.686440   19.249760   
 10            NaN     3.677209e+10  0.000000   33.867332   26.375334   
 11            NaN     2.377153e+10  1.413784   21.424437   16.195982   
 12            NaN     6.177471e+09  2.641914   18.112924   12.495233   
 13            NaN     1.576241e+10  1.244629   21.922494   19.035684   
 14            NaN     1.041914e+10  1.458435   12.385339    8.420332   
 15            NaN     3.359884e+10  1.613669   24.839671   21.502548   
 16            NaN     3.359884e+10  1.613669   28.025448   23.914479   
 17            NaN     2.664403e+10  0.196207   15.087449   12.143365   
 18            NaN     2.851823e+10  1.782703   23.016956   20.028493   
 19            NaN     9.179657e+10  3.380021   23.209763   19.935156   
 20            NaN     1.691907e+11  0.000000   27.138099   23.901111   
 21            NaN     1.237492e+11  1.733990   22.222874   19.652249   
 22            NaN     1.328618e+10  0.000000   29.844475   23.970616   
 23            NaN     8.798649e+10  0.000000   24.742676   21.356169   
 24            NaN     4.534344e+10  3.050774   18.248930   14.319948   
 25            NaN     3.184106e+10  0.000000   24.017693   19.557779   
 26            NaN     7.248961e+09  1.947799   11.185751    7.613359   
 27            NaN     7.248961e+09  1.947799   32.801110   28.797618   
 28            NaN     7.215026e+10  2.398082   21.698318   18.244674   
 29            NaN     3.117866e+11  2.582311   22.480566   19.563198   
 ...           ...              ...       ...         ...         ...   
 12412         NaN     5.056250e+06       NaN   19.208371   12.488067   
 12413         NaN     6.638950e+06  0.000000   74.640585   72.370109   
 12414         NaN     3.012930e+06       NaN   67.334667   63.572209   
 12415         NaN     2.452000e+05  0.000000   87.497910   83.717198   
 12416     3223.94     4.740600e+06  0.000000   76.863310   73.357836   
 12417      920.22     2.525880e+07       NaN   73.338050   69.331053   
 12418      769.50     6.832300e+04       NaN   72.972597   68.149533   
 12419      326.41     2.270100e+06       NaN   80.656370   76.499271   
 12420    91477.12     1.003100e+07  0.000000  112.592276  110.419717   
 12421         NaN     5.030700e+01  0.000000   43.661249   33.805533   
 12422    57150.03     2.763600e+07  0.000000   72.956591   70.049127   
 12423    10509.78     3.100469e+06  0.000000  119.257445  117.005538   
 12424    15628.40     4.236672e+07  0.000000   25.602659   21.212255   
 12425    12098.24     6.264510e+06       NaN   71.497468   69.006331   
 12426         NaN     7.414000e+04       NaN   38.279688   30.066884   
 12427     2324.45     2.224400e+06  0.000000  114.260252  111.809094   
 12428         NaN     2.684070e+07  0.000000   67.522512   63.419945   
 12429  1307457.05     2.911190e+10  4.714286   21.679651   18.778080   
 12430         NaN     1.352860e+06  0.000000   45.970832   36.773965   
 12431         NaN     7.609700e+05       NaN   86.928704   83.337116   
 12432         NaN     1.251480e+06  0.000000   31.424176   24.267277   
 12433     3295.34     4.318500e+05       NaN   86.053340   82.523258   
 12434         NaN     1.848960e+06       NaN   88.774107   85.172848   
 12435         NaN     1.055250e+06  0.000000   94.608398   91.998727   
 12436         NaN     7.826553e+06  0.000000   62.764089   59.348666   
 12437         NaN     3.430560e+07  0.000000   58.542009   53.503883   
 12438         NaN     2.614480e+06       NaN   79.293774   76.269788   
 12439         NaN     8.280000e+04       NaN   40.228029   34.504433   
 12440     3580.90     2.031860e+06  0.000000  126.289675  123.366131   
 12441  2316266.45     8.306788e+08  0.620877   32.573024   22.297109   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000189  0.156387  20040102  
 1      0.000013  0.147900  20040102  
 2      0.053033  0.216422  20040102  
 3      0.079755  0.355564  20040102  
 4      0.096238  0.412602  20040102  
 5      0.069464  0.346033  20040102  
 6     -0.017417  0.026702  20040102  
 7      0.135674  0.267576  20040102  
 8     -0.006358  0.278503  20040102  
 9     -0.010228  0.194933  20040102  
 10    -0.072812  0.475343  20040102  
 11     0.496970  0.853930  20040102  
 12     0.258616  0.673043  20040102  
 13     0.477142  0.558508  20040102  
 14     0.000013  0.083475  20040102  
 15    -0.121604  0.145560  20040102  
 16     0.457450  0.713817  20040102  
 17     0.107272  0.220367  20040102  
 18     0.060553  0.355385  20040102  
 19     0.089837  0.278654  20040102  
 20     0.183841  0.410674  20040102  
 21    -0.210865  0.042602  20040102  
 22     0.921471  1.005869  20040102  
 23     0.125102  0.519813  20040102  
 24     0.007271  0.359541  20040102  
 25     0.474128  0.720445  20040102  
 26     0.016464  0.268383  20040102  
 27     0.455392  0.823334  20040102  
 28     0.363409  0.574217  20040102  
 29     0.042230  0.340393  20040102  
 ...         ...       ...       ...  
 12412  0.000013  0.050859  20040102  
 12413  0.279903  0.579444  20040102  
 12414  0.732842  1.041313  20040102  
 12415  0.833859  1.149809  20040102  
 12416  0.743190  1.041294  20040102  
 12417  0.803832  1.162438  20040102  
 12418  1.016101  1.354084  20040102  
 12419  1.089179  1.282783  20040102  
 12420  0.553212  0.788145  20040102  
 12421  1.089953  1.379310  20040102  
 12422  0.603339  0.850369  20040102  
 12423  0.692038  0.970822  20040102  
 12424  0.368721  0.289544  20040102  
 12425  0.327400  0.629735  20040102  
 12426  0.832962  1.114710  20040102  
 12427  0.634920  1.013968  20040102  
 12428  0.661152  0.900018  20040102  
 12429  0.294241  0.401738  20040102  
 12430  1.054950  1.224731  20040102  
 12431  0.764430  1.151915  20040102  
 12432  0.272805  0.689609  20040102  
 12433  1.107541  1.236199  20040102  
 12434  0.794524  1.180092  20040102  
 12435  0.764140  0.982174  20040102  
 12436  0.090069  0.346851  20040102  
 12437  0.855973  1.148298  20040102  
 12438  0.495782  0.872594  20040102  
 12439  0.464922  0.853555  20040102  
 12440  1.116599  1.320642  20040102  
 12441  0.813423  0.911993  20040102  
 
 [12442 rows x 92 columns],
 '20040105':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.342            0.000               0.0   
 1      USA0011            -0.285            0.000               0.0   
 2      USA0031            -0.485            0.000               0.0   
 3      USA0062            -0.151            0.431               0.0   
 4      USA00E2            -0.272            0.000               0.0   
 5      USA00F1            -0.429            0.000               0.0   
 6      USA00G2             0.855            0.000               0.0   
 7      USA00H1            -1.084            0.000               0.0   
 8      USA00I1             0.145            0.000               0.0   
 9      USA00J1            -0.101            0.000               0.0   
 10     USA00K1             1.243            0.000               0.0   
 11     USA00P1             0.649            0.000               0.0   
 12     USA00R1             0.022            0.000               0.0   
 13     USA00S1             1.472            0.000               0.0   
 14     USA00V1            -0.619            0.000               0.0   
 15     USA0131            -0.559            1.000               0.0   
 16     USA0161            -0.028            1.000               0.0   
 17     USA01I1            -0.510            0.000               0.0   
 18     USA01J2            -0.008            0.000               0.0   
 19     USA01L1             0.789            0.000               0.0   
 20     USA01P1             0.567            0.000               0.0   
 21     USA01Q1            -0.272            0.000               0.0   
 22     USA0202             0.840            0.000               0.0   
 23     USA0231             0.410            0.000               0.0   
 24     USA0281             0.231            0.000               0.0   
 25     USA0291             0.934            0.000               0.0   
 26     USA02A1            -0.103            0.000               0.0   
 27     USA02B1             2.659            0.000               0.0   
 28     USA02H1            -0.198            0.000               0.0   
 29     USA02P1             1.575            0.000               0.0   
 ...        ...               ...              ...               ...   
 12412  USAZY41            -0.437            0.000               0.0   
 12413  USAZY51            -2.814            0.000               0.0   
 12414  USAZY61             0.721            0.000               0.0   
 12415  USAZY71            -2.346            0.000               0.0   
 12416  USAZYI1             1.243            0.000               0.0   
 12417  USAZYJ1             1.072            0.000               0.0   
 12418  USAZYK1             1.281            0.000               0.0   
 12419  USAZYM1             1.226            0.000               0.0   
 12420  USAZYR1             0.943            0.000               0.0   
 12421  USAZYS1             1.779            0.000               0.0   
 12422  USAZYT1             2.827            0.000               0.0   
 12423  USAZYV1             2.827            0.000               0.0   
 12424  USAZYX1            -0.322            0.000               0.0   
 12425  USAZZ41             2.827            0.000               0.0   
 12426  USAZZ51             1.450            0.000               0.0   
 12427  USAZZ61             1.373            0.000               0.0   
 12428  USAZZ71             2.827            0.000               0.0   
 12429  USAZZ81            -0.013            0.000               0.0   
 12430  USAZZ91             2.134            0.000               0.0   
 12431  USAZZA1             1.561            0.000               0.0   
 12432  USAZZB1             0.467            0.000               0.0   
 12433  USAZZD1             2.827            0.000               0.0   
 12434  USAZZF1             1.265            0.000               0.0   
 12435  USAZZI1             0.948            0.000               0.0   
 12436  USAZZJ1             0.305            0.000               0.0   
 12437  USAZZL1            -1.212            0.000               0.0   
 12438  USAZZP1             0.728            0.000               0.0   
 12439  USAZZR1             1.253            0.000               0.0   
 12440  USAZZX1             2.827            0.000               0.0   
 12441  USAZZY1            -2.814            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 12431               0.0              0.0           0.0            0.0   
 12432               0.0              0.0           0.0            0.0   
 12433               0.0              0.0           0.0            0.0   
 12434               0.0              0.0           0.0            0.0   
 12435               0.0              0.0           0.0            0.0   
 12436               0.0              0.0           0.0            0.0   
 12437               0.0              0.0           0.0            0.0   
 12438               0.0              0.0           0.0            0.0   
 12439               0.0              0.0           0.0            0.0   
 12440               0.0              0.0           0.0            0.0   
 12441               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.155           0.000  ...           NaN          NaN   
 1            -2.155           0.000  ...           NaN          NaN   
 2            -2.047           0.000  ...           NaN          NaN   
 3            -1.994           0.000  ...           NaN          NaN   
 4            -1.950           0.000  ...           NaN          NaN   
 5            -2.009           0.000  ...           NaN          NaN   
 6            -2.192           0.000  ...           NaN          NaN   
 7            -1.868           0.000  ...           NaN          NaN   
 8            -2.169           0.000  ...           NaN          NaN   
 9            -2.177           0.863  ...           NaN          NaN   
 10           -2.310           0.000  ...           NaN          NaN   
 11           -1.083           0.000  ...           NaN          NaN   
 12           -1.590           0.000  ...           NaN          NaN   
 13           -1.229           0.000  ...           NaN      40571.0   
 14           -2.155           0.000  ...           NaN          NaN   
 15           -2.416           0.000  ...           NaN          NaN   
 16           -1.183           0.000  ...           NaN        970.0   
 17           -1.929           0.000  ...           NaN          NaN   
 18           -2.034           0.000  ...           NaN          NaN   
 19           -1.971           0.000  ...           NaN          NaN   
 20           -1.773           0.000  ...           NaN          NaN   
 21           -2.603           1.000  ...           NaN          NaN   
 22           -0.202           0.000  ...           NaN          NaN   
 23           -1.888           0.000  ...           NaN          NaN   
 24           -2.139           0.000  ...           NaN          NaN   
 25           -1.156           0.000  ...           NaN          NaN   
 26           -2.121           0.000  ...           NaN          NaN   
 27           -1.282           0.000  ...           NaN       1005.0   
 28           -1.406           0.000  ...           NaN          NaN   
 29           -2.155           0.000  ...           NaN        710.0   
 ...             ...             ...  ...           ...          ...   
 12412        -2.155           0.000  ...           NaN          NaN   
 12413        -1.399           0.000  ...           NaN      10650.0   
 12414        -0.583           0.000  ...           NaN          NaN   
 12415        -0.210           0.000  ...           NaN       1450.0   
 12416        -0.555           0.000  ...           NaN          NaN   
 12417        -0.437           0.000  ...           NaN          NaN   
 12418         0.024           0.000  ...           NaN     315100.0   
 12419         0.168           0.000  ...           NaN          NaN   
 12420        -0.965           0.000  ...           NaN     448131.0   
 12421         0.184           0.000  ...           NaN          NaN   
 12422        -1.002           0.000  ...           NaN     278650.0   
 12423        -0.743           0.000  ...           NaN     776000.0   
 12424        -1.372           0.000  ...           NaN       1200.0   
 12425        -1.513           0.000  ...           NaN     135040.0   
 12426        -0.367           0.000  ...           NaN          NaN   
 12427        -0.775           0.000  ...           NaN     250003.0   
 12428        -0.790           0.000  ...           NaN       4980.0   
 12429        -1.541           1.000  ...           NaN      19400.0   
 12430         0.105           0.000  ...           NaN          NaN   
 12431        -0.501           0.000  ...           NaN          NaN   
 12432        -1.570           0.000  ...           NaN          NaN   
 12433         0.137           0.000  ...           NaN    1460701.0   
 12434        -0.438           0.000  ...           NaN      12200.0   
 12435        -0.531           1.000  ...           NaN          NaN   
 12436        -1.937           0.000  ...           NaN          0.0   
 12437        -0.270           0.000  ...           NaN        500.0   
 12438        -1.093           1.000  ...           NaN          NaN   
 12439        -1.143           0.000  ...           NaN          NaN   
 12440         0.105           0.000  ...           NaN     527900.0   
 12441        -0.309           0.000  ...           NaN      96600.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.560770e+10  0.188679   15.527007    9.729826   
 1             NaN     5.992747e+09  0.000000   18.724629   12.484380   
 2             NaN     7.304963e+10  2.103004   23.556869   19.205834   
 3             NaN     2.881183e+10  2.243494   24.689148   22.040096   
 4             NaN     5.731070e+10  2.167256   27.329502   22.863809   
 5             NaN     1.769341e+11  0.392275   16.932369   12.669255   
 6             NaN     1.693540e+10  4.679803   24.423636   15.632723   
 7             NaN     8.049310e+10  0.000000   25.082866   19.609542   
 8             NaN     1.733698e+10  0.087623   22.558186   15.203615   
 9             NaN     4.344653e+10  1.670463   23.328583   20.440294   
 10            NaN     3.921691e+10  0.000000   37.653497   28.630580   
 11            NaN     2.447349e+10  1.413784   22.761287   17.543420   
 12            NaN     6.400620e+09  2.641914   19.285027   13.364255   
 13            NaN     1.570572e+10  1.244629   23.701283   20.585066   
 14            NaN     1.057658e+10  1.458435   13.780260    9.073603   
 15            NaN     3.366285e+10  1.613669   26.876101   22.917095   
 16            NaN     3.366285e+10  1.613669   29.775684   25.503477   
 17            NaN     2.702351e+10  0.196207   16.470623   12.958267   
 18            NaN     2.929459e+10  1.782703   24.671957   21.150219   
 19            NaN     9.357073e+10  3.380021   25.331220   21.435484   
 20            NaN     1.725287e+11  0.000000   29.452180   25.785771   
 21            NaN     1.238967e+11  1.733990   23.993621   20.884366   
 22            NaN     1.424351e+10  0.000000   31.626614   25.762332   
 23            NaN     9.037074e+10  0.000000   26.820373   22.984032   
 24            NaN     4.583164e+10  3.050774   19.808540   15.377637   
 25            NaN     3.256363e+10  0.000000   26.312146   21.390353   
 26            NaN     7.357839e+09  1.947799   12.169563    8.172681   
 27            NaN     7.357839e+09  1.947799   35.345857   31.719856   
 28            NaN     7.245215e+10  2.398082   23.128479   19.436866   
 29            NaN     3.163953e+11  2.582311   24.696458   21.186990   
 ...           ...              ...       ...         ...         ...   
 12412         NaN     5.056250e+06       NaN   21.230456   13.309210   
 12413     2293.28     7.504900e+06  0.000000   80.161067   77.486312   
 12414         NaN     3.012930e+06       NaN   72.436878   68.415014   
 12415      835.81     3.678000e+05  0.000000   96.576854   92.697565   
 12416         NaN     4.740600e+06  0.000000   79.974896   75.697604   
 12417         NaN     2.525880e+07       NaN   82.732678   78.921503   
 12418      805.26     6.832300e+04       NaN   78.967837   74.154544   
 12419         NaN     2.270100e+06       NaN   86.712385   82.650657   
 12420    83049.05     1.003100e+07  0.000000  119.927963  117.472896   
 12421         NaN     5.030700e+01  0.000000   47.279494   36.848949   
 12422    64382.05     2.516850e+07  0.000000   79.252983   75.953294   
 12423    11058.53     2.830863e+06  0.000000  127.568684  124.946454   
 12424    10742.58     4.257440e+07  0.000000   27.566730   22.574507   
 12425    13629.44     5.966200e+06       NaN   76.555418   73.734914   
 12426         NaN     7.414000e+04       NaN   41.718501   32.916410   
 12427     2377.10     2.224400e+06  0.000000  121.564133  118.903760   
 12428      871.50     2.564778e+07  0.000000   72.192827   67.580591   
 12429  1220516.11     2.930640e+10  4.714286   23.184645   20.008927   
 12430         NaN     1.352860e+06  0.000000   49.908841   39.972192   
 12431         NaN     7.609700e+05       NaN   93.317008   89.409692   
 12432         NaN     1.251480e+06  0.000000   34.461863   26.453986   
 12433     3640.96     3.454800e+05       NaN   91.099405   87.252421   
 12434     4236.46     1.848960e+06       NaN   96.130639   92.399317   
 12435         NaN     1.055250e+06  0.000000  100.649590   97.812624   
 12436         NaN     7.930941e+06  0.000000   67.187115   63.230038   
 12437    23037.57     3.553080e+07  0.000000   62.055496   56.920640   
 12438         NaN     2.614480e+06       NaN   85.364868   82.164470   
 12439         NaN     8.280000e+04       NaN   43.895899   37.501412   
 12440     4061.06     1.727081e+06  0.000000  135.493685  132.344281   
 12441  2426894.68     8.648907e+08  0.620877   37.341142   25.948910   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000190  0.177585  20040105  
 1      0.000015  0.148997  20040105  
 2      0.050428  0.214688  20040105  
 3      0.074897  0.362269  20040105  
 4      0.095460  0.408012  20040105  
 5      0.068240  0.340677  20040105  
 6     -0.017458  0.066773  20040105  
 7      0.134092  0.242994  20040105  
 8     -0.006346  0.303403  20040105  
 9     -0.010254  0.211483  20040105  
 10    -0.072098  0.538352  20040105  
 11     0.499941  0.874048  20040105  
 12     0.263638  0.680697  20040105  
 13     0.431828  0.571891  20040105  
 14     0.000015  0.079662  20040105  
 15    -0.121761  0.147693  20040105  
 16     0.453201  0.706254  20040105  
 17     0.105285  0.209634  20040105  
 18     0.056276  0.361382  20040105  
 19     0.086065  0.299156  20040105  
 20     0.178317  0.405479  20040105  
 21    -0.208717  0.052644  20040105  
 22     0.910799  1.010495  20040105  
 23     0.124532  0.536650  20040105  
 24     0.007310  0.372753  20040105  
 25     0.465972  0.802527  20040105  
 26     0.016023  0.277808  20040105  
 27     0.407264  0.838805  20040105  
 28     0.349345  0.575434  20040105  
 29     0.000033  0.348559  20040105  
 ...         ...       ...       ...  
 12412  0.000015  0.039685  20040105  
 12413  0.352462  0.561550  20040105  
 12414  0.733138  1.037388  20040105  
 12415  0.907050  1.115512  20040105  
 12416  0.746244  1.129090  20040105  
 12417  0.801435  1.117602  20040105  
 12418  1.016480  1.343437  20040105  
 12419  1.083617  1.240494  20040105  
 12420  0.555132  0.770573  20040105  
 12421  1.091029  1.406801  20040105  
 12422  0.537687  0.901379  20040105  
 12423  0.658551  1.047942  20040105  
 12424  0.365014  0.278464  20040105  
 12425  0.299409  0.641994  20040105  
 12426  0.834061  1.131978  20040105  
 12427  0.643685  1.006527  20040105  
 12428  0.636824  0.953024  20040105  
 12429  0.286386  0.403243  20040105  
 12430  1.054225  1.248885  20040105  
 12431  0.771255  1.165940  20040105  
 12432  0.272808  0.690370  20040105  
 12433  1.069109  1.311105  20040105  
 12434  0.800757  1.169171  20040105  
 12435  0.757203  0.986153  20040105  
 12436  0.101589  0.340301  20040105  
 12437  0.879284  1.103444  20040105  
 12438  0.495498  0.851413  20040105  
 12439  0.471877  0.876388  20040105  
 12440  1.053895  1.355915  20040105  
 12441  0.861021  0.909758  20040105  
 
 [12442 rows x 92 columns],
 '20040106':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.481            0.000               0.0   
 1      USA0011            -0.595            0.000               0.0   
 2      USA0031            -0.109            0.000               0.0   
 3      USA0062             0.163            0.431               0.0   
 4      USA00E2             0.064            0.000               0.0   
 5      USA00F1            -0.182            0.000               0.0   
 6      USA00G2             0.049            0.000               0.0   
 7      USA00H1            -0.049            0.000               0.0   
 8      USA00I1             0.098            0.000               0.0   
 9      USA00J1             0.120            0.000               0.0   
 10     USA00K1             0.135            0.000               0.0   
 11     USA00P1             0.513            0.000               0.0   
 12     USA00R1             0.219            0.000               0.0   
 13     USA00S1            -0.108            0.000               0.0   
 14     USA00V1            -0.299            0.000               0.0   
 15     USA0131            -0.084            1.000               0.0   
 16     USA0161             1.719            1.000               0.0   
 17     USA01I1            -0.151            0.000               0.0   
 18     USA01J2            -0.041            0.000               0.0   
 19     USA01L1             0.048            0.000               0.0   
 20     USA01P1             0.789            0.000               0.0   
 21     USA01Q1             0.088            0.000               0.0   
 22     USA0202             0.995            0.000               0.0   
 23     USA0231             0.448            0.000               0.0   
 24     USA0281            -0.328            0.000               0.0   
 25     USA0291             0.789            0.000               0.0   
 26     USA02A1            -0.138            0.000               0.0   
 27     USA02B1             0.850            0.000               0.0   
 28     USA02H1             0.229            0.000               0.0   
 29     USA02P1            -0.107            0.000               0.0   
 ...        ...               ...              ...               ...   
 12408  USAZY41            -1.124            0.000               0.0   
 12409  USAZY51             0.100            0.000               0.0   
 12410  USAZY61             0.324            0.000               0.0   
 12411  USAZY71             0.044            0.000               0.0   
 12412  USAZYI1            -2.861            0.000               0.0   
 12413  USAZYJ1            -2.658            0.000               0.0   
 12414  USAZYK1            -0.300            0.000               0.0   
 12415  USAZYM1            -0.121            0.000               0.0   
 12416  USAZYR1             2.256            0.000               0.0   
 12417  USAZYS1             0.048            0.000               0.0   
 12418  USAZYT1             1.235            0.000               0.0   
 12419  USAZYV1            -0.120            0.000               0.0   
 12420  USAZYX1            -0.367            0.000               0.0   
 12421  USAZZ41             2.326            0.000               0.0   
 12422  USAZZ51            -0.019            0.000               0.0   
 12423  USAZZ61             2.794            0.000               0.0   
 12424  USAZZ71             0.107            0.000               0.0   
 12425  USAZZ81             0.012            0.000               0.0   
 12426  USAZZ91            -0.143            0.000               0.0   
 12427  USAZZA1            -0.011            0.000               0.0   
 12428  USAZZB1            -0.250            0.000               0.0   
 12429  USAZZD1             0.016            0.000               0.0   
 12430  USAZZF1            -0.928            0.000               0.0   
 12431  USAZZI1            -1.369            0.000               0.0   
 12432  USAZZJ1            -2.911            0.000               0.0   
 12433  USAZZL1            -2.730            0.000               0.0   
 12434  USAZZP1            -0.006            0.000               0.0   
 12435  USAZZR1            -0.176            0.000               0.0   
 12436  USAZZX1            -2.836            0.000               0.0   
 12437  USAZZY1             0.617            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 12431               0.0              0.0           0.0            0.0   
 12432               0.0              0.0           0.0            0.0   
 12433               0.0              0.0           0.0            0.0   
 12434               0.0              0.0           0.0            0.0   
 12435               0.0              0.0           0.0            0.0   
 12436               0.0              0.0           0.0            0.0   
 12437               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.158           0.000  ...           NaN          NaN   
 1            -2.158           0.000  ...           NaN          NaN   
 2            -2.049           0.000  ...           NaN          NaN   
 3            -1.997           0.000  ...           NaN          NaN   
 4            -1.955           0.000  ...           NaN          NaN   
 5            -2.031           0.000  ...           NaN          NaN   
 6            -2.195           0.000  ...           NaN          NaN   
 7            -1.870           0.000  ...           NaN          NaN   
 8            -2.171           0.000  ...           NaN          NaN   
 9            -2.180           0.863  ...           NaN          NaN   
 10           -2.314           0.000  ...           NaN          NaN   
 11           -1.085           0.000  ...           NaN          NaN   
 12           -1.591           0.000  ...           NaN          NaN   
 13           -1.215           0.000  ...           NaN      48965.0   
 14           -2.158           0.000  ...           NaN          NaN   
 15           -2.420           0.000  ...           NaN          NaN   
 16           -1.186           0.000  ...           NaN        925.0   
 17           -1.932           0.000  ...           NaN          NaN   
 18           -2.038           0.000  ...           NaN          NaN   
 19           -1.973           0.000  ...           NaN          NaN   
 20           -1.775           0.000  ...           NaN          NaN   
 21           -2.607           1.000  ...           NaN          NaN   
 22           -0.180           0.000  ...           NaN          NaN   
 23           -1.893           0.000  ...           NaN          NaN   
 24           -2.145           0.000  ...           NaN          NaN   
 25           -1.158           0.000  ...           NaN          NaN   
 26           -2.123           0.000  ...           NaN          NaN   
 27           -1.286           0.000  ...           NaN        250.0   
 28           -1.408           0.000  ...           NaN          NaN   
 29           -2.158           0.000  ...           NaN        710.0   
 ...             ...             ...  ...           ...          ...   
 12408        -2.158           0.000  ...           NaN          NaN   
 12409        -1.401           0.000  ...           NaN        300.0   
 12410        -0.585           0.000  ...           NaN          NaN   
 12411        -0.213           0.000  ...           NaN          NaN   
 12412        -0.554           0.000  ...           NaN       4200.0   
 12413        -0.433           0.000  ...           NaN       5000.0   
 12414         0.023           0.000  ...           NaN       2000.0   
 12415         0.169           0.000  ...           NaN          NaN   
 12416        -0.969           0.000  ...           NaN     269023.0   
 12417         0.184           0.000  ...           NaN          NaN   
 12418        -0.973           0.000  ...           NaN     108110.0   
 12419        -0.741           0.000  ...           NaN     668080.0   
 12420        -1.372           0.000  ...           NaN          NaN   
 12421        -1.517           0.000  ...           NaN      78300.0   
 12422        -0.366           0.000  ...           NaN          NaN   
 12423        -0.776           0.000  ...           NaN     248942.0   
 12424        -0.792           0.000  ...           NaN          NaN   
 12425        -1.535           1.000  ...           NaN      38300.0   
 12426         0.106           0.000  ...           NaN          NaN   
 12427        -0.513           0.000  ...           NaN          NaN   
 12428        -1.576           0.000  ...           NaN          NaN   
 12429         0.137           0.000  ...           NaN     182800.0   
 12430        -0.406           0.000  ...           NaN       2312.0   
 12431        -0.530           1.000  ...           NaN     160000.0   
 12432        -1.930           0.000  ...           NaN          0.0   
 12433        -0.257           0.000  ...           NaN       4100.0   
 12434        -1.103           1.000  ...           NaN          NaN   
 12435        -1.147           0.000  ...           NaN          NaN   
 12436         0.108           0.000  ...           NaN     150000.0   
 12437        -0.322           0.000  ...           NaN     130500.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.592728e+10  0.188679   15.692850   10.050981   
 1             NaN     6.029930e+09  0.000000   19.050196   12.874902   
 2             NaN     7.251836e+10  2.103004   24.037181   19.772275   
 3             NaN     2.918165e+10  2.243494   25.280406   22.709825   
 4             NaN     5.784320e+10  2.167256   27.885397   23.513232   
 5             NaN     1.765167e+11  0.392275   17.127961   13.063995   
 6             NaN     1.690388e+10  4.679803   24.705787   16.097522   
 7             NaN     8.072544e+10  0.000000   25.569536   20.211346   
 8             NaN     1.772633e+10  0.087623   22.863087   15.655018   
 9             NaN     4.290913e+10  1.670463   23.843005   20.984128   
 10            NaN     3.984891e+10  0.000000   38.270375   29.465925   
 11            NaN     2.470550e+10  1.413784   23.051129   18.134238   
 12            NaN     6.387364e+09  2.641914   19.272543   13.767304   
 13            NaN     1.566320e+10  1.244629   24.060845   21.197423   
 14            NaN     1.064007e+10  1.458435   14.044685    9.400633   
 15            NaN     3.355083e+10  1.613669   27.407579   23.625455   
 16            NaN     3.355083e+10  1.613669   30.841525   26.682184   
 17            NaN     2.692083e+10  0.196207   16.731087   13.360723   
 18            NaN     2.877702e+10  1.782703   25.075968   21.631713   
 19            NaN     9.305772e+10  3.380021   25.832103   22.076461   
 20            NaN     1.745453e+11  0.000000   30.346694   26.732169   
 21            NaN     1.233806e+11  1.733990   24.548133   21.511264   
 22            NaN     1.483860e+10  0.000000   32.392680   26.754657   
 23            NaN     8.985800e+10  0.000000   27.427720   23.727123   
 24            NaN     4.550285e+10  3.050774   20.121834   15.849359   
 25            NaN     3.350296e+10  0.000000   26.910152   22.304933   
 26            NaN     7.546942e+09  1.947799   12.239065    8.419129   
 27            NaN     7.546942e+09  1.947799   36.252249   32.842572   
 28            NaN     7.245215e+10  2.398082   23.558349   20.016778   
 29            NaN     3.142913e+11  2.582311   25.101935   21.792121   
 ...           ...              ...       ...         ...         ...   
 12408         NaN     5.056250e+06       NaN   21.773385   13.942212   
 12409     2206.76     7.504900e+06  0.000000   84.716213   82.209771   
 12410         NaN     3.012930e+06       NaN   75.288295   71.617910   
 12411         NaN     3.678000e+05  0.000000  100.519176   96.850709   
 12412     3204.85     5.530700e+06  0.000000   83.315141   79.408259   
 12413     1064.00     2.886720e+07       NaN   86.024190   82.351943   
 12414      768.75     6.832300e+04       NaN   82.424018   78.082457   
 12415         NaN     2.270100e+06       NaN   90.158250   86.453311   
 12416    82575.74     9.672750e+06  0.000000  123.471851  121.068935   
 12417         NaN     5.030700e+01  0.000000   47.575068   37.911238   
 12418    63912.64     2.467500e+07  0.000000   81.292034   78.268248   
 12419    11193.58     2.830863e+06  0.000000  130.984566  128.619200   
 12420         NaN     4.257440e+07  0.000000   28.110060   23.217955   
 12421    13650.56     5.369580e+06       NaN   77.953101   75.127647   
 12422         NaN     7.414000e+04       NaN   42.238944   33.865194   
 12423     2303.00     1.668300e+06  0.000000  127.650133  125.083728   
 12424         NaN     2.564778e+07  0.000000   72.461539   68.004832   
 12425  1219614.80     2.915373e+10  4.714286   23.659950   20.606106   
 12426         NaN     1.352860e+06  0.000000   50.562245   41.396341   
 12427         NaN     7.609700e+05       NaN   95.940769   92.323333   
 12428         NaN     1.251480e+06  0.000000   34.849732   27.225137   
 12429     3508.70     3.454800e+05       NaN   93.808173   90.390345   
 12430     4053.57     1.890048e+06       NaN   99.536206   96.078928   
 12431     1583.17     1.078700e+06  0.000000  103.177824  100.485043   
 12432         NaN     8.483492e+06  0.000000   70.049173   65.961557   
 12433    22857.00     3.798120e+07  0.000000   64.111840   59.283396   
 12434         NaN     2.614480e+06       NaN   87.827559   84.809806   
 12435         NaN     8.280000e+04       NaN   44.703014   38.579501   
 12436     3999.19     1.828674e+06  0.000000  139.097153  136.259948   
 12437  2994381.25     8.741631e+08  0.620877   37.862726   26.751016   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000188  0.159701  20040106  
 1      0.000017  0.133397  20040106  
 2      0.050603  0.210419  20040106  
 3      0.074781  0.372498  20040106  
 4      0.094615  0.410219  20040106  
 5      0.059067  0.324120  20040106  
 6     -0.017500  0.049448  20040106  
 7      0.134408  0.239335  20040106  
 8     -0.006364  0.309990  20040106  
 9     -0.010467  0.214778  20040106  
 10    -0.073015  0.528409  20040106  
 11     0.500130  0.876679  20040106  
 12     0.264041  0.671520  20040106  
 13     0.439618  0.558155  20040106  
 14     0.000017  0.072279  20040106  
 15    -0.122352  0.135685  20040106  
 16     0.453305  0.733802  20040106  
 17     0.105390  0.201365  20040106  
 18     0.055938  0.360914  20040106  
 19     0.086197  0.295254  20040106  
 20     0.178596  0.410335  20040106  
 21    -0.209560  0.051544  20040106  
 22     0.922221  1.022408  20040106  
 23     0.123475  0.534769  20040106  
 24     0.006000  0.357584  20040106  
 25     0.466254  0.798856  20040106  
 26     0.016084  0.263013  20040106  
 27     0.406627  0.836960  20040106  
 28     0.349623  0.580189  20040106  
 29    -0.000275  0.331689  20040106  
 ...         ...       ...       ...  
 12408  0.000017  0.009961  20040106  
 12409  0.352918  0.535317  20040106  
 12410  0.733079  1.029531  20040106  
 12411  0.906844  1.160227  20040106  
 12412  0.747814  1.039277  20040106  
 12413  0.804143  1.025974  20040106  
 12414  1.016602  1.311169  20040106  
 12415  1.084761  1.211245  20040106  
 12416  0.554058  0.834783  20040106  
 12417  1.091992  1.348722  20040106  
 12418  0.552312  0.880039  20040106  
 12419  0.660639  0.985372  20040106  
 12420  0.366274  0.267425  20040106  
 12421  0.298875  0.682113  20040106  
 12422  0.835183  1.113248  20040106  
 12423  0.644102  1.028016  20040106  
 12424  0.636807  0.973511  20040106  
 12425  0.290274  0.408531  20040106  
 12426  1.055322  1.200536  20040106  
 12427  0.766729  1.124092  20040106  
 12428  0.271442  0.659726  20040106  
 12429  1.069830  1.248195  20040106  
 12430  0.816951  1.140841  20040106  
 12431  0.759116  0.939081  20040106  
 12432  0.106288  0.264540  20040106  
 12433  0.886015  1.076259  20040106  
 12434  0.491721  0.829472  20040106  
 12435  0.471180  0.850844  20040106  
 12436  1.056344  1.245966  20040106  
 12437  0.855809  0.968892  20040106  
 
 [12438 rows x 92 columns],
 '20040107':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.752            0.000               0.0   
 1      USA0011             0.195            0.000               0.0   
 2      USA0031             0.244            0.000               0.0   
 3      USA0062             0.113            0.431               0.0   
 4      USA00E2             0.158            0.000               0.0   
 5      USA00F1            -0.303            0.000               0.0   
 6      USA00G2            -0.531            0.000               0.0   
 7      USA00H1             0.613            0.000               0.0   
 8      USA00I1            -0.251            0.000               0.0   
 9      USA00J1            -0.797            0.000               0.0   
 10     USA00K1            -0.863            0.000               0.0   
 11     USA00P1            -0.249            0.000               0.0   
 12     USA00R1            -0.163            0.000               0.0   
 13     USA00S1             0.692            0.000               0.0   
 14     USA00V1            -0.233            0.000               0.0   
 15     USA0131             0.213            1.000               0.0   
 16     USA0161             0.506            1.000               0.0   
 17     USA01I1             0.042            0.000               0.0   
 18     USA01J2             0.111            0.000               0.0   
 19     USA01L1            -0.343            0.000               0.0   
 20     USA01P1             0.171            0.000               0.0   
 21     USA01Q1            -0.924            0.000               0.0   
 22     USA0202             0.617            0.000               0.0   
 23     USA0231            -0.195            0.000               0.0   
 24     USA0281            -0.443            0.000               0.0   
 25     USA0291             0.221            0.000               0.0   
 26     USA02A1            -0.546            0.000               0.0   
 27     USA02B1             0.003            0.000               0.0   
 28     USA02H1            -0.152            0.000               0.0   
 29     USA02P1            -0.444            0.000               0.0   
 ...        ...               ...              ...               ...   
 12405  USAZY41            -0.547            0.000               0.0   
 12406  USAZY51             0.515            0.000               0.0   
 12407  USAZY61             0.600            0.000               0.0   
 12408  USAZY71             0.941            0.000               0.0   
 12409  USAZYI1             2.869            0.000               0.0   
 12410  USAZYJ1             0.756            0.000               0.0   
 12411  USAZYK1             1.257            0.000               0.0   
 12412  USAZYM1             1.361            0.000               0.0   
 12413  USAZYR1             1.309            0.000               0.0   
 12414  USAZYS1             0.353            0.000               0.0   
 12415  USAZYT1             0.358            0.000               0.0   
 12416  USAZYV1             2.869            0.000               0.0   
 12417  USAZYX1            -0.764            0.000               0.0   
 12418  USAZZ41             0.345            0.000               0.0   
 12419  USAZZ51             0.309            0.000               0.0   
 12420  USAZZ61            -2.850            0.000               0.0   
 12421  USAZZ71             2.502            0.000               0.0   
 12422  USAZZ81             0.706            0.000               0.0   
 12423  USAZZ91             0.462            0.000               0.0   
 12424  USAZZA1             0.166            0.000               0.0   
 12425  USAZZB1             0.113            0.000               0.0   
 12426  USAZZD1             0.855            0.000               0.0   
 12427  USAZZF1            -2.295            0.000               0.0   
 12428  USAZZI1             2.570            0.000               0.0   
 12429  USAZZJ1             1.552            0.000               0.0   
 12430  USAZZL1             0.735            0.000               0.0   
 12431  USAZZP1            -0.412            0.000               0.0   
 12432  USAZZR1             0.015            0.000               0.0   
 12433  USAZZX1            -2.515            0.000               0.0   
 12434  USAZZY1             0.965            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12405               0.0              0.0           0.0            0.0   
 12406               0.0              0.0           0.0            0.0   
 12407               0.0              0.0           0.0            0.0   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 12431               0.0              0.0           0.0            0.0   
 12432               0.0              0.0           0.0            0.0   
 12433               0.0              0.0           0.0            0.0   
 12434               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.155           0.000  ...           NaN          NaN   
 1            -2.154           0.000  ...           NaN          NaN   
 2            -2.047           0.000  ...           NaN          NaN   
 3            -1.995           0.000  ...           NaN          NaN   
 4            -1.954           0.000  ...           NaN          NaN   
 5            -2.026           0.000  ...           NaN          NaN   
 6            -2.192           0.000  ...           NaN          NaN   
 7            -1.867           0.000  ...           NaN          NaN   
 8            -2.154           0.000  ...           NaN          NaN   
 9            -2.178           0.863  ...           NaN          NaN   
 10           -2.311           0.000  ...           NaN          NaN   
 11           -1.087           0.000  ...           NaN          NaN   
 12           -1.609           0.000  ...           NaN          NaN   
 13           -1.220           0.000  ...           NaN      21752.0   
 14           -2.154           0.000  ...           NaN          NaN   
 15           -2.417           0.000  ...           NaN          NaN   
 16           -1.186           0.000  ...           NaN         40.0   
 17           -1.929           0.000  ...           NaN          NaN   
 18           -2.036           0.000  ...           NaN          NaN   
 19           -1.995           0.000  ...           NaN          NaN   
 20           -1.775           0.000  ...           NaN          NaN   
 21           -2.604           1.000  ...           NaN          NaN   
 22           -0.184           0.000  ...           NaN          NaN   
 23           -1.934           0.000  ...           NaN          NaN   
 24           -2.141           0.000  ...           NaN          NaN   
 25           -1.156           0.000  ...           NaN          NaN   
 26           -2.120           0.000  ...           NaN          NaN   
 27           -1.283           0.000  ...           NaN          NaN   
 28           -1.412           0.000  ...           NaN          NaN   
 29           -2.156           0.000  ...           NaN        710.0   
 ...             ...             ...  ...           ...          ...   
 12405        -2.154           0.000  ...           NaN          NaN   
 12406        -1.401           0.000  ...           NaN          NaN   
 12407        -0.587           0.000  ...           NaN          NaN   
 12408        -0.213           0.000  ...           NaN       1000.0   
 12409        -0.585           0.000  ...           NaN      10100.0   
 12410        -0.436           0.000  ...           NaN          NaN   
 12411         0.022           0.000  ...           NaN       1250.0   
 12412         0.174           0.000  ...           NaN          NaN   
 12413        -0.975           0.000  ...           NaN      65071.0   
 12414         0.180           0.000  ...           NaN          NaN   
 12415        -0.968           0.000  ...           NaN     286220.0   
 12416        -0.743           0.000  ...           NaN    1270170.0   
 12417        -1.369           0.000  ...           NaN       1200.0   
 12418        -1.517           0.000  ...           NaN      15300.0   
 12419        -0.370           0.000  ...           NaN          NaN   
 12420        -0.703           0.000  ...           NaN     301340.0   
 12421        -0.803           0.000  ...           NaN      40750.0   
 12422        -1.547           1.000  ...           NaN      67300.0   
 12423         0.100           0.000  ...           NaN          NaN   
 12424        -0.514           0.000  ...           NaN          NaN   
 12425        -1.569           0.000  ...           NaN          NaN   
 12426         0.148           0.000  ...           NaN     100200.0   
 12427        -0.299           0.000  ...           NaN     142655.0   
 12428        -0.537           1.000  ...           NaN      66400.0   
 12429        -1.949           0.000  ...           NaN          0.0   
 12430        -0.258           0.000  ...           NaN        100.0   
 12431        -1.105           1.000  ...           NaN          NaN   
 12432        -1.148           0.000  ...           NaN          NaN   
 12433         0.111           0.000  ...           NaN     445000.0   
 12434        -0.346           0.000  ...           NaN     102300.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.552780e+10  0.188679   16.090857   10.555309   
 1             NaN     6.228242e+09  0.000000   19.637046   13.510535   
 2             NaN     7.328402e+10  2.103004   24.941406   20.615451   
 3             NaN     2.900964e+10  2.243494   26.199673   23.738331   
 4             NaN     5.894815e+10  2.167256   28.748194   24.516295   
 5             NaN     1.786821e+11  0.392275   17.609076   13.633105   
 6             NaN     1.675415e+10  4.679803   25.250818   16.776020   
 7             NaN     8.180970e+10  0.000000   26.545255   21.162276   
 8             NaN     1.790264e+10  0.087623   23.412569   16.296695   
 9             NaN     4.247922e+10  1.670463   24.904451   22.043014   
 10            NaN     3.976575e+10  0.000000   39.407332   30.910048   
 11            NaN     2.457462e+10  1.413784   23.270259   18.898360   
 12            NaN     6.429342e+09  2.641914   19.476205   14.402025   
 13            NaN     1.570572e+10  1.244629   24.838725   22.148585   
 14            NaN     1.074926e+10  1.458435   14.411789    9.801155   
 15            NaN     3.383088e+10  1.613669   28.367386   24.598632   
 16            NaN     3.383088e+10  1.613669   31.776112   27.860452   
 17            NaN     2.712173e+10  0.196207   17.182414   13.896156   
 18            NaN     2.846303e+10  1.782703   25.795987   22.461081   
 19            NaN     9.187138e+10  3.380021   26.696737   23.057823   
 20            NaN     1.777442e+11  0.000000   31.327401   27.880794   
 21            NaN     1.225941e+11  1.733990   25.820591   22.670878   
 22            NaN     1.477392e+10  0.000000   33.119125   27.991785   
 23            NaN     9.098603e+10  0.000000   28.146595   24.729820   
 24            NaN     4.492498e+10  3.050774   20.643062   16.535068   
 25            NaN     3.424961e+10  0.000000   27.440595   23.291848   
 26            NaN     7.546942e+09  1.947799   12.563238    8.869883   
 27            NaN     7.546942e+09  1.947799   37.290305   34.172773   
 28            NaN     7.226712e+10  2.398082   24.121889   20.839005   
 29            NaN     3.173972e+11  2.582311   25.871573   22.700238   
 ...           ...              ...       ...         ...         ...   
 12405         NaN     5.056250e+06       NaN   22.179667   14.447702   
 12406         NaN     7.504900e+06  0.000000   88.280161   85.880117   
 12407         NaN     3.012930e+06       NaN   77.773284   74.337865   
 12408      783.05     3.678000e+05  0.000000  102.925648   99.377393   
 12409     3212.50     4.582580e+06  0.000000   87.648518   84.198871   
 12410         NaN     2.886720e+07       NaN   88.458082   85.067263   
 12411      767.91     6.832300e+04       NaN   83.873611   79.684730   
 12412         NaN     2.270100e+06       NaN   92.709854   89.163453   
 12413    77926.94     9.493625e+06  0.000000  127.164427  124.870811   
 12414         NaN     5.030700e+01  0.000000   48.454526   39.355676   
 12415    69283.77     2.467500e+07  0.000000   83.735369   81.006480   
 12416    12263.10     2.696060e+06  0.000000  135.025924  132.646373   
 12417    10502.80     4.314552e+07  0.000000   28.916118   24.139208   
 12418    13735.81     5.369580e+06       NaN   79.948634   77.125761   
 12419         NaN     7.414000e+04       NaN   43.114990   35.258534   
 12420     2180.33     2.224400e+06  0.000000  135.366260  133.020233   
 12421     1299.38     1.550796e+07  0.000000   78.021335   73.904148   
 12422  1269615.50     2.867233e+10  4.714286   24.545278   21.502158   
 12423         NaN     1.352860e+06  0.000000   51.545429   42.722121   
 12424         NaN     7.609700e+05       NaN   98.511209   95.074635   
 12425         NaN     1.251480e+06  0.000000   35.606656   28.365978   
 12426     2960.91     3.454800e+05       NaN   96.288913   93.082560   
 12427     4842.12     3.081600e+06       NaN  106.826905  103.581992   
 12428     1709.29     1.031800e+06  0.000000  106.759165  104.182349   
 12429         NaN     8.210186e+06  0.000000   72.396313   68.503585   
 12430    22264.50     3.798120e+07  0.000000   65.966380   61.565509   
 12431         NaN     2.614480e+06       NaN   89.952333   87.039595   
 12432         NaN     8.280000e+04       NaN   45.844470   40.059785   
 12433     4363.46     1.930267e+06  0.000000  142.907252  140.206719   
 12434  3007844.20     8.533802e+08  0.620877   38.672830   28.013884   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000190  0.142990  20040107  
 1      0.000016  0.140299  20040107  
 2      0.050144  0.206134  20040107  
 3      0.074294  0.373140  20040107  
 4      0.093664  0.409182  20040107  
 5      0.059940  0.315846  20040107  
 6     -0.017581  0.029504  20040107  
 7      0.134531  0.245300  20040107  
 8      0.000016  0.268779  20040107  
 9     -0.011295  0.193125  20040107  
 10    -0.073217  0.513117  20040107  
 11     0.499327  0.863346  20040107  
 12     0.255212  0.653920  20040107  
 13     0.437063  0.561714  20040107  
 14     0.000016  0.068564  20040107  
 15    -0.122811  0.136835  20040107  
 16     0.453039  0.728803  20040107  
 17     0.105559  0.198435  20040107  
 18     0.055125  0.363818  20040107  
 19     0.074557  0.270789  20040107  
 20     0.177635  0.405878  20040107  
 21    -0.210553  0.024526  20040107  
 22     0.921777  1.023872  20040107  
 23     0.102891  0.505167  20040107  
 24     0.006256  0.347259  20040107  
 25     0.467171  0.785683  20040107  
 26     0.016058  0.249749  20040107  
 27     0.407772  0.828661  20040107  
 28     0.347372  0.569547  20040107  
 29    -0.000609  0.317795  20040107  
 ...         ...       ...       ...  
 12405  0.000016  0.005884  20040107  
 12406  0.352182  0.541898  20040107  
 12407  0.733235  1.030294  20040107  
 12408  0.908088  1.178359  20040107  
 12409  0.733986  1.065291  20040107  
 12410  0.803850  1.092273  20040107  
 12411  1.018340  1.345960  20040107  
 12412  1.089414  1.239053  20040107  
 12413  0.551776  0.845997  20040107  
 12414  1.092312  1.355476  20040107  
 12415  0.555147  0.877168  20040107  
 12416  0.660052  1.046660  20040107  
 12417  0.367506  0.250869  20040107  
 12418  0.298236  0.679665  20040107  
 12419  0.834670  1.111360  20040107  
 12420  0.679165  0.942636  20040107  
 12421  0.631961  0.986794  20040107  
 12422  0.283918  0.408548  20040107  
 12423  1.054584  1.210264  20040107  
 12424  0.767542  1.127881  20040107  
 12425  0.273845  0.653103  20040107  
 12426  1.077037  1.284413  20040107  
 12427  0.868121  1.164066  20040107  
 12428  0.756405  0.993057  20040107  
 12429  0.096225  0.334395  20040107  
 12430  0.887189  1.083925  20040107  
 12431  0.490800  0.816055  20040107  
 12432  0.470888  0.844747  20040107  
 12433  1.059754  1.261330  20040107  
 12434  0.845882  0.964374  20040107  
 
 [12435 rows x 92 columns],
 '20040108':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.002            0.000               0.0   
 1      USA0011            -0.345            0.000               0.0   
 2      USA0031            -0.624            0.000               0.0   
 3      USA0062             0.432            0.431               0.0   
 4      USA00E2            -0.647            0.000               0.0   
 5      USA00F1            -0.313            0.000               0.0   
 6      USA00G2             0.590            0.000               0.0   
 7      USA00H1            -0.440            0.000               0.0   
 8      USA00I1             0.414            0.000               0.0   
 9      USA00J1            -0.559            0.000               0.0   
 10     USA00K1             0.042            0.000               0.0   
 11     USA00P1             0.060            0.000               0.0   
 12     USA00R1            -0.128            0.000               0.0   
 13     USA00S1             0.078            0.000               0.0   
 14     USA00V1            -0.263            0.000               0.0   
 15     USA0131             0.285            1.000               0.0   
 16     USA0161            -0.429            1.000               0.0   
 17     USA01I1            -0.101            0.000               0.0   
 18     USA01J2            -0.376            0.000               0.0   
 19     USA01L1            -0.050            0.000               0.0   
 20     USA01P1             1.375            0.000               0.0   
 21     USA01Q1            -0.680            0.000               0.0   
 22     USA0202             1.572            0.000               0.0   
 23     USA0231             0.168            0.000               0.0   
 24     USA0281             0.247            0.000               0.0   
 25     USA0291             0.808            0.000               0.0   
 26     USA02A1             0.137            0.000               0.0   
 27     USA02B1             0.590            0.000               0.0   
 28     USA02H1            -0.241            0.000               0.0   
 29     USA02P1            -0.250            0.000               0.0   
 ...        ...               ...              ...               ...   
 12406  USAZY41            -0.563            0.000               0.0   
 12407  USAZY51             2.816            0.000               0.0   
 12408  USAZY61             0.486            0.000               0.0   
 12409  USAZY71             1.033            0.000               0.0   
 12410  USAZYI1            -2.428            0.000               0.0   
 12411  USAZYJ1             0.712            0.000               0.0   
 12412  USAZYK1             0.938            0.000               0.0   
 12413  USAZYM1             0.931            0.000               0.0   
 12414  USAZYR1            -0.955            0.000               0.0   
 12415  USAZYS1             0.906            0.000               0.0   
 12416  USAZYT1            -0.819            0.000               0.0   
 12417  USAZYV1            -2.776            0.000               0.0   
 12418  USAZYX1            -0.013            0.000               0.0   
 12419  USAZZ41            -2.565            0.000               0.0   
 12420  USAZZ51             0.625            0.000               0.0   
 12421  USAZZ61             0.413            0.000               0.0   
 12422  USAZZ71             0.166            0.000               0.0   
 12423  USAZZ81            -1.067            0.000               0.0   
 12424  USAZZ91             1.726            0.000               0.0   
 12425  USAZZA1             0.470            0.000               0.0   
 12426  USAZZB1             1.326            0.000               0.0   
 12427  USAZZD1             0.723            0.000               0.0   
 12428  USAZZF1             1.424            0.000               0.0   
 12429  USAZZI1             2.816            0.000               0.0   
 12430  USAZZJ1             2.013            0.000               0.0   
 12431  USAZZL1            -1.145            0.000               0.0   
 12432  USAZZP1             2.816            0.000               0.0   
 12433  USAZZR1             0.261            0.000               0.0   
 12434  USAZZX1             0.038            0.000               0.0   
 12435  USAZZY1             0.391            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12406               0.0              0.0           0.0            0.0   
 12407               0.0              0.0           0.0            0.0   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 12431               0.0              0.0           0.0            0.0   
 12432               0.0              0.0           0.0            0.0   
 12433               0.0              0.0           0.0            0.0   
 12434               0.0              0.0           0.0            0.0   
 12435               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.153           0.000  ...           NaN          NaN   
 1            -2.152           0.000  ...           NaN          NaN   
 2            -2.048           0.000  ...           NaN          NaN   
 3            -2.002           0.000  ...           NaN          NaN   
 4            -1.963           0.000  ...           NaN          NaN   
 5            -2.030           0.000  ...           NaN          NaN   
 6            -2.190           0.000  ...           NaN          NaN   
 7            -1.865           0.000  ...           NaN          NaN   
 8            -2.152           0.000  ...           NaN          NaN   
 9            -2.178           0.863  ...           NaN          NaN   
 10           -2.311           0.000  ...           NaN          NaN   
 11           -1.091           0.000  ...           NaN          NaN   
 12           -1.627           0.000  ...           NaN          NaN   
 13           -1.226           0.000  ...           NaN       8082.0   
 14           -2.152           0.000  ...           NaN          NaN   
 15           -2.417           0.000  ...           NaN          NaN   
 16           -1.174           0.000  ...           NaN        100.0   
 17           -1.927           0.000  ...           NaN          NaN   
 18           -2.040           0.000  ...           NaN          NaN   
 19           -1.996           0.000  ...           NaN          NaN   
 20           -1.802           0.000  ...           NaN          NaN   
 21           -2.604           1.000  ...           NaN          NaN   
 22           -0.209           0.000  ...           NaN          NaN   
 23           -1.942           0.000  ...           NaN          NaN   
 24           -2.140           0.000  ...           NaN          NaN   
 25           -1.171           0.000  ...           NaN          NaN   
 26           -2.118           0.000  ...           NaN          NaN   
 27           -1.291           0.000  ...           NaN          NaN   
 28           -1.418           0.000  ...           NaN          NaN   
 29           -2.156           0.000  ...           NaN        710.0   
 ...             ...             ...  ...           ...          ...   
 12406        -2.152           0.000  ...           NaN          NaN   
 12407        -1.449           0.000  ...           NaN        200.0   
 12408        -0.593           0.000  ...           NaN          NaN   
 12409        -0.217           0.000  ...           NaN          NaN   
 12410        -0.548           0.000  ...           NaN      15100.0   
 12411        -0.442           0.000  ...           NaN          NaN   
 12412         0.013           0.000  ...           NaN      11000.0   
 12413         0.170           0.000  ...           NaN          NaN   
 12414        -0.949           0.000  ...           NaN     239125.0   
 12415         0.178           0.000  ...           NaN          NaN   
 12416        -0.964           0.000  ...           NaN      78900.0   
 12417        -0.696           0.000  ...           NaN      98100.0   
 12418        -1.370           0.000  ...           NaN       5600.0   
 12419        -1.447           0.000  ...           NaN      20200.0   
 12420        -0.375           0.000  ...           NaN          NaN   
 12421        -0.708           0.000  ...           NaN     811640.0   
 12422        -0.808           0.000  ...           NaN          NaN   
 12423        -1.535           1.000  ...           NaN      29200.0   
 12424         0.096           0.000  ...           NaN          NaN   
 12425        -0.526           0.000  ...           NaN          NaN   
 12426        -1.586           0.000  ...           NaN          NaN   
 12427         0.138           0.000  ...           NaN     105900.0   
 12428        -0.301           0.000  ...           NaN          NaN   
 12429        -0.634           1.000  ...           NaN     165334.0   
 12430        -1.977           0.000  ...           NaN          0.0   
 12431        -0.261           0.000  ...           NaN      28900.0   
 12432        -1.144           1.000  ...           NaN       3000.0   
 12433        -1.151           0.000  ...           NaN          NaN   
 12434         0.087           0.000  ...           NaN     720950.0   
 12435        -0.445           0.000  ...           NaN     387400.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.530809e+10  0.188679   16.865111   10.976185   
 1             NaN     6.184861e+09  0.000000   20.602501   14.185477   
 2             NaN     7.112769e+10  2.103004   26.024283   21.436482   
 3             NaN     3.040293e+10  2.243494   27.520299   24.933030   
 4             NaN     5.872183e+10  2.167256   30.077249   25.599799   
 5             NaN     1.802474e+11  0.392275   18.299683   14.189351   
 6             NaN     1.732155e+10  4.679803   26.467827   17.535665   
 7             NaN     8.191296e+10  0.000000   27.639978   22.025658   
 8             NaN     1.822219e+10  0.087623   24.543432   16.968697   
 9             NaN     4.192528e+10  1.670463   25.950175   22.925704   
 10            NaN     4.049753e+10  0.000000   41.013410   32.221025   
 11            NaN     2.452703e+10  1.413784   24.042611   19.594476   
 12            NaN     6.385154e+09  2.641914   19.986833   14.899591   
 13            NaN     1.552856e+10  1.244629   25.730818   23.044624   
 14            NaN     1.080513e+10  1.458435   15.073117   10.227082   
 15            NaN     3.429498e+10  1.613669   29.711010   25.678571   
 16            NaN     3.429498e+10  1.613669   33.110748   29.070023   
 17            NaN     2.708155e+10  0.196207   17.885538   14.415822   
 18            NaN     2.824220e+10  1.782703   26.750295   23.307450   
 19            NaN     9.196757e+10  3.380021   27.804456   23.982586   
 20            NaN     1.846286e+11  0.000000   33.839182   29.542332   
 21            NaN     1.231839e+11  1.733990   26.937095   23.593008   
 22            NaN     1.553720e+10  0.000000   35.219814   29.657531   
 23            NaN     9.206279e+10  0.000000   29.267639   25.749746   
 24            NaN     4.509435e+10  3.050774   21.490794   17.185032   
 25            NaN     3.420144e+10  0.000000   28.672185   24.346676   
 26            NaN     7.673011e+09  1.947799   13.128836    9.277840   
 27            NaN     7.673011e+09  1.947799   38.901577   35.706619   
 28            NaN     7.148807e+10  2.398082   24.988352   21.646245   
 29            NaN     3.231079e+11  2.582311   27.016272   23.760122   
 ...           ...              ...       ...         ...         ...   
 12406         NaN     5.056250e+06       NaN   23.157538   15.096264   
 12407     2216.35     6.090515e+06  0.000000   93.123110   90.560166   
 12408         NaN     3.012930e+06       NaN   81.857251   78.247854   
 12409         NaN     3.678000e+05  0.000000  108.449907  104.815127   
 12410     3571.73     4.977630e+06  0.000000   91.134275   87.361599   
 12411         NaN     2.886720e+07       NaN   92.511257   89.049130   
 12412      181.44     6.832300e+04       NaN   88.210163   83.992754   
 12413         NaN     2.270100e+06       NaN   97.841840   94.279833   
 12414    78647.75     9.672750e+06  0.000000  133.721399  131.365667   
 12415         NaN     5.030700e+01  0.000000   49.146086   39.387862   
 12416    68747.78     2.516850e+07  0.000000   87.455555   84.651287   
 12417    12111.39     3.100469e+06  0.000000  143.001429  140.622403   
 12418    11575.75     4.335320e+07  0.000000   30.095459   25.101032   
 12419    13652.76     6.264510e+06       NaN   85.595780   82.676010   
 12420         NaN     7.414000e+04       NaN   44.721273   36.577184   
 12421     2296.21     2.224400e+06  0.000000  142.515148  140.140177   
 12422         NaN     1.550796e+07  0.000000   80.948378   76.695618   
 12423  1240151.50     2.888016e+10  4.714286   25.774317   22.570717   
 12424         NaN     1.352860e+06  0.000000   53.782366   44.454462   
 12425         NaN     7.609700e+05       NaN  103.404464   99.953285   
 12426         NaN     1.251480e+06  0.000000   37.263357   29.642237   
 12427     2155.79     3.454800e+05       NaN  100.878278   97.556729   
 12428         NaN     3.081600e+06       NaN  114.429266  111.305533   
 12429     1970.79     8.207500e+05  0.000000  115.465381  112.830548   
 12430         NaN     7.998122e+06  0.000000   75.891978   71.862792   
 12431    27785.64     3.879800e+07  0.000000   68.686552   64.186647   
 12432      234.91     2.287670e+06       NaN   94.730101   91.601820   
 12433         NaN     8.280000e+04       NaN   47.562738   41.545114   
 12434     4534.14     1.930267e+06  0.000000  150.645698  147.895430   
 12435  3220763.20     7.785615e+08  0.620877   42.132189   30.579451   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000193  0.135755  20040108  
 1      0.000016  0.125488  20040108  
 2      0.049003  0.181151  20040108  
 3      0.070698  0.375757  20040108  
 4      0.088809  0.383544  20040108  
 5      0.057645  0.299031  20040108  
 6     -0.017740  0.037508  20040108  
 7      0.134851  0.218938  20040108  
 8      0.000016  0.283563  20040108  
 9     -0.011996  0.181208  20040108  
 10    -0.074682  0.518383  20040108  
 11     0.497992  0.859294  20040108  
 12     0.246386  0.634008  20040108  
 13     0.434635  0.551762  20040108  
 14     0.000016  0.055917  20040108  
 15    -0.124423  0.130748  20040108  
 16     0.459369  0.708667  20040108  
 17     0.105896  0.185064  20040108  
 18     0.052835  0.352802  20040108  
 19     0.073281  0.260801  20040108  
 20     0.164673  0.424136  20040108  
 21    -0.211863  0.008298  20040108  
 22     0.912005  1.037231  20040108  
 23     0.098640  0.493007  20040108  
 24     0.005828  0.346588  20040108  
 25     0.460730  0.790393  20040108  
 26     0.015968  0.250370  20040108  
 27     0.404072  0.831966  20040108  
 28     0.344677  0.555921  20040108  
 29    -0.001568  0.304163  20040108  
 ...         ...       ...       ...  
 12406  0.000016 -0.006338  20040108  
 12407  0.330159  0.577376  20040108  
 12408  0.731920  1.026596  20040108  
 12409  0.908586  1.183079  20040108  
 12410  0.753125  1.051744  20040108  
 12411  0.802700  1.087852  20040108  
 12412  1.016518  1.340607  20040108  
 12413  1.089884  1.245976  20040108  
 12414  0.564671  0.826027  20040108  
 12415  1.093686  1.389975  20040108  
 12416  0.557963  0.852682  20040108  
 12417  0.683475  0.960408  20040108  
 12418  0.367260  0.252937  20040108  
 12419  0.331172  0.639329  20040108  
 12420  0.834400  1.117745  20040108  
 12421  0.678166  1.010804  20040108  
 12422  0.631148  0.984656  20040108  
 12423  0.289634  0.381888  20040108  
 12424  1.055185  1.239938  20040108  
 12425  0.763377  1.106676  20040108  
 12426  0.265640  0.671941  20040108  
 12427  1.075239  1.286043  20040108  
 12428  0.868781  1.149784  20040108  
 12429  0.712896  0.994533  20040108  
 12430  0.082068  0.337816  20040108  
 12431  0.887761  1.062125  20040108  
 12432  0.473247  0.864024  20040108  
 12433  0.469882  0.845318  20040108  
 12434  1.051140  1.297497  20040108  
 12435  0.801228  0.973094  20040108  
 
 [12436 rows x 92 columns],
 '20040109':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.097            0.000               0.0   
 1      USA0011             0.203            0.000               0.0   
 2      USA0031             0.365            0.000               0.0   
 3      USA0062             0.296            0.431               0.0   
 4      USA00E2            -2.033            0.000               0.0   
 5      USA00F1             0.395            0.000               0.0   
 6      USA00G2            -1.421            0.000               0.0   
 7      USA00H1             0.444            0.000               0.0   
 8      USA00I1             0.908            0.000               0.0   
 9      USA00J1             2.766            0.000               0.0   
 10     USA00K1             1.416            0.000               0.0   
 11     USA00P1             0.287            0.000               0.0   
 12     USA00R1             0.382            0.000               0.0   
 13     USA00S1             0.194            0.000               0.0   
 14     USA00V1             0.137            0.000               0.0   
 15     USA0131             0.741            1.000               0.0   
 16     USA0161            -0.465            1.000               0.0   
 17     USA01I1            -0.010            0.000               0.0   
 18     USA01J2             0.395            0.000               0.0   
 19     USA01L1             0.393            0.000               0.0   
 20     USA01P1             0.567            0.000               0.0   
 21     USA01Q1            -0.135            0.000               0.0   
 22     USA0202             0.130            0.000               0.0   
 23     USA0231             0.342            0.000               0.0   
 24     USA0281            -0.644            0.000               0.0   
 25     USA0291             0.041            0.000               0.0   
 26     USA02A1             0.122            0.000               0.0   
 27     USA02B1             0.128            0.000               0.0   
 28     USA02H1             0.289            0.000               0.0   
 29     USA02P1            -1.048            0.000               0.0   
 ...        ...               ...              ...               ...   
 12406  USAZY41            -0.508            0.000               0.0   
 12407  USAZY51            -0.185            0.000               0.0   
 12408  USAZY61             0.221            0.000               0.0   
 12409  USAZY71            -0.873            0.000               0.0   
 12410  USAZYI1            -0.641            0.000               0.0   
 12411  USAZYJ1            -0.057            0.000               0.0   
 12412  USAZYK1            -0.716            0.000               0.0   
 12413  USAZYM1            -0.672            0.000               0.0   
 12414  USAZYR1             2.415            0.000               0.0   
 12415  USAZYS1            -0.446            0.000               0.0   
 12416  USAZYT1             1.198            0.000               0.0   
 12417  USAZYV1            -0.408            0.000               0.0   
 12418  USAZYX1            -0.318            0.000               0.0   
 12419  USAZZ41             2.677            0.000               0.0   
 12420  USAZZ51            -0.321            0.000               0.0   
 12421  USAZZ61            -2.763            0.000               0.0   
 12422  USAZZ71             0.128            0.000               0.0   
 12423  USAZZ81            -0.432            0.000               0.0   
 12424  USAZZ91            -0.113            0.000               0.0   
 12425  USAZZA1            -0.301            0.000               0.0   
 12426  USAZZB1            -0.296            0.000               0.0   
 12427  USAZZD1            -0.715            0.000               0.0   
 12428  USAZZF1             2.766            0.000               0.0   
 12429  USAZZI1             2.766            0.000               0.0   
 12430  USAZZJ1             1.686            0.000               0.0   
 12431  USAZZL1            -1.756            0.000               0.0   
 12432  USAZZP1            -0.483            0.000               0.0   
 12433  USAZZR1            -0.124            0.000               0.0   
 12434  USAZZX1            -2.763            0.000               0.0   
 12435  USAZZY1            -0.814            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12406               0.0              0.0           0.0            0.0   
 12407               0.0              0.0           0.0            0.0   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 12431               0.0              0.0           0.0            0.0   
 12432               0.0              0.0           0.0            0.0   
 12433               0.0              0.0           0.0            0.0   
 12434               0.0              0.0           0.0            0.0   
 12435               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.149           0.000  ...           NaN          NaN   
 1            -2.149           0.000  ...           NaN          NaN   
 2            -2.042           0.000  ...           NaN          NaN   
 3            -1.991           0.000  ...           NaN          NaN   
 4            -2.173           0.000  ...           NaN      11400.0   
 5            -2.029           0.000  ...           NaN          NaN   
 6            -2.185           0.000  ...           NaN          NaN   
 7            -1.867           0.000  ...           NaN          NaN   
 8            -2.149           0.000  ...           NaN          NaN   
 9            -2.024           0.863  ...           NaN       9920.0   
 10           -2.306           0.000  ...           NaN          NaN   
 11           -1.083           0.000  ...           NaN          NaN   
 12           -1.626           0.000  ...           NaN          NaN   
 13           -1.231           0.000  ...           NaN      47670.0   
 14           -2.149           0.000  ...           NaN          NaN   
 15           -2.407           0.000  ...           NaN          NaN   
 16           -1.209           0.000  ...           NaN        220.0   
 17           -1.927           0.000  ...           NaN          NaN   
 18           -2.030           0.000  ...           NaN          NaN   
 19           -1.989           0.000  ...           NaN          NaN   
 20           -1.794           0.000  ...           NaN          NaN   
 21           -2.607           1.000  ...           NaN      24900.0   
 22           -0.213           0.000  ...           NaN          NaN   
 23           -1.938           0.000  ...           NaN          NaN   
 24           -2.139           0.000  ...           NaN          NaN   
 25           -1.170           0.000  ...           NaN          NaN   
 26           -2.115           0.000  ...           NaN          NaN   
 27           -1.298           0.000  ...           NaN          NaN   
 28           -1.420           0.000  ...           NaN          NaN   
 29           -2.227           0.000  ...           NaN      19575.0   
 ...             ...             ...  ...           ...          ...   
 12406        -2.149           0.000  ...           NaN          NaN   
 12407        -1.446           0.000  ...           NaN          NaN   
 12408        -0.599           0.000  ...           NaN       5000.0   
 12409        -0.221           0.000  ...           NaN      19000.0   
 12410        -0.548           0.000  ...           NaN          NaN   
 12411        -0.523           0.000  ...           NaN          NaN   
 12412         0.011           0.000  ...           NaN        200.0   
 12413         0.164           0.000  ...           NaN          NaN   
 12414        -0.879           0.000  ...           NaN     230153.0   
 12415         0.173           0.000  ...           NaN          NaN   
 12416        -0.937           0.000  ...           NaN      62300.0   
 12417        -0.703           0.000  ...           NaN      62200.0   
 12418        -1.380           0.000  ...           NaN       1500.0   
 12419        -1.393           0.000  ...           NaN      10350.0   
 12420        -0.372           0.000  ...           NaN          NaN   
 12421        -0.876           0.000  ...           NaN     345250.0   
 12422        -0.806           0.000  ...           NaN          NaN   
 12423        -1.544           1.000  ...           NaN      41600.0   
 12424         0.087           0.000  ...           NaN          NaN   
 12425        -0.534           0.000  ...           NaN          NaN   
 12426        -1.588           0.000  ...           NaN          NaN   
 12427         0.138           0.000  ...           NaN      25000.0   
 12428        -0.190           0.000  ...           NaN        800.0   
 12429        -0.532           1.000  ...           NaN       3000.0   
 12430        -1.947           0.000  ...           NaN          0.0   
 12431        -0.291           0.000  ...           NaN       8300.0   
 12432        -1.151           1.000  ...           NaN          NaN   
 12433        -1.146           0.000  ...           NaN          NaN   
 12434         0.030           0.000  ...           NaN     892000.0   
 12435        -0.622           0.000  ...           NaN     233500.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.466892e+10  0.188679   16.845054   10.860725   
 1             NaN     6.253031e+09  0.000000   20.448597   13.960780   
 2             NaN     7.020578e+10  2.103004   25.756482   21.137874   
 3             NaN     3.005030e+10  2.243494   27.332474   24.669326   
 4             NaN     5.812277e+10  2.167256   35.257128   31.311306   
 5             NaN     1.803517e+11  0.392275   18.266026   13.976645   
 6             NaN     1.659654e+10  4.679803   27.097130   17.795893   
 7             NaN     8.131920e+10  0.000000   27.459603   21.717903   
 8             NaN     1.793202e+10  0.087623   24.524450   16.801351   
 9             NaN     4.146229e+10  1.670463   27.582186   24.291016   
 10            NaN     4.034785e+10  0.000000   40.814811   31.814391   
 11            NaN     2.396784e+10  1.413784   24.112267   19.288178   
 12            NaN     6.274685e+09  2.641914   19.913466   14.646897   
 13            NaN     1.541282e+10  1.244629   25.563972   22.737701   
 14            NaN     1.069594e+10  1.458435   15.004390   10.069720   
 15            NaN     3.411894e+10  1.613669   29.457506   25.354988   
 16            NaN     3.411894e+10  1.613669   32.794616   28.709667   
 17            NaN     2.680921e+10  0.196207   17.716977   14.183200   
 18            NaN     2.775913e+10  1.782703   26.453975   22.943258   
 19            NaN     9.097362e+10  3.380021   27.588651   23.620559   
 20            NaN     1.842114e+11  0.000000   33.461579   29.105857   
 21            NaN     1.218813e+11  1.733990   26.670554   23.268754   
 22            NaN     1.552426e+10  0.000000   35.001833   29.211672   
 23            NaN     9.116549e+10  0.000000   28.935605   25.357771   
 24            NaN     4.402827e+10  3.050774   21.779389   17.237770   
 25            NaN     3.388833e+10  0.000000   28.437824   23.967574   
 26            NaN     7.707393e+09  1.947799   13.229392    9.186961   
 27            NaN     7.707393e+09  1.947799   38.590161   35.162726   
 28            NaN     7.074796e+10  2.398082   24.850417   21.312055   
 29            NaN     3.185994e+11  2.582311   26.937149   23.633101   
 ...           ...              ...       ...         ...         ...   
 12406         NaN     5.056250e+06       NaN   23.164069   15.016630   
 12407         NaN     6.090515e+06  0.000000   91.119699   88.524166   
 12408     1505.11     3.012930e+06       NaN   82.380089   78.682644   
 12409      730.55     3.678000e+05  0.000000  107.604666  103.881395   
 12410         NaN     4.977630e+06  0.000000   89.942496   86.027442   
 12411         NaN     2.886720e+07       NaN   92.386252   88.884817   
 12412      180.70     6.832300e+04       NaN   88.542986   84.226621   
 12413         NaN     2.270100e+06       NaN   97.528553   93.822179   
 12414    75349.40     9.314500e+06  0.000000  132.519359  129.955062   
 12415         NaN     5.030700e+01  0.000000   48.964470   38.790245   
 12416    66829.87     2.467500e+07  0.000000   86.610692   83.574470   
 12417    11943.32     3.100469e+06  0.000000  141.384426  139.051170   
 12418    11731.55     4.335320e+07  0.000000   29.821599   24.749034   
 12419    12968.41     5.966200e+06       NaN   86.501718   83.736654   
 12420         NaN     7.414000e+04       NaN   44.495557   36.047104   
 12421     2349.81     2.780500e+06  0.000000  143.792547  141.433692   
 12422         NaN     1.550796e+07  0.000000   81.315227   76.977837   
 12423  1146369.55     2.953111e+10  4.714286   25.674342   22.369861   
 12424         NaN     1.352860e+06  0.000000   53.660585   44.219507   
 12425         NaN     7.609700e+05       NaN  102.060868   98.373966   
 12426         NaN     1.251480e+06  0.000000   37.181328   29.385900   
 12427     2146.51     3.454800e+05       NaN  100.413056   96.908955   
 12428     4121.10     2.670720e+06       NaN  116.732216  113.369741   
 12429     1972.48     7.504000e+05  0.000000  114.874330  111.960886   
 12430         NaN     7.907669e+06  0.000000   75.104629   71.060187   
 12431    28022.68     3.961480e+07  0.000000   68.148352   63.469150   
 12432         NaN     2.287670e+06       NaN   94.087291   91.024764   
 12433         NaN     8.280000e+04       NaN   47.120819   40.910283   
 12434     5116.60     2.031860e+06  0.000000  149.210307  146.353828   
 12435  3380088.70     8.249235e+08  0.620877   42.510456   30.513568   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000186  0.131165  20040109  
 1      0.000015  0.132966  20040109  
 2      0.050309  0.189145  20040109  
 3      0.074062  0.381655  20040109  
 4     -0.011542  0.254854  20040109  
 5      0.056163  0.302425  20040109  
 6     -0.017246 -0.001193  20040109  
 7      0.132284  0.221016  20040109  
 8      0.000015  0.296823  20040109  
 9      0.058730  0.311564  20040109  
 10    -0.073923  0.541555  20040109  
 11     0.500809  0.859960  20040109  
 12     0.245885  0.629859  20040109  
 13     0.431419  0.546595  20040109  
 14     0.000015  0.063722  20040109  
 15    -0.121373  0.146812  20040109  
 16     0.441577  0.680750  20040109  
 17     0.104290  0.180543  20040109  
 18     0.055725  0.371473  20040109  
 19     0.075045  0.265579  20040109  
 20     0.166742  0.413866  20040109  
 21    -0.215588  0.013285  20040109  
 22     0.909781  1.015968  20040109  
 23     0.098888  0.480328  20040109  
 24     0.004529  0.324842  20040109  
 25     0.460024  0.770462  20040109  
 26     0.015958  0.247397  20040109  
 27     0.399923  0.815298  20040109  
 28     0.342547  0.553522  20040109  
 29    -0.036814  0.248192  20040109  
 ...         ...       ...       ...  
 12406  0.000015 -0.007346  20040109  
 12407  0.330453  0.616523  20040109  
 12408  0.728313  1.012488  20040109  
 12409  0.905844  1.140868  20040109  
 12410  0.752273  1.085054  20040109  
 12411  0.764208  1.036578  20040109  
 12412  1.014811  1.302035  20040109  
 12413  1.086791  1.223021  20040109  
 12414  0.596548  0.910834  20040109  
 12415  1.091165  1.353653  20040109  
 12416  0.569345  0.899812  20040109  
 12417  0.679260  0.967548  20040109  
 12418  0.361116  0.241696  20040109  
 12419  0.355063  0.685419  20040109  
 12420  0.834827  1.095725  20040109  
 12421  0.598014  0.875784  20040109  
 12422  0.630876  0.968015  20040109  
 12423  0.284012  0.375474  20040109  
 12424  1.050476  1.190661  20040109  
 12425  0.758834  1.109170  20040109  
 12426  0.263298  0.638844  20040109  
 12427  1.074711  1.263231  20040109  
 12428  0.920524  1.223858  20040109  
 12429  0.759822  1.051476  20040109  
 12430  0.094847  0.352570  20040109  
 12431  0.872844  1.013799  20040109  
 12432  0.468983  0.783013  20040109  
 12433  0.471359  0.832959  20040109  
 12434  1.023785  1.202628  20040109  
 12435  0.717340  0.946750  20040109  
 
 [12436 rows x 92 columns],
 '20040112':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.548            0.000               0.0   
 1      USA0011            -0.634            0.000               0.0   
 2      USA0031            -0.496            0.000               0.0   
 3      USA0062            -0.394            0.431               0.0   
 4      USA00E2            -0.482            0.000               0.0   
 5      USA00F1            -0.455            0.000               0.0   
 6      USA00G2            -1.175            0.000               0.0   
 7      USA00H1            -0.677            0.000               0.0   
 8      USA00I1            -0.099            0.000               0.0   
 9      USA00J1             0.172            0.000               0.0   
 10     USA00K1            -0.459            0.000               0.0   
 11     USA00P1             0.392            0.000               0.0   
 12     USA00R1            -0.241            0.000               0.0   
 13     USA00S1             0.326            0.000               0.0   
 14     USA00V1            -0.534            0.000               0.0   
 15     USA0131            -0.928            1.000               0.0   
 16     USA0161             1.071            1.000               0.0   
 17     USA01I1            -0.121            0.000               0.0   
 18     USA01J2            -0.064            0.000               0.0   
 19     USA01L1             0.031            0.000               0.0   
 20     USA01P1             0.608            0.000               0.0   
 21     USA01Q1             0.094            0.000               0.0   
 22     USA0202             1.041            0.000               0.0   
 23     USA0231            -0.056            0.000               0.0   
 24     USA0281            -0.117            0.000               0.0   
 25     USA0291             0.495            0.000               0.0   
 26     USA02A1            -0.516            0.000               0.0   
 27     USA02B1            -0.766            0.000               0.0   
 28     USA02H1            -0.258            0.000               0.0   
 29     USA02P1            -0.340            0.000               0.0   
 ...        ...               ...              ...               ...   
 12406  USAZY41            -0.158            0.000               0.0   
 12407  USAZY51             0.804            0.000               0.0   
 12408  USAZY61             0.825            0.000               0.0   
 12409  USAZY71             1.212            0.000               0.0   
 12410  USAZYI1             1.188            0.000               0.0   
 12411  USAZYJ1             1.113            0.000               0.0   
 12412  USAZYK1             0.840            0.000               0.0   
 12413  USAZYM1             1.238            0.000               0.0   
 12414  USAZYR1            -2.092            0.000               0.0   
 12415  USAZYS1             1.538            0.000               0.0   
 12416  USAZYT1            -0.167            0.000               0.0   
 12417  USAZYV1             2.762            0.000               0.0   
 12418  USAZYX1             1.115            0.000               0.0   
 12419  USAZZ41             0.732            0.000               0.0   
 12420  USAZZ51             1.396            0.000               0.0   
 12421  USAZZ61             2.762            0.000               0.0   
 12422  USAZZ71             1.506            0.000               0.0   
 12423  USAZZ81             0.629            0.000               0.0   
 12424  USAZZ91             1.317            0.000               0.0   
 12425  USAZZA1             1.390            0.000               0.0   
 12426  USAZZB1             0.342            0.000               0.0   
 12427  USAZZD1             1.132            0.000               0.0   
 12428  USAZZF1             1.354            0.000               0.0   
 12429  USAZZI1             1.565            0.000               0.0   
 12430  USAZZJ1             0.809            0.000               0.0   
 12431  USAZZL1            -0.636            0.000               0.0   
 12432  USAZZP1             1.467            0.000               0.0   
 12433  USAZZR1             1.019            0.000               0.0   
 12434  USAZZX1             2.004            0.000               0.0   
 12435  USAZZY1            -2.719            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12406               0.0              0.0           0.0            0.0   
 12407               0.0              0.0           0.0            0.0   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 12431               0.0              0.0           0.0            0.0   
 12432               0.0              0.0           0.0            0.0   
 12433               0.0              0.0           0.0            0.0   
 12434               0.0              0.0           0.0            0.0   
 12435               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.143           0.000  ...           NaN          NaN   
 1            -2.143           0.000  ...           NaN          NaN   
 2            -2.038           0.000  ...           NaN          NaN   
 3            -1.992           0.000  ...           NaN          NaN   
 4            -2.171           0.000  ...           NaN          NaN   
 5            -2.024           0.000  ...           NaN          NaN   
 6            -2.147           0.000  ...           NaN      10200.0   
 7            -1.862           0.000  ...           NaN          NaN   
 8            -2.143           0.000  ...           NaN          NaN   
 9            -2.018           0.863  ...           NaN          NaN   
 10           -2.299           0.000  ...           NaN          NaN   
 11           -1.079           0.000  ...           NaN          NaN   
 12           -1.620           0.000  ...           NaN          NaN   
 13           -1.237           0.000  ...           NaN      76792.0   
 14           -2.143           0.000  ...           NaN          NaN   
 15           -2.402           0.000  ...           NaN          NaN   
 16           -1.243           0.000  ...           NaN        546.0   
 17           -1.921           0.000  ...           NaN          NaN   
 18           -2.028           0.000  ...           NaN          NaN   
 19           -1.986           0.000  ...           NaN          NaN   
 20           -1.795           0.000  ...           NaN          NaN   
 21           -2.600           1.000  ...           NaN          NaN   
 22           -0.221           0.000  ...           NaN          NaN   
 23           -1.935           0.000  ...           NaN          NaN   
 24           -2.134           0.000  ...           NaN          NaN   
 25           -1.173           0.000  ...           NaN          NaN   
 26           -2.109           0.000  ...           NaN          NaN   
 27           -1.283           0.000  ...           NaN        355.0   
 28           -1.423           0.000  ...           NaN          NaN   
 29           -2.222           0.000  ...           NaN      19575.0   
 ...             ...             ...  ...           ...          ...   
 12406        -2.143           0.000  ...           NaN          NaN   
 12407        -1.441           0.000  ...           NaN        400.0   
 12408        -0.599           0.000  ...           NaN          NaN   
 12409        -0.220           0.000  ...           NaN          NaN   
 12410        -0.552           0.000  ...           NaN          NaN   
 12411        -0.525           0.000  ...           NaN          NaN   
 12412         0.007           0.000  ...           NaN      14650.0   
 12413         0.156           0.000  ...           NaN          NaN   
 12414        -0.836           0.000  ...           NaN     949410.0   
 12415         0.171           0.000  ...           NaN          NaN   
 12416        -0.924           0.000  ...           NaN      28650.0   
 12417        -0.716           0.000  ...           NaN     203527.0   
 12418        -1.391           0.000  ...           NaN        700.0   
 12419        -1.389           0.000  ...           NaN      54100.0   
 12420        -0.371           0.000  ...           NaN          NaN   
 12421        -0.935           0.000  ...           NaN     168470.0   
 12422        -0.802           0.000  ...           NaN          NaN   
 12423        -1.547           1.000  ...           NaN      37100.0   
 12424         0.081           0.000  ...           NaN          NaN   
 12425        -0.529           0.000  ...           NaN          NaN   
 12426        -1.586           0.000  ...           NaN          NaN   
 12427         0.133           0.000  ...           NaN     361500.0   
 12428        -0.192           0.000  ...           NaN      12200.0   
 12429        -0.530           1.000  ...           NaN      30000.0   
 12430        -1.947           0.000  ...           NaN          0.0   
 12431        -0.275           0.000  ...           NaN       1150.0   
 12432        -1.145           1.000  ...           NaN          NaN   
 12433        -1.139           0.000  ...           NaN          NaN   
 12434         0.026           0.000  ...           NaN     310200.0   
 12435        -0.600           0.000  ...           NaN     158300.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.462897e+10  0.188679   17.037598   11.297422   
 1             NaN     6.246834e+09  0.000000   20.779731   14.438190   
 2             NaN     6.944012e+10  2.103004   26.088068   21.575832   
 3             NaN     3.011051e+10  2.243494   27.772181   25.180142   
 4             NaN     5.856208e+10  2.167256   35.954824   32.039433   
 5             NaN     1.839259e+11  0.392275   18.495078   14.294965   
 6             NaN     1.656501e+10  4.679803   27.484071   18.715701   
 7             NaN     8.135793e+10  0.000000   27.847418   22.295888   
 8             NaN     1.847196e+10  0.087623   24.572756   17.145807   
 9             NaN     4.201623e+10  1.670463   27.766524   24.830266   
 10            NaN     4.091332e+10  0.000000   41.166813   32.550737   
 11            NaN     2.389646e+10  1.413784   24.551635   19.807904   
 12            NaN     6.274685e+09  2.641914   20.112243   14.975931   
 13            NaN     1.523094e+10  1.244629   25.996474   23.235943   
 14            NaN     1.075180e+10  1.458435   15.208232   10.425784   
 15            NaN     3.393490e+10  1.613669   30.083361   26.037240   
 16            NaN     3.393490e+10  1.613669   33.467537   29.417498   
 17            NaN     2.641634e+10  0.196207   17.984830   14.498280   
 18            NaN     2.844922e+10  1.782703   26.786760   23.431144   
 19            NaN     9.052473e+10  3.380021   27.803774   24.132262   
 20            NaN     1.879665e+11  0.000000   34.051243   29.867614   
 21            NaN     1.229136e+11  1.733990   27.101866   23.809452   
 22            NaN     1.567950e+10  0.000000   35.638877   29.968824   
 23            NaN     9.116549e+10  0.000000   29.330317   25.915514   
 24            NaN     4.412790e+10  3.050774   21.992679   17.600509   
 25            NaN     3.468315e+10  0.000000   28.906383   24.576015   
 26            NaN     7.544077e+09  1.947799   13.395966    9.496011   
 27            NaN     7.544077e+09  1.947799   39.340627   36.041156   
 28            NaN     7.034870e+10  2.398082   25.212617   21.786087   
 29            NaN     3.215049e+11  2.582311   27.388552   24.228812   
 ...           ...              ...       ...         ...         ...   
 12406         NaN     5.056250e+06       NaN   23.230423   15.350698   
 12407     2036.04     6.090515e+06  0.000000   93.346800   90.772454   
 12408         NaN     3.012930e+06       NaN   84.069645   80.583965   
 12409         NaN     3.678000e+05  0.000000  109.739659  106.039732   
 12410         NaN     4.977630e+06  0.000000   92.301708   88.505871   
 12411         NaN     2.886720e+07       NaN   94.618366   91.085544   
 12412      135.04     6.832300e+04       NaN   90.405666   86.138632   
 12413         NaN     2.270100e+06       NaN   99.523889   95.805463   
 12414    83252.97     1.021012e+07  0.000000  135.432642  132.971699   
 12415         NaN     5.030700e+01  0.000000   49.798521   39.821143   
 12416    66703.81     2.516850e+07  0.000000   88.215946   85.335522   
 12417    10003.07     2.965666e+06  0.000000  144.632248  142.242182   
 12418    11651.32     4.309360e+07  0.000000   30.490504   25.550178   
 12419    12478.33     5.966200e+06       NaN   87.426627   84.723760   
 12420         NaN     7.414000e+04       NaN   45.309490   36.994924   
 12421     2430.63     2.224400e+06  0.000000  148.441872  146.349273   
 12422         NaN     1.550796e+07  0.000000   83.833608   79.550583   
 12423  1140586.00     2.929769e+10  4.714286   26.113178   22.887715   
 12424         NaN     1.352860e+06  0.000000   54.092584   44.698702   
 12425         NaN     7.609700e+05       NaN  104.475734  101.006652   
 12426         NaN     1.251480e+06  0.000000   37.491972   29.998081   
 12427     2185.83     3.454800e+05       NaN  102.334969   98.889631   
 12428     4300.01     2.670720e+06       NaN  117.871321  114.660280   
 12429     2111.93     7.504000e+05  0.000000  117.010481  114.310448   
 12430         NaN     7.900045e+06  0.000000   76.477357   72.663221   
 12431    29407.10     4.084000e+07  0.000000   69.377656   64.815524   
 12432         NaN     2.287670e+06       NaN   96.113703   93.062909   
 12433         NaN     8.280000e+04       NaN   47.979149   41.912033   
 12434     4416.75     2.031860e+06  0.000000  152.353838  149.545530   
 12435  3631613.16     8.441078e+08  0.620877   43.974955   32.091532   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000187  0.112335  20040112  
 1      0.000016  0.109956  20040112  
 2      0.049412  0.166391  20040112  
 3      0.071230  0.366559  20040112  
 4     -0.013384  0.219782  20040112  
 5      0.056042  0.282895  20040112  
 6     -0.001979  0.008997  20040112  
 7      0.132491  0.194084  20040112  
 8      0.000016  0.278352  20040112  
 9      0.058847  0.286638  20040112  
 10    -0.073822  0.510985  20040112  
 11     0.501957  0.864607  20040112  
 12     0.246930  0.615378  20040112  
 13     0.427590  0.542876  20040112  
 14     0.000016  0.047726  20040112  
 15    -0.122453  0.109803  20040112  
 16     0.424543  0.688642  20040112  
 17     0.104589  0.171720  20040112  
 18     0.054231  0.366233  20040112  
 19     0.073907  0.275223  20040112  
 20     0.164401  0.412932  20040112  
 21    -0.215689  0.016911  20040112  
 22     0.907333  1.015526  20040112  
 23     0.098081  0.468344  20040112  
 24     0.004401  0.323176  20040112  
 25     0.457680  0.770474  20040112  
 26     0.015857  0.245042  20040112  
 27     0.405650  0.806758  20040112  
 28     0.339688  0.533033  20040112  
 29    -0.037295  0.243760  20040112  
 ...         ...       ...       ...  
 12406  0.000016 -0.003667  20040112  
 12407  0.331323  0.626312  20040112  
 12408  0.728605  1.034223  20040112  
 12409  0.907491  1.182425  20040112  
 12410  0.751063  1.107737  20040112  
 12411  0.763693  1.054054  20040112  
 12412  1.014960  1.333353  20040112  
 12413  1.085144  1.267572  20040112  
 12414  0.617034  0.856134  20040112  
 12415  1.092353  1.384950  20040112  
 12416  0.575297  0.877206  20040112  
 12417  0.673748  1.039517  20040112  
 12418  0.354863  0.269232  20040112  
 12419  0.355683  0.676743  20040112  
 12420  0.836337  1.123871  20040112  
 12421  0.570191  0.848531  20040112  
 12422  0.632849  0.996731  20040112  
 12423  0.281096  0.390514  20040112  
 12424  1.049866  1.220176  20040112  
 12425  0.761862  1.103780  20040112  
 12426  0.262722  0.641818  20040112  
 12427  1.074386  1.291436  20040112  
 12428  0.921045  1.211927  20040112  
 12429  0.761304  1.010307  20040112  
 12430  0.092543  0.352175  20040112  
 12431  0.881701  1.034961  20040112  
 12432  0.471028  0.830351  20040112  
 12433  0.473853  0.851149  20040112  
 12434  1.023925  1.266802  20040112  
 12435  0.728170  0.895539  20040112  
 
 [12436 rows x 92 columns],
 '20040113':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.074            0.000               0.0   
 1      USA0011            -0.059            0.000               0.0   
 2      USA0031             0.193            0.000               0.0   
 3      USA0062             0.334            0.431               0.0   
 4      USA00E2             0.433            0.000               0.0   
 5      USA00F1             0.186            0.000               0.0   
 6      USA00G2            -0.225            0.000               0.0   
 7      USA00H1             0.028            0.000               0.0   
 8      USA00I1            -0.840            0.000               0.0   
 9      USA00J1             0.004            0.000               0.0   
 10     USA00K1            -0.957            0.000               0.0   
 11     USA00P1            -0.143            0.000               0.0   
 12     USA00R1             0.041            0.000               0.0   
 13     USA00S1             0.632            0.000               0.0   
 14     USA00V1             0.296            0.000               0.0   
 15     USA0131             0.487            1.000               0.0   
 16     USA0161             0.098            1.000               0.0   
 17     USA01I1             0.096            0.000               0.0   
 18     USA01J2             0.678            0.000               0.0   
 19     USA01L1             0.317            0.000               0.0   
 20     USA01P1             0.192            0.000               0.0   
 21     USA01Q1             0.138            0.000               0.0   
 22     USA0202            -0.209            0.000               0.0   
 23     USA0231             0.281            0.000               0.0   
 24     USA0281             0.139            0.000               0.0   
 25     USA0291             0.015            0.000               0.0   
 26     USA02A1             0.169            0.000               0.0   
 27     USA02B1             0.152            0.000               0.0   
 28     USA02H1            -0.397            0.000               0.0   
 29     USA02P1             0.082            0.000               0.0   
 ...        ...               ...              ...               ...   
 12405  USAZY41             0.872            0.000               0.0   
 12406  USAZY51             0.968            0.000               0.0   
 12407  USAZY61             0.461            0.000               0.0   
 12408  USAZY71             0.162            0.000               0.0   
 12409  USAZYI1            -2.373            0.000               0.0   
 12410  USAZYJ1             0.714            0.000               0.0   
 12411  USAZYK1             0.290            0.000               0.0   
 12412  USAZYM1             2.780            0.000               0.0   
 12413  USAZYR1             1.342            0.000               0.0   
 12414  USAZYS1            -0.450            0.000               0.0   
 12415  USAZYT1            -2.366            0.000               0.0   
 12416  USAZYV1            -2.596            0.000               0.0   
 12417  USAZYX1             0.631            0.000               0.0   
 12418  USAZZ41             2.780            0.000               0.0   
 12419  USAZZ51            -0.247            0.000               0.0   
 12420  USAZZ61             0.281            0.000               0.0   
 12421  USAZZ71             0.161            0.000               0.0   
 12422  USAZZ81            -0.454            0.000               0.0   
 12423  USAZZ91             0.056            0.000               0.0   
 12424  USAZZA1            -0.130            0.000               0.0   
 12425  USAZZB1             0.436            0.000               0.0   
 12426  USAZZD1             0.266            0.000               0.0   
 12427  USAZZF1             0.305            0.000               0.0   
 12428  USAZZI1            -0.082            0.000               0.0   
 12429  USAZZJ1            -2.245            0.000               0.0   
 12430  USAZZL1             2.780            0.000               0.0   
 12431  USAZZP1             0.244            0.000               0.0   
 12432  USAZZR1             0.150            0.000               0.0   
 12433  USAZZX1            -1.758            0.000               0.0   
 12434  USAZZY1            -0.042            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12405               0.0              0.0           0.0            0.0   
 12406               0.0              0.0           0.0            0.0   
 12407               0.0              0.0           0.0            0.0   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 12431               0.0              0.0           0.0            0.0   
 12432               0.0              0.0           0.0            0.0   
 12433               0.0              0.0           0.0            0.0   
 12434               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.134           0.000  ...           NaN          NaN   
 1            -2.134           0.000  ...           NaN          NaN   
 2            -2.027           0.000  ...           NaN          NaN   
 3            -1.978           0.000  ...           NaN          NaN   
 4            -2.151           0.000  ...           NaN          NaN   
 5            -2.015           0.000  ...           NaN          NaN   
 6            -2.137           0.000  ...           NaN          NaN   
 7            -1.857           0.000  ...           NaN          NaN   
 8            -2.134           0.000  ...           NaN          NaN   
 9            -2.010           0.863  ...           NaN          NaN   
 10           -2.285           0.000  ...           NaN          NaN   
 11           -1.064           0.000  ...           NaN          NaN   
 12           -1.613           0.000  ...           NaN          NaN   
 13           -1.205           0.000  ...           NaN      32400.0   
 14           -2.134           0.000  ...           NaN          NaN   
 15           -2.387           0.000  ...           NaN          NaN   
 16           -1.248           0.000  ...           NaN       1160.0   
 17           -1.915           0.000  ...           NaN          NaN   
 18           -2.015           0.000  ...           NaN          NaN   
 19           -1.974           0.000  ...           NaN          NaN   
 20           -1.782           0.000  ...           NaN          NaN   
 21           -2.583           1.000  ...           NaN          NaN   
 22           -0.219           0.000  ...           NaN          NaN   
 23           -1.925           0.000  ...           NaN          NaN   
 24           -2.124           0.000  ...           NaN          NaN   
 25           -1.167           0.000  ...           NaN          NaN   
 26           -2.100           0.000  ...           NaN          NaN   
 27           -1.284           0.000  ...           NaN         30.0   
 28           -1.417           0.000  ...           NaN          NaN   
 29           -2.209           0.000  ...           NaN      19575.0   
 ...             ...             ...  ...           ...          ...   
 12405        -2.134           0.000  ...           NaN          NaN   
 12406        -1.428           0.000  ...           NaN          NaN   
 12407        -0.595           0.000  ...           NaN          NaN   
 12408        -0.217           0.000  ...           NaN      11775.0   
 12409        -0.664           0.000  ...           NaN      10900.0   
 12410        -0.518           0.000  ...           NaN          NaN   
 12411         0.009           0.000  ...           NaN        200.0   
 12412         0.211           0.000  ...           NaN      15000.0   
 12413        -0.810           0.000  ...           NaN     160968.0   
 12414         0.172           0.000  ...           NaN          NaN   
 12415        -0.968           0.000  ...           NaN      47830.0   
 12416        -0.734           0.000  ...           NaN     864700.0   
 12417        -1.381           0.000  ...           NaN        200.0   
 12418        -1.337           0.000  ...           NaN      22000.0   
 12419        -0.357           0.000  ...           NaN          NaN   
 12420        -0.927           0.000  ...           NaN      43175.0   
 12421        -0.787           0.000  ...           NaN      10000.0   
 12422        -1.547           1.000  ...           NaN     280500.0   
 12423         0.078           0.000  ...           NaN          NaN   
 12424        -0.521           0.000  ...           NaN          NaN   
 12425        -1.580           0.000  ...           NaN          NaN   
 12426         0.133           0.000  ...           NaN      43000.0   
 12427        -0.188           0.000  ...           NaN       5000.0   
 12428        -0.525           1.000  ...           NaN          NaN   
 12429        -2.000           0.000  ...           NaN          0.0   
 12430        -0.208           0.000  ...           NaN       4000.0   
 12431        -1.139           1.000  ...           NaN          NaN   
 12432        -1.119           0.000  ...           NaN          NaN   
 12433        -0.021           0.000  ...           NaN       6000.0   
 12434        -0.582           0.000  ...           NaN      73900.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.454908e+10  0.188679   16.889160   11.288722   
 1             NaN     6.172467e+09  0.000000   20.530716   14.431458   
 2             NaN     6.942450e+10  2.103004   25.916141   21.553871   
 3             NaN     3.014491e+10  2.243494   27.736333   25.134165   
 4             NaN     5.882834e+10  2.167256   35.766029   32.019916   
 5             NaN     1.812909e+11  0.392275   18.445600   14.280622   
 6             NaN     1.658866e+10  4.679803   27.129804   18.704559   
 7             NaN     8.226147e+10  0.000000   27.708322   22.295142   
 8             NaN     1.839850e+10  0.087623   24.991670   17.635335   
 9             NaN     4.197489e+10  1.670463   27.569349   24.698795   
 10            NaN     3.966596e+10  0.000000   41.350136   32.871165   
 11            NaN     2.385482e+10  1.413784   24.817149   19.815786   
 12            NaN     6.241544e+09  2.641914   20.209484   14.997062   
 13            NaN     1.535140e+10  1.244629   26.167916   23.243786   
 14            NaN     1.071117e+10  1.458435   15.083302   10.440854   
 15            NaN     3.379888e+10  1.613669   29.865275   25.995683   
 16            NaN     3.379888e+10  1.613669   33.489446   29.410463   
 17            NaN     2.639848e+10  0.196207   17.913508   14.528593   
 18            NaN     2.846648e+10  1.782703   26.819433   23.440135   
 19            NaN     9.052473e+10  3.380021   27.742225   24.123676   
 20            NaN     1.872016e+11  0.000000   33.926505   29.864859   
 21            NaN     1.221762e+11  1.733990   26.953125   23.780964   
 22            NaN     1.561482e+10  0.000000   35.685220   29.979111   
 23            NaN     9.047329e+10  0.000000   29.321343   25.917204   
 24            NaN     4.362973e+10  3.050774   21.940021   17.608940   
 25            NaN     3.523712e+10  0.000000   28.918883   24.571197   
 26            NaN     7.552672e+09  1.947799   13.349774    9.502233   
 27            NaN     7.552672e+09  1.947799   39.364423   36.029522   
 28            NaN     6.946252e+10  2.398082   25.323906   21.864365   
 29            NaN     3.166958e+11  2.582311   27.329622   24.235286   
 ...           ...              ...       ...         ...         ...   
 12405         NaN     5.056250e+06       NaN   23.137608   15.526567   
 12406         NaN     6.090515e+06  0.000000   93.593897   91.033516   
 12407         NaN     3.012930e+06       NaN   84.027229   80.480820   
 12408      475.71     3.678000e+05  0.000000  110.271646  106.582830   
 12409     3418.32     6.320800e+06  0.000000   94.244082   90.628986   
 12410         NaN     2.886720e+07       NaN   94.739825   91.168312   
 12411      128.91     6.832300e+04       NaN   90.365493   85.997316   
 12412      231.55     1.967420e+06       NaN  100.387877   96.358194   
 12413    81517.42     1.003100e+07  0.000000  135.978084  133.518683   
 12414         NaN     5.030700e+01  0.000000   49.996084   39.894363   
 12415    64845.83     2.664900e+07  0.000000   88.707308   85.876816   
 12416    10478.52     3.100469e+06  0.000000  145.379085  142.983208   
 12417    11276.00     4.304168e+07  0.000000   30.630707   25.885070   
 12418    12101.13     5.667890e+06       NaN   87.723830   84.862398   
 12419         NaN     7.414000e+04       NaN   45.372334   36.939803   
 12420     2327.99     2.224400e+06  0.000000  149.208659  147.018790   
 12421     1413.02     1.550796e+07  0.000000   84.058323   79.831219   
 12422  1552080.10     2.932006e+10  4.714286   26.022462   22.882635   
 12423         NaN     1.352860e+06  0.000000   54.045259   44.770698   
 12424         NaN     7.609700e+05       NaN  104.886179  101.334875   
 12425         NaN     1.251480e+06  0.000000   37.350486   29.965066   
 12426     2094.30     3.454800e+05       NaN  102.062955   98.497717   
 12427     4134.10     2.670720e+06       NaN  118.529085  115.276843   
 12428         NaN     7.504000e+05  0.000000  117.238745  114.576488   
 12429         NaN     8.312660e+06  0.000000   76.691448   72.970772   
 12430    28924.95     3.838960e+07  0.000000   70.739720   65.825158   
 12431         NaN     2.287670e+06       NaN   95.884474   92.876614   
 12432         NaN     8.280000e+04       NaN   47.968531   41.851462   
 12433     4221.98     2.235046e+06  0.000000  153.180912  150.453943   
 12434  3559888.75     8.393117e+08  0.620877   43.882102   32.041512   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000184  0.124659  20040113  
 1      0.000014  0.123369  20040113  
 2      0.050534  0.180105  20040113  
 3      0.073674  0.381658  20040113  
 4     -0.008216  0.249560  20040113  
 5      0.056251  0.294368  20040113  
 6     -0.001476  0.024220  20040113  
 7      0.130987  0.195100  20040113  
 8      0.000014  0.266361  20040113  
 9      0.058567  0.286487  20040113  
 10    -0.071583  0.496180  20040113  
 11     0.506105  0.858150  20040113  
 12     0.246362  0.617774  20040113  
 13     0.439606  0.560412  20040113  
 14     0.000014  0.065025  20040113  
 15    -0.119953  0.135177  20040113  
 16     0.419067  0.672815  20040113  
 17     0.103594  0.176058  20040113  
 18     0.056253  0.385264  20040113  
 19     0.075323  0.283403  20040113  
 20     0.166538  0.407355  20040113  
 21    -0.212663  0.031813  20040113  
 22     0.906432  0.991589  20040113  
 23     0.098979  0.474768  20040113  
 24     0.004725  0.329415  20040113  
 25     0.457508  0.753675  20040113  
 26     0.015842  0.256624  20040113  
 27     0.402161  0.810699  20040113  
 28     0.339440  0.527905  20040113  
 29    -0.035625  0.256703  20040113  
 ...         ...       ...       ...  
 12405  0.000014  0.025450  20040113  
 12406  0.334188  0.634883  20040113  
 12407  0.728583  1.024884  20040113  
 12408  0.907402  1.159217  20040113  
 12409  0.695804  0.962833  20040113  
 12410  0.764608  1.058301  20040113  
 12411  1.014296  1.318402  20040113  
 12412  1.109757  1.319958  20040113  
 12413  0.626501  0.888223  20040113  
 12414  1.091565  1.346813  20040113  
 12415  0.551594  0.813581  20040113  
 12416  0.662673  0.948694  20040113  
 12417  0.356165  0.273347  20040113  
 12418  0.377129  0.745576  20040113  
 12419  0.840879  1.100195  20040113  
 12420  0.571201  0.910261  20040113  
 12421  0.637275  0.972132  20040113  
 12422  0.277740  0.370429  20040113  
 12423  1.046983  1.184936  20040113  
 12424  0.763183  1.089945  20040113  
 12425  0.262175  0.636405  20040113  
 12426  1.073081  1.282696  20040113  
 12427  0.921004  1.167532  20040113  
 12428  0.761519  0.981754  20040113  
 12429  0.063062  0.276019  20040113  
 12430  0.911326  1.130003  20040113  
 12431  0.470659  0.804557  20040113  
 12432  0.480171  0.843671  20040113  
 12433  1.000246  1.192583  20040113  
 12434  0.734431  0.932071  20040113  
 
 [12435 rows x 92 columns],
 '20040114':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.115            0.000               0.0   
 1      USA0011             0.190            0.000               0.0   
 2      USA0031            -0.005            0.000               0.0   
 3      USA0062             0.244            0.431               0.0   
 4      USA00E2            -0.058            0.000               0.0   
 5      USA00F1            -0.052            0.000               0.0   
 6      USA00G2            -0.017            0.000               0.0   
 7      USA00H1            -0.037            0.000               0.0   
 8      USA00I1            -2.889            0.000               0.0   
 9      USA00J1             0.004            0.000               0.0   
 10     USA00K1            -1.895            0.000               0.0   
 11     USA00P1             0.192            0.000               0.0   
 12     USA00R1             0.037            0.000               0.0   
 13     USA00S1            -1.125            0.000               0.0   
 14     USA00V1             0.238            0.000               0.0   
 15     USA0131             0.732            1.000               0.0   
 16     USA0161            -0.073            1.000               0.0   
 17     USA01I1             0.508            0.000               0.0   
 18     USA01J2             0.469            0.000               0.0   
 19     USA01L1            -0.126            0.000               0.0   
 20     USA01P1            -0.296            0.000               0.0   
 21     USA01Q1            -0.144            0.000               0.0   
 22     USA0202             0.390            0.000               0.0   
 23     USA0231            -0.413            0.000               0.0   
 24     USA0281            -0.153            0.000               0.0   
 25     USA0291            -0.134            0.000               0.0   
 26     USA02A1            -0.114            0.000               0.0   
 27     USA02B1             0.056            0.000               0.0   
 28     USA02H1             0.131            0.000               0.0   
 29     USA02P1            -0.183            0.000               0.0   
 ...        ...               ...              ...               ...   
 12405  USAZY41             0.057            0.000               0.0   
 12406  USAZY51             0.130            0.000               0.0   
 12407  USAZY61             0.573            0.000               0.0   
 12408  USAZY71             0.702            0.000               0.0   
 12409  USAZYI1            -2.813            0.000               0.0   
 12410  USAZYJ1             0.311            0.000               0.0   
 12411  USAZYK1             0.497            0.000               0.0   
 12412  USAZYM1             0.820            0.000               0.0   
 12413  USAZYR1             2.566            0.000               0.0   
 12414  USAZYS1             0.560            0.000               0.0   
 12415  USAZYT1             2.660            0.000               0.0   
 12416  USAZYV1            -2.328            0.000               0.0   
 12417  USAZYX1             0.271            0.000               0.0   
 12418  USAZZ41            -2.747            0.000               0.0   
 12419  USAZZ51             0.428            0.000               0.0   
 12420  USAZZ61            -2.889            0.000               0.0   
 12421  USAZZ71             0.053            0.000               0.0   
 12422  USAZZ81             0.378            0.000               0.0   
 12423  USAZZ91             0.314            0.000               0.0   
 12424  USAZZA1             0.232            0.000               0.0   
 12425  USAZZB1            -0.116            0.000               0.0   
 12426  USAZZD1             0.631            0.000               0.0   
 12427  USAZZF1             0.109            0.000               0.0   
 12428  USAZZI1             0.513            0.000               0.0   
 12429  USAZZJ1            -2.889            0.000               0.0   
 12430  USAZZL1             0.179            0.000               0.0   
 12431  USAZZP1             0.015            0.000               0.0   
 12432  USAZZR1             0.169            0.000               0.0   
 12433  USAZZX1             0.368            0.000               0.0   
 12434  USAZZY1             1.858            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12405               0.0              0.0           0.0            0.0   
 12406               0.0              0.0           0.0            0.0   
 12407               0.0              0.0           0.0            0.0   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 12431               0.0              0.0           0.0            0.0   
 12432               0.0              0.0           0.0            0.0   
 12433               0.0              0.0           0.0            0.0   
 12434               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.143           0.000  ...           NaN          NaN   
 1            -2.143           0.000  ...           NaN          NaN   
 2            -2.038           0.000  ...           NaN          NaN   
 3            -1.993           0.000  ...           NaN          NaN   
 4            -2.159           0.000  ...           NaN          NaN   
 5            -2.025           0.000  ...           NaN          NaN   
 6            -2.147           0.000  ...           NaN          NaN   
 7            -1.865           0.000  ...           NaN          NaN   
 8            -0.641           0.000  ...           NaN      28380.0   
 9            -2.017           0.863  ...           NaN          NaN   
 10           -2.292           0.000  ...           NaN          NaN   
 11           -1.069           0.000  ...           NaN          NaN   
 12           -1.616           0.000  ...           NaN          NaN   
 13           -1.157           0.000  ...           NaN      21947.0   
 14           -2.143           0.000  ...           NaN          NaN   
 15           -2.398           0.000  ...           NaN          NaN   
 16           -1.219           0.000  ...           NaN       1230.0   
 17           -1.924           0.000  ...           NaN          NaN   
 18           -2.043           0.000  ...           NaN        600.0   
 19           -1.987           0.000  ...           NaN          NaN   
 20           -1.795           0.000  ...           NaN          NaN   
 21           -2.592           1.000  ...           NaN          NaN   
 22           -0.231           0.000  ...           NaN          NaN   
 23           -1.932           0.000  ...           NaN          NaN   
 24           -2.133           0.000  ...           NaN          NaN   
 25           -1.180           0.000  ...           NaN          NaN   
 26           -2.109           0.000  ...           NaN          NaN   
 27           -1.289           0.000  ...           NaN         75.0   
 28           -1.424           0.000  ...           NaN          NaN   
 29           -2.219           0.000  ...           NaN      19575.0   
 ...             ...             ...  ...           ...          ...   
 12405        -2.143           0.000  ...           NaN          NaN   
 12406        -1.427           0.000  ...           NaN        125.0   
 12407        -0.590           0.000  ...           NaN          NaN   
 12408        -0.212           0.000  ...           NaN        950.0   
 12409        -0.627           0.000  ...           NaN      26529.0   
 12410        -0.519           0.000  ...           NaN          NaN   
 12411         0.008           0.000  ...           NaN       7700.0   
 12412         0.205           0.000  ...           NaN          NaN   
 12413        -0.847           0.000  ...           NaN     119600.0   
 12414         0.172           0.000  ...           NaN          NaN   
 12415        -1.045           0.000  ...           NaN     100701.0   
 12416        -0.705           0.000  ...           NaN      44000.0   
 12417        -1.397           0.000  ...           NaN          NaN   
 12418        -1.292           0.000  ...           NaN     156289.0   
 12419        -0.362           0.000  ...           NaN          NaN   
 12420        -0.766           0.000  ...           NaN     218705.0   
 12421        -0.786           0.000  ...           NaN          NaN   
 12422        -1.572           1.000  ...           NaN      32300.0   
 12423         0.073           0.000  ...           NaN          NaN   
 12424        -0.515           0.000  ...           NaN          NaN   
 12425        -1.585           0.000  ...           NaN          NaN   
 12426         0.130           0.000  ...           NaN    2103200.0   
 12427        -0.198           0.000  ...           NaN       5464.0   
 12428        -0.526           1.000  ...           NaN          NaN   
 12429        -1.796           0.000  ...           NaN          0.0   
 12430        -0.216           0.000  ...           NaN          NaN   
 12431        -1.139           1.000  ...           NaN          NaN   
 12432        -1.118           0.000  ...           NaN          NaN   
 12433        -0.023           0.000  ...           NaN      27900.0   
 12434        -0.630           0.000  ...           NaN      54700.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.462897e+10  0.188679   16.735692   11.158910   
 1             NaN     6.197256e+09  0.000000   20.310390   14.264110   
 2             NaN     6.953388e+10  2.103004   25.644384   21.308305   
 3             NaN     3.110817e+10  2.243494   27.375639   24.834764   
 4             NaN     5.868190e+10  2.167256   35.403337   31.686290   
 5             NaN     1.816040e+11  0.392275   18.194261   14.120902   
 6             NaN     1.684872e+10  4.679803   26.921283   18.500912   
 7             NaN     8.268743e+10  0.000000   27.429632   22.062373   
 8             NaN     1.862256e+10  0.087623   37.901143   29.324489   
 9             NaN     4.216505e+10  1.670463   27.099537   24.265624   
 10            NaN     3.895081e+10  0.000000   41.359550   32.772183   
 11            NaN     2.440211e+10  1.413784   24.217978   19.623555   
 12            NaN     6.363060e+09  2.641914   19.777390   14.822406   
 13            NaN     1.555691e+10  1.244629   25.939182   23.190129   
 14            NaN     1.080513e+10  1.458435   14.967051   10.354416   
 15            NaN     3.449502e+10  1.613669   29.887893   25.893940   
 16            NaN     3.449502e+10  1.613669   33.183445   29.149976   
 17            NaN     2.663064e+10  0.196207   17.884142   14.502620   
 18            NaN     2.888053e+10  1.782703   26.515266   23.251277   
 19            NaN     9.148663e+10  3.380021   27.425230   23.870690   
 20            NaN     1.908872e+11  0.000000   33.546318   29.596250   
 21            NaN     1.223974e+11  1.733990   26.672862   23.474433   
 22            NaN     1.589943e+10  0.000000   35.142139   29.791621   
 23            NaN     9.234480e+10  0.000000   28.922850   25.657259   
 24            NaN     4.431721e+10  3.050774   21.661299   17.404522   
 25            NaN     3.615237e+10  0.000000   28.294337   24.223502   
 26            NaN     7.524020e+09  1.947799   13.183117    9.410400   
 27            NaN     7.524020e+09  1.947799   38.702300   35.529327   
 28            NaN     7.080639e+10  2.398082   24.972866   21.639553   
 29            NaN     3.206032e+11  2.582311   26.894591   23.871121   
 ...           ...              ...       ...         ...         ...   
 12405         NaN     5.056250e+06       NaN   22.875333   15.345363   
 12406     1949.49     6.090515e+06  0.000000   92.247907   89.773011   
 12407         NaN     3.012930e+06       NaN   82.189584   78.804084   
 12408      276.54     3.678000e+05  0.000000  109.260104  105.758877   
 12409     4292.62     6.715850e+06  0.000000   96.878772   93.637102   
 12410         NaN     2.886720e+07       NaN   93.984344   90.603703   
 12411      126.64     6.832300e+04       NaN   87.956117   83.754550   
 12412         NaN     1.967420e+06       NaN   99.209644   95.596965   
 12413    79368.15     9.672750e+06  0.000000  134.184809  131.753313   
 12414         NaN     5.030700e+01  0.000000   49.236232   39.658811   
 12415    66101.65     2.467500e+07  0.000000   88.459950   85.698370   
 12416     9315.72     3.235272e+06  0.000000  143.225874  140.987560   
 12417         NaN     4.304168e+07  0.000000   30.355694   25.678065   
 12418    12538.59     5.966200e+06       NaN   87.808210   84.968926   
 12419         NaN     7.414000e+04       NaN   44.562136   36.508784   
 12420     2264.39     2.780500e+06  0.000000  149.486281  147.271383   
 12421         NaN     1.550796e+07  0.000000   82.432878   78.350627   
 12422  1523042.40     2.908594e+10  4.714286   25.762778   22.684424   
 12423         NaN     1.352860e+06  0.000000   53.419230   44.484108   
 12424         NaN     7.609700e+05       NaN  103.202847   99.772410   
 12425         NaN     1.251480e+06  0.000000   36.936520   29.651831   
 12426     2440.33     3.454800e+05       NaN   99.973947   96.546549   
 12427     3767.66     2.670720e+06       NaN  116.196501  113.079568   
 12428         NaN     7.504000e+05  0.000000  115.600082  113.021667   
 12429         NaN     9.345379e+06  0.000000   78.540308   74.744116   
 12430         NaN     3.838960e+07  0.000000   69.545072   64.999812   
 12431         NaN     2.287670e+06       NaN   93.980483   91.038353   
 12432         NaN     8.280000e+04       NaN   47.195921   41.257936   
 12433     3822.61     2.235046e+06  0.000000  150.817757  148.236652   
 12434  3551703.50     8.297196e+08  0.620877   43.913668   32.327122   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000184  0.119688  20040114  
 1      0.000016  0.126456  20040114  
 2      0.049270  0.172039  20040114  
 3      0.070361  0.373681  20040114  
 4     -0.007634  0.234844  20040114  
 5      0.055255  0.288267  20040114  
 6     -0.001943  0.021911  20040114  
 7      0.131038  0.190904  20040114  
 8      0.707828  1.115176  20040114  
 9      0.058982  0.280763  20040114  
 10    -0.070440  0.461843  20040114  
 11     0.506151  0.856007  20040114  
 12     0.248334  0.616442  20040114  
 13     0.464448  0.542572  20040114  
 14     0.000016  0.063967  20040114  
 15    -0.120261  0.139951  20040114  
 16     0.435427  0.676573  20040114  
 17     0.103275  0.185507  20040114  
 18     0.046867  0.373250  20040114  
 19     0.073365  0.269987  20040114  
 20     0.163881  0.390125  20040114  
 21    -0.211706  0.017544  20040114  
 22     0.901383  0.992041  20040114  
 23     0.099053  0.454211  20040114  
 24     0.004685  0.321062  20040114  
 25     0.453868  0.741541  20040114  
 26     0.015642  0.252257  20040114  
 27     0.402493  0.811020  20040114  
 28     0.338659  0.531242  20040114  
 29    -0.035902  0.245076  20040114  
 ...         ...       ...       ...  
 12405  0.000016  0.018228  20040114  
 12406  0.337563  0.612858  20040114  
 12407  0.731922  1.034675  20040114  
 12408  0.910374  1.156828  20040114  
 12409  0.714473  0.867188  20040114  
 12410  0.765337  1.055243  20040114  
 12411  1.013919  1.321172  20040114  
 12412  1.106948  1.273208  20040114  
 12413  0.610958  0.913940  20040114  
 12414  1.091073  1.361399  20040114  
 12415  0.517352  0.854597  20040114  
 12416  0.677705  0.926185  20040114  
 12417  0.351523  0.267927  20040114  
 12418  0.400829  0.676810  20040114  
 12419  0.839656  1.103816  20040114  
 12420  0.649166  0.906610  20040114  
 12421  0.639564  0.965436  20040114  
 12422  0.269036  0.367340  20040114  
 12423  1.044538  1.185552  20040114  
 12424  0.767125  1.095087  20040114  
 12425  0.262901  0.625932  20040114  
 12426  1.071534  1.293549  20040114  
 12427  0.916601  1.161393  20040114  
 12428  0.762366  0.990511  20040114  
 12429  0.163218  0.311639  20040114  
 12430  0.908179  1.120766  20040114  
 12431  0.472987  0.795555  20040114  
 12432  0.483058  0.841521  20040114  
 12433  0.999302  1.177782  20040114  
 12434  0.713102  0.962931  20040114  
 
 [12435 rows x 92 columns],
 '20040115':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.071            0.000               0.0   
 1      USA0011            -0.533            0.000               0.0   
 2      USA0031            -0.208            0.000               0.0   
 3      USA0062            -0.405            0.431               0.0   
 4      USA00E2            -0.089            0.000               0.0   
 5      USA00F1            -0.314            0.000               0.0   
 6      USA00G2            -0.188            0.000               0.0   
 7      USA00H1             0.182            0.000               0.0   
 8      USA00I1             0.437            0.000               0.0   
 9      USA00J1            -0.451            0.000               0.0   
 10     USA00K1             0.520            0.000               0.0   
 11     USA00P1            -0.237            0.000               0.0   
 12     USA00R1            -0.373            0.000               0.0   
 13     USA00S1            -0.437            0.000               0.0   
 14     USA00V1             0.398            0.000               0.0   
 15     USA0131            -0.340            1.000               0.0   
 16     USA0161            -1.204            1.000               0.0   
 17     USA01I1             0.100            0.000               0.0   
 18     USA01J2            -0.314            0.000               0.0   
 19     USA01L1            -1.349            0.000               0.0   
 20     USA01P1            -0.263            0.000               0.0   
 21     USA01Q1            -0.510            0.000               0.0   
 22     USA0202             0.009            0.000               0.0   
 23     USA0231            -0.366            0.000               0.0   
 24     USA0281            -0.485            0.000               0.0   
 25     USA0291            -0.312            0.000               0.0   
 26     USA02A1            -0.009            0.000               0.0   
 27     USA02B1             0.028            0.000               0.0   
 28     USA02H1             0.354            0.000               0.0   
 29     USA02P1            -0.139            0.000               0.0   
 ...        ...               ...              ...               ...   
 12405  USAZY41            -0.360            0.000               0.0   
 12406  USAZY51            -0.712            0.000               0.0   
 12407  USAZY61            -0.374            0.000               0.0   
 12408  USAZY71            -0.949            0.000               0.0   
 12409  USAZYI1             2.123            0.000               0.0   
 12410  USAZYJ1            -0.383            0.000               0.0   
 12411  USAZYK1            -0.509            0.000               0.0   
 12412  USAZYM1            -0.904            0.000               0.0   
 12413  USAZYR1            -2.002            0.000               0.0   
 12414  USAZYS1            -0.700            0.000               0.0   
 12415  USAZYT1            -2.874            0.000               0.0   
 12416  USAZYV1             2.040            0.000               0.0   
 12417  USAZYX1            -0.027            0.000               0.0   
 12418  USAZZ41             2.191            0.000               0.0   
 12419  USAZZ51            -0.760            0.000               0.0   
 12420  USAZZ61            -2.874            0.000               0.0   
 12421  USAZZ71            -0.605            0.000               0.0   
 12422  USAZZ81             0.343            0.000               0.0   
 12423  USAZZ91            -2.458            0.000               0.0   
 12424  USAZZA1            -0.847            0.000               0.0   
 12425  USAZZB1            -0.497            0.000               0.0   
 12426  USAZZD1            -0.680            0.000               0.0   
 12427  USAZZF1            -0.617            0.000               0.0   
 12428  USAZZI1            -2.874            0.000               0.0   
 12429  USAZZJ1             0.617            0.000               0.0   
 12430  USAZZL1            -1.098            0.000               0.0   
 12431  USAZZP1            -2.874            0.000               0.0   
 12432  USAZZR1            -2.874            0.000               0.0   
 12433  USAZZX1             2.361            0.000               0.0   
 12434  USAZZY1            -1.809            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12405               0.0              0.0           0.0            0.0   
 12406               0.0              0.0           0.0            0.0   
 12407               0.0              0.0           0.0            0.0   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 12431               0.0              0.0           0.0            0.0   
 12432               0.0              0.0           0.0            0.0   
 12433               0.0              0.0           0.0            0.0   
 12434               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.145           0.000  ...           NaN          NaN   
 1            -2.144           0.000  ...           NaN          NaN   
 2            -2.040           0.000  ...           NaN          NaN   
 3            -1.996           0.000  ...           NaN          NaN   
 4            -2.164           0.000  ...           NaN          NaN   
 5            -2.037           0.000  ...           NaN          NaN   
 6            -2.149           0.000  ...           NaN          NaN   
 7            -1.866           0.000  ...           NaN          NaN   
 8            -0.643           0.000  ...           NaN          NaN   
 9            -2.019           0.863  ...           NaN          NaN   
 10           -2.296           0.000  ...           NaN          NaN   
 11           -1.072           0.000  ...           NaN          NaN   
 12           -1.626           0.000  ...           NaN          NaN   
 13           -1.169           0.000  ...           NaN      76906.0   
 14           -2.144           0.000  ...           NaN          NaN   
 15           -2.401           0.000  ...           NaN          NaN   
 16           -1.221           0.000  ...           NaN        420.0   
 17           -1.926           0.000  ...           NaN          NaN   
 18           -2.046           0.000  ...           NaN          NaN   
 19           -1.991           0.000  ...           NaN          NaN   
 20           -1.798           0.000  ...           NaN          NaN   
 21           -2.595           1.000  ...           NaN          NaN   
 22           -0.232           0.000  ...           NaN          NaN   
 23           -1.934           0.000  ...           NaN          NaN   
 24           -2.155           0.000  ...           NaN          NaN   
 25           -1.181           0.000  ...           NaN          NaN   
 26           -2.111           0.000  ...           NaN          NaN   
 27           -1.282           0.000  ...           NaN        335.0   
 28           -1.454           0.000  ...           NaN          NaN   
 29           -2.221           0.000  ...           NaN      19575.0   
 ...             ...             ...  ...           ...          ...   
 12405        -2.144           0.000  ...           NaN          NaN   
 12406        -1.432           0.000  ...           NaN          NaN   
 12407        -0.593           0.000  ...           NaN          NaN   
 12408        -0.210           0.000  ...           NaN          NaN   
 12409        -0.608           0.000  ...           NaN      24300.0   
 12410        -0.522           0.000  ...           NaN          NaN   
 12411         0.006           0.000  ...           NaN          NaN   
 12412         0.205           0.000  ...           NaN      14000.0   
 12413        -0.851           0.000  ...           NaN      90100.0   
 12414         0.171           0.000  ...           NaN          NaN   
 12415        -1.062           0.000  ...           NaN      37200.0   
 12416        -0.706           0.000  ...           NaN      78300.0   
 12417        -1.397           0.000  ...           NaN        400.0   
 12418        -1.293           0.000  ...           NaN     169750.0   
 12419        -0.364           0.000  ...           NaN          NaN   
 12420        -0.758           0.000  ...           NaN      41850.0   
 12421        -0.789           0.000  ...           NaN          NaN   
 12422        -1.575           1.000  ...           NaN      73900.0   
 12423         0.074           0.000  ...           NaN        950.0   
 12424        -0.525           0.000  ...           NaN          NaN   
 12425        -1.586           0.000  ...           NaN          NaN   
 12426         0.129           0.000  ...           NaN     355000.0   
 12427        -0.221           0.000  ...           NaN      35000.0   
 12428        -0.540           1.000  ...           NaN       5000.0   
 12429        -1.797           0.000  ...           NaN          0.0   
 12430        -0.217           0.000  ...           NaN        997.0   
 12431        -1.079           1.000  ...           NaN          NaN   
 12432        -0.700           0.000  ...           NaN        200.0   
 12433        -0.023           0.000  ...           NaN      26850.0   
 12434        -0.623           0.000  ...           NaN     102800.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.512832e+10  0.188679   17.509411   11.922039   
 1             NaN     6.141481e+09  0.000000   21.382596   15.252374   
 2             NaN     7.023703e+10  2.103004   27.107793   22.813257   
 3             NaN     3.137479e+10  2.243494   29.037673   26.582611   
 4             NaN     5.944071e+10  2.167256   37.489572   33.896290   
 5             NaN     1.814475e+11  0.392275   19.117395   15.083199   
 6             NaN     1.667534e+10  4.679803   28.125403   19.752850   
 7             NaN     8.152573e+10  0.000000   29.041428   23.639477   
 8             NaN     1.855277e+10  0.087623   39.182409   31.372687   
 9             NaN     4.185914e+10  1.670463   28.666392   25.900834   
 10            NaN     3.993206e+10  0.000000   43.699190   35.294374   
 11            NaN     2.444375e+10  1.413784   24.998031   20.934058   
 12            NaN     6.407248e+09  2.641914   20.417974   15.798793   
 13            NaN     1.547896e+10  1.244629   27.271396   24.780321   
 14            NaN     1.089401e+10  1.458435   15.773318   11.216073   
 15            NaN     3.443901e+10  1.613669   31.673816   27.691931   
 16            NaN     3.443901e+10  1.613669   35.179547   31.417541   
 17            NaN     2.678689e+10  0.196207   18.896087   15.501637   
 18            NaN     2.877012e+10  1.782703   28.047833   24.851273   
 19            NaN     9.023617e+10  3.380021   29.333831   25.640794   
 20            NaN     1.888706e+11  0.000000   35.478813   31.667704   
 21            NaN     1.222254e+11  1.733990   28.328972   25.073090   
 22            NaN     1.606761e+10  0.000000   36.744290   31.926425   
 23            NaN     8.931962e+10  0.000000   30.549696   27.422036   
 24            NaN     4.430724e+10  3.050774   22.885801   18.613814   
 25            NaN     3.651365e+10  0.000000   29.631122   25.906899   
 26            NaN     7.469582e+09  1.947799   13.805035   10.059700   
 27            NaN     7.469582e+09  1.947799   40.838684   37.919011   
 28            NaN     7.176074e+10  2.398082   26.575133   23.349139   
 29            NaN     3.206032e+11  2.582311   28.509640   25.533644   
 ...           ...              ...       ...         ...         ...   
 12405         NaN     5.056250e+06       NaN   23.931821   16.450688   
 12406         NaN     6.090515e+06  0.000000   97.744291   95.427073   
 12407         NaN     3.012930e+06       NaN   86.999720   83.828795   
 12408         NaN     3.678000e+05  0.000000  115.947449  112.704370   
 12409     5046.08     6.478820e+06  0.000000  102.270590   99.261156   
 12410         NaN     2.886720e+07       NaN  100.351126   97.207722   
 12411         NaN     6.832300e+04       NaN   93.146006   89.323879   
 12412      271.09     1.967420e+06       NaN  105.663616  102.446686   
 12413    75841.43     9.851875e+06  0.000000  144.016507  141.781130   
 12414         NaN     5.030700e+01  0.000000   51.288538   42.365499   
 12415    56477.13     2.566200e+07  0.000000   94.750083   92.185612   
 12416     9037.34     2.696060e+06  0.000000  154.975948  152.934279   
 12417     9636.70     4.267824e+07  0.000000   32.035293   27.460237   
 12418    13394.56     5.667890e+06       NaN   92.909697   90.295192   
 12419         NaN     7.414000e+04       NaN   46.532716   38.988672   
 12420     2248.77     3.336600e+06  0.000000  162.461571  160.443932   
 12421         NaN     1.550796e+07  0.000000   87.097285   83.235592   
 12422  1585991.90     2.865675e+10  4.714286   27.447721   24.442911   
 12423      327.25     1.352860e+06  0.000000   56.575017   47.922386   
 12424         NaN     7.609700e+05       NaN  109.947701  106.748398   
 12425         NaN     1.251480e+06  0.000000   38.724313   31.665161   
 12426     2501.97     3.454800e+05       NaN  106.757606  103.648741   
 12427     3969.02     2.670720e+06       NaN  123.431544  120.566259   
 12428     1686.81     8.207500e+05  0.000000  124.762852  122.335735   
 12429         NaN     8.737711e+06  0.000000   84.075318   80.275356   
 12430    27199.54     3.838960e+07  0.000000   73.820819   69.615906   
 12431         NaN     3.268100e+06       NaN  103.016396  100.185535   
 12432      401.36     2.437080e+07       NaN   50.738531   44.416593   
 12433     3742.48     2.031860e+06  0.000000  162.515594  160.128119   
 12434  3679641.75     8.552986e+08  0.620877   45.740053   34.818431   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000187  0.123033  20040115  
 1      0.000015  0.111487  20040115  
 2      0.049137  0.160374  20040115  
 3      0.069953  0.354972  20040115  
 4     -0.009104  0.237000  20040115  
 5      0.050743  0.276405  20040115  
 6     -0.002010  0.012696  20040115  
 7      0.131308  0.186299  20040115  
 8      0.707973  1.095205  20040115  
 9      0.058952  0.260491  20040115  
 10    -0.071342  0.490417  20040115  
 11     0.505573  0.840736  20040115  
 12     0.244427  0.594741  20040115  
 13     0.459807  0.536784  20040115  
 14     0.000015  0.069897  20040115  
 15    -0.120907  0.114358  20040115  
 16     0.435451  0.645983  20040115  
 17     0.103049  0.173862  20040115  
 18     0.046428  0.356959  20040115  
 19     0.072295  0.228840  20040115  
 20     0.163498  0.380857  20040115  
 21    -0.212489  0.002001  20040115  
 22     0.901851  0.975204  20040115  
 23     0.098998  0.443274  20040115  
 24    -0.004833  0.304740  20040115  
 25     0.454418  0.731231  20040115  
 26     0.015662  0.254263  20040115  
 27     0.406477  0.811754  20040115  
 28     0.325782  0.527734  20040115  
 29    -0.036339  0.237800  20040115  
 ...         ...       ...       ...  
 12405  0.000015  0.009043  20040115  
 12406  0.336135  0.602600  20040115  
 12407  0.731444  1.021244  20040115  
 12408  0.912251  1.111501  20040115  
 12409  0.724697  0.968785  20040115  
 12410  0.764852  1.040537  20040115  
 12411  1.014089  1.295003  20040115  
 12412  1.107956  1.203577  20040115  
 12413  0.609910  0.824869  20040115  
 12414  1.091733  1.314346  20040115  
 12415  0.510544  0.743813  20040115  
 12416  0.678271  0.985241  20040115  
 12417  0.352300  0.257096  20040115  
 12418  0.401486  0.743374  20040115  
 12419  0.839753  1.067537  20040115  
 12420  0.653916  0.797700  20040115  
 12421  0.638936  0.942198  20040115  
 12422  0.268716  0.370603  20040115  
 12423  1.046095  1.108909  20040115  
 12424  0.763501  1.058908  20040115  
 12425  0.263186  0.609120  20040115  
 12426  1.071924  1.265179  20040115  
 12427  0.907129  1.142107  20040115  
 12428  0.756708  0.902207  20040115  
 12429  0.163728  0.340491  20040115  
 12430  0.908664  1.082348  20040115  
 12431  0.502438  0.754430  20040115  
 12432  0.681223  0.933397  20040115  
 12433  1.000186  1.230465  20040115  
 12434  0.717433  0.912202  20040115  
 
 [12435 rows x 92 columns],
 '20040116':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.750            0.000               0.0   
 1      USA0011            -0.209            0.000               0.0   
 2      USA0031            -0.481            0.000               0.0   
 3      USA0062             0.303            0.431               0.0   
 4      USA00E2            -0.492            0.000               0.0   
 5      USA00F1            -0.235            0.000               0.0   
 6      USA00G2            -0.683            0.000               0.0   
 7      USA00H1             0.391            0.000               0.0   
 8      USA00I1             0.735            0.000               0.0   
 9      USA00J1            -0.166            0.000               0.0   
 10     USA00K1             0.192            0.000               0.0   
 11     USA00P1            -0.016            0.000               0.0   
 12     USA00R1            -0.266            0.000               0.0   
 13     USA00S1             0.419            0.000               0.0   
 14     USA00V1             0.134            0.000               0.0   
 15     USA0131             0.387            1.000               0.0   
 16     USA0161            -0.482            1.000               0.0   
 17     USA01I1             0.120            0.000               0.0   
 18     USA01J2            -1.654            0.000               0.0   
 19     USA01L1             0.151            0.000               0.0   
 20     USA01P1             1.284            0.000               0.0   
 21     USA01Q1             0.084            0.000               0.0   
 22     USA0202             1.733            0.000               0.0   
 23     USA0231             0.314            0.000               0.0   
 24     USA0281            -0.459            0.000               0.0   
 25     USA0291             0.883            0.000               0.0   
 26     USA02A1            -0.213            0.000               0.0   
 27     USA02B1             0.595            0.000               0.0   
 28     USA02H1             0.051            0.000               0.0   
 29     USA02P1             0.034            0.000               0.0   
 ...        ...               ...              ...               ...   
 12402  USAZY41            -1.851            0.000               0.0   
 12403  USAZY51            -0.699            0.000               0.0   
 12404  USAZY61            -0.079            0.000               0.0   
 12405  USAZY71            -0.247            0.000               0.0   
 12406  USAZYI1            -2.826            0.000               0.0   
 12407  USAZYJ1             0.152            0.000               0.0   
 12408  USAZYK1             0.498            0.000               0.0   
 12409  USAZYM1             0.689            0.000               0.0   
 12410  USAZYR1             0.747            0.000               0.0   
 12411  USAZYS1             0.285            0.000               0.0   
 12412  USAZYT1             2.204            0.000               0.0   
 12413  USAZYV1             2.432            0.000               0.0   
 12414  USAZYX1            -1.432            0.000               0.0   
 12415  USAZZ41             2.060            0.000               0.0   
 12416  USAZZ51            -0.017            0.000               0.0   
 12417  USAZZ61            -2.826            0.000               0.0   
 12418  USAZZ71            -0.391            0.000               0.0   
 12419  USAZZ81             1.350            0.000               0.0   
 12420  USAZZ91             0.436            0.000               0.0   
 12421  USAZZA1            -0.057            0.000               0.0   
 12422  USAZZB1             0.077            0.000               0.0   
 12423  USAZZD1            -0.148            0.000               0.0   
 12424  USAZZF1            -2.484            0.000               0.0   
 12425  USAZZI1             2.841            0.000               0.0   
 12426  USAZZJ1            -2.826            0.000               0.0   
 12427  USAZZL1            -0.351            0.000               0.0   
 12428  USAZZP1             0.076            0.000               0.0   
 12429  USAZZR1            -0.300            0.000               0.0   
 12430  USAZZX1            -2.826            0.000               0.0   
 12431  USAZZY1             0.064            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12402               0.0              0.0           0.0            0.0   
 12403               0.0              0.0           0.0            0.0   
 12404               0.0              0.0           0.0            0.0   
 12405               0.0              0.0           0.0            0.0   
 12406               0.0              0.0           0.0            0.0   
 12407               0.0              0.0           0.0            0.0   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 12431               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.133           0.000  ...           NaN          NaN   
 1            -2.132           0.000  ...           NaN          NaN   
 2            -2.032           0.000  ...           NaN          NaN   
 3            -1.991           0.000  ...           NaN          NaN   
 4            -2.161           0.000  ...           NaN          NaN   
 5            -2.025           0.000  ...           NaN          NaN   
 6            -2.137           0.000  ...           NaN          NaN   
 7            -1.856           0.000  ...           NaN          NaN   
 8            -0.658           0.000  ...           NaN          NaN   
 9            -2.008           0.863  ...           NaN          NaN   
 10           -2.283           0.000  ...           NaN          NaN   
 11           -1.074           0.000  ...           NaN          NaN   
 12           -1.636           0.000  ...           NaN          NaN   
 13           -1.166           0.000  ...           NaN          NaN   
 14           -2.132           0.000  ...           NaN          NaN   
 15           -2.388           0.000  ...           NaN          NaN   
 16           -1.176           0.000  ...           NaN       3870.0   
 17           -1.915           0.000  ...           NaN          NaN   
 18           -1.998           0.000  ...           NaN        300.0   
 19           -1.984           0.000  ...           NaN          NaN   
 20           -1.818           0.000  ...           NaN          NaN   
 21           -2.594           1.000  ...           NaN       1000.0   
 22           -0.268           0.000  ...           NaN          NaN   
 23           -1.926           0.000  ...           NaN          NaN   
 24           -2.142           0.000  ...           NaN          NaN   
 25           -1.184           0.000  ...           NaN          NaN   
 26           -2.100           0.000  ...           NaN          NaN   
 27           -1.282           0.000  ...           NaN          NaN   
 28           -1.452           0.000  ...           NaN          NaN   
 29           -2.186           0.000  ...           NaN       5760.0   
 ...             ...             ...  ...           ...          ...   
 12402        -2.132           0.000  ...           NaN          NaN   
 12403        -1.427           0.000  ...           NaN          NaN   
 12404        -0.594           0.000  ...           NaN          NaN   
 12405        -0.210           0.000  ...           NaN       1000.0   
 12406        -0.580           0.000  ...           NaN       5400.0   
 12407        -0.527           0.000  ...           NaN          NaN   
 12408         0.003           0.000  ...           NaN       2500.0   
 12409         0.196           0.000  ...           NaN          NaN   
 12410        -0.879           0.000  ...           NaN     138760.0   
 12411         0.164           0.000  ...           NaN          NaN   
 12412        -1.112           0.000  ...           NaN      44753.0   
 12413        -0.766           0.000  ...           NaN    1090175.0   
 12414        -1.388           0.000  ...           NaN       3200.0   
 12415        -1.306           0.000  ...           NaN      20000.0   
 12416        -0.373           0.000  ...           NaN          NaN   
 12417        -0.587           0.000  ...           NaN    2099630.0   
 12418        -0.791           0.000  ...           NaN          NaN   
 12419        -1.617           1.000  ...           NaN      68300.0   
 12420         0.068           0.000  ...           NaN      10000.0   
 12421        -0.524           0.000  ...           NaN       4000.0   
 12422        -1.580           0.000  ...           NaN          NaN   
 12423         0.123           0.000  ...           NaN     991000.0   
 12424        -0.111           0.000  ...           NaN      29400.0   
 12425        -0.643           1.000  ...           NaN      35264.0   
 12426        -1.570           0.000  ...           NaN          0.0   
 12427        -0.229           0.000  ...           NaN          NaN   
 12428        -1.081           1.000  ...           NaN          NaN   
 12429        -0.708           0.000  ...           NaN          NaN   
 12430        -0.010           0.000  ...           NaN     300000.0   
 12431        -0.644           0.000  ...           NaN      90600.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.652650e+10  0.188679   18.400754   12.509984   
 1             NaN     6.184861e+09  0.000000   21.900400   15.644781   
 2             NaN     6.758068e+10  2.103004   27.896019   23.476912   
 3             NaN     3.219184e+10  2.243494   29.759446   27.265566   
 4             NaN     5.877508e+10  2.167256   38.599529   34.948241   
 5             NaN     1.821258e+11  0.392275   19.571518   15.462787   
 6             NaN     1.658078e+10  4.679803   28.913695   20.341917   
 7             NaN     8.204204e+10  0.000000   29.804574   24.295967   
 8             NaN     1.854910e+10  0.087623   40.303431   32.651580   
 9             NaN     4.162765e+10  1.670463   29.446372   26.647279   
 10            NaN     4.061395e+10  0.000000   44.830636   36.341965   
 11            NaN     2.449134e+10  1.413784   25.401156   21.468571   
 12            NaN     6.439285e+09  2.641914   20.848114   16.223909   
 13            NaN     1.547187e+10  1.244629   28.030248   25.529141   
 14            NaN     1.108192e+10  1.458435   16.225855   11.514765   
 15            NaN     3.521516e+10  1.613669   32.556653   28.494034   
 16            NaN     3.521516e+10  1.613669   36.093987   32.407375   
 17            NaN     2.677350e+10  0.196207   19.407351   15.905983   
 18            NaN     2.903236e+10  1.782703   29.474011   26.053233   
 19            NaN     9.054611e+10  3.380021   30.088694   26.354743   
 20            NaN     2.031958e+11  0.000000   38.237975   33.558662   
 21            NaN     1.225941e+11  1.733990   29.017268   25.752176   
 22            NaN     1.734836e+10  0.000000   39.111335   34.039826   
 23            NaN     8.975545e+10  0.000000   31.460104   28.208971   
 24            NaN     4.421757e+10  3.050774   23.480586   19.157770   
 25            NaN     3.754933e+10  0.000000   30.626602   26.854394   
 26            NaN     7.449525e+09  1.947799   14.200637   10.326291   
 27            NaN     7.449525e+09  1.947799   41.846100   38.908453   
 28            NaN     7.113749e+10  2.398082   27.195597   23.973418   
 29            NaN     3.341286e+11  2.582311   29.353196   26.234011   
 ...           ...              ...       ...         ...         ...   
 12402         NaN     5.056250e+06       NaN   25.959777   18.082412   
 12403         NaN     6.090515e+06  0.000000   99.894145   97.513074   
 12404         NaN     3.012930e+06       NaN   89.099009   85.960795   
 12405      204.32     3.678000e+05  0.000000  119.425898  116.228816   
 12406     5129.17     6.873870e+06  0.000000  105.225933  102.101354   
 12407         NaN     2.886720e+07       NaN  102.659062   99.525607   
 12408      116.73     6.832300e+04       NaN   95.092089   91.272371   
 12409         NaN     1.967420e+06       NaN  107.504130  104.225404   
 12410    74631.23     9.672750e+06  0.000000  147.274254  145.042649   
 12411         NaN     5.030700e+01  0.000000   52.223281   43.391814   
 12412    56644.26     2.418150e+07  0.000000   97.328370   94.724205   
 12413     9239.31     2.426454e+06  0.000000  158.992464  156.768533   
 12414    11375.50     4.298976e+07  0.000000   33.372073   28.626255   
 12415    13410.92     5.518735e+06       NaN   94.516489   91.750834   
 12416         NaN     7.414000e+04       NaN   47.394201   39.897317   
 12417     2955.99     4.448800e+06  0.000000  170.515558  168.446406   
 12418         NaN     1.550796e+07  0.000000   89.103105   85.199491   
 12419  1622642.00     2.835097e+10  4.714286   28.648521   25.569953   
 12420      315.66     1.352860e+06  0.000000   57.175849   48.549135   
 12421     2248.27     7.609700e+05       NaN  112.341161  109.136590   
 12422         NaN     1.251480e+06  0.000000   39.564730   32.413528   
 12423     2671.97     3.454800e+05       NaN  108.914817  105.841457   
 12424     4160.11     3.287040e+06       NaN  128.413371  125.432930   
 12425     1680.53     7.269500e+05  0.000000  128.918520  126.483772   
 12426         NaN     9.996837e+06  0.000000   90.050194   86.052369   
 12427         NaN     3.838960e+07  0.000000   75.506732   71.344316   
 12428         NaN     3.268100e+06       NaN  107.475274  104.827186   
 12429         NaN     2.437080e+07       NaN   51.490372   45.462908   
 12430     4028.84     2.133453e+06  0.000000  166.154574  163.713178   
 12431  3779251.25     8.521012e+08  0.620877   46.687278   35.710491   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000188  0.135805  20040116  
 1      0.000015  0.105153  20040116  
 2      0.047526  0.141519  20040116  
 3      0.066991  0.361887  20040116  
 4     -0.013726  0.216876  20040116  
 5      0.050949  0.269790  20040116  
 6     -0.002471 -0.010101  20040116  
 7      0.131455  0.187272  20040116  
 8      0.700706  1.102212  20040116  
 9      0.058808  0.255571  20040116  
 10    -0.071639  0.496980  20040116  
 11     0.502676  0.832393  20040116  
 12     0.235761  0.583959  20040116  
 13     0.459216  0.541518  20040116  
 14     0.000015  0.057769  20040116  
 15    -0.121638  0.118872  20040116  
 16     0.454186  0.658008  20040116  
 17     0.102991  0.168782  20040116  
 18     0.063738  0.336785  20040116  
 19     0.070413  0.236311  20040116  
 20     0.149439  0.416484  20040116  
 21    -0.219290 -0.002021  20040116  
 22     0.885743  1.005804  20040116  
 23     0.097982  0.460034  20040116  
 24    -0.004901  0.295976  20040116  
 25     0.450561  0.751291  20040116  
 26     0.015477  0.245925  20040116  
 27     0.403974  0.826094  20040116  
 28     0.323032  0.519584  20040116  
 29    -0.025517  0.246024  20040116  
 ...         ...       ...       ...  
 12402  0.000015 -0.053633  20040116  
 12403  0.334888  0.587015  20040116  
 12404  0.731154  1.011996  20040116  
 12405  0.913642  1.101625  20040116  
 12406  0.737630  0.850112  20040116  
 12407  0.763000  1.039861  20040116  
 12408  1.014679  1.312362  20040116  
 12409  1.106332  1.248678  20040116  
 12410  0.595780  0.834195  20040116  
 12411  1.091121  1.320882  20040116  
 12412  0.484635  0.799771  20040116  
 12413  0.649414  1.023395  20040116  
 12414  0.353780  0.205738  20040116  
 12415  0.392634  0.752855  20040116  
 12416  0.835854  1.062612  20040116  
 12417  0.734099  0.859293  20040116  
 12418  0.637425  0.934654  20040116  
 12419  0.245063  0.391380  20040116  
 12420  1.045381  1.128390  20040116  
 12421  0.764340  1.064025  20040116  
 12422  0.262488  0.604328  20040116  
 12423  1.071649  1.261634  20040116  
 12424  0.960585  1.149607  20040116  
 12425  0.707578  0.978417  20040116  
 12426  0.267040  0.336923  20040116  
 12427  0.904311  1.074982  20040116  
 12428  0.499624  0.677788  20040116  
 12429  0.676770  0.884144  20040116  
 12430  1.008725  1.181541  20040116  
 12431  0.707122  0.914612  20040116  
 
 [12432 rows x 92 columns],
 '20040120':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -1.357            0.000               0.0   
 1      USA0011             0.100            0.000               0.0   
 2      USA0031             0.271            0.000               0.0   
 3      USA0062            -0.040            0.431               0.0   
 4      USA00E2             0.010            0.000               0.0   
 5      USA00F1            -0.215            0.000               0.0   
 6      USA00G2            -0.097            0.000               0.0   
 7      USA00H1            -0.384            0.000               0.0   
 8      USA00I1             0.728            0.000               0.0   
 9      USA00J1             0.545            0.000               0.0   
 10     USA00K1             0.531            0.000               0.0   
 11     USA00P1             0.182            0.000               0.0   
 12     USA00R1             0.553            0.000               0.0   
 13     USA00S1             0.836            0.000               0.0   
 14     USA00V1            -0.676            0.000               0.0   
 15     USA0131            -0.639            1.000               0.0   
 16     USA0161            -0.327            1.000               0.0   
 17     USA01I1             0.276            0.000               0.0   
 18     USA01J2            -0.149            0.000               0.0   
 19     USA01L1             1.131            0.000               0.0   
 20     USA01P1            -2.814            0.000               0.0   
 21     USA01Q1             0.386            0.000               0.0   
 22     USA0202             0.677            0.000               0.0   
 23     USA0231             0.043            0.000               0.0   
 24     USA0281             2.579            0.000               0.0   
 25     USA0291             0.216            0.000               0.0   
 26     USA02A1            -0.756            0.000               0.0   
 27     USA02B1             1.298            0.000               0.0   
 28     USA02H1             0.503            0.000               0.0   
 29     USA02P1            -1.740            0.000               0.0   
 ...        ...               ...              ...               ...   
 12402  USAZY41            -0.604            0.000               0.0   
 12403  USAZY51             1.388            0.000               0.0   
 12404  USAZY61             1.680            0.000               0.0   
 12405  USAZY71             1.509            0.000               0.0   
 12406  USAZYI1             1.435            0.000               0.0   
 12407  USAZYJ1             1.733            0.000               0.0   
 12408  USAZYK1             2.087            0.000               0.0   
 12409  USAZYM1             1.659            0.000               0.0   
 12410  USAZYR1            -0.745            0.000               0.0   
 12411  USAZYS1             1.551            0.000               0.0   
 12412  USAZYT1            -2.257            0.000               0.0   
 12413  USAZYV1            -1.470            0.000               0.0   
 12414  USAZYX1             0.108            0.000               0.0   
 12415  USAZZ41            -1.298            0.000               0.0   
 12416  USAZZ51             1.459            0.000               0.0   
 12417  USAZZ61            -1.771            0.000               0.0   
 12418  USAZZ71             1.180            0.000               0.0   
 12419  USAZZ81            -0.438            0.000               0.0   
 12420  USAZZ91             2.820            0.000               0.0   
 12421  USAZZA1             1.608            0.000               0.0   
 12422  USAZZB1             0.666            0.000               0.0   
 12423  USAZZD1             1.697            0.000               0.0   
 12424  USAZZF1             1.523            0.000               0.0   
 12425  USAZZI1             2.820            0.000               0.0   
 12426  USAZZJ1             2.820            0.000               0.0   
 12427  USAZZL1            -1.209            0.000               0.0   
 12428  USAZZP1             2.163            0.000               0.0   
 12429  USAZZR1             1.377            0.000               0.0   
 12430  USAZZX1             1.753            0.000               0.0   
 12431  USAZZY1             1.765            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12402               0.0              0.0           0.0            0.0   
 12403               0.0              0.0           0.0            0.0   
 12404               0.0              0.0           0.0            0.0   
 12405               0.0              0.0           0.0            0.0   
 12406               0.0              0.0           0.0            0.0   
 12407               0.0              0.0           0.0            0.0   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 12431               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.139           0.000  ...           NaN          NaN   
 1            -2.139           0.000  ...           NaN          NaN   
 2            -2.039           0.000  ...           NaN          NaN   
 3            -2.007           0.000  ...           NaN          NaN   
 4            -2.170           0.000  ...           NaN          NaN   
 5            -2.032           0.000  ...           NaN          NaN   
 6            -2.144           0.000  ...           NaN          NaN   
 7            -1.861           0.000  ...           NaN          NaN   
 8            -0.658           0.000  ...           NaN          NaN   
 9            -2.015           0.863  ...           NaN          NaN   
 10           -2.292           0.000  ...           NaN          NaN   
 11           -1.078           0.000  ...           NaN          NaN   
 12           -1.641           0.000  ...           NaN          NaN   
 13           -1.166           0.000  ...           NaN      20336.0   
 14           -2.139           0.000  ...           NaN          NaN   
 15           -2.401           0.000  ...           NaN          NaN   
 16           -1.180           0.000  ...           NaN        130.0   
 17           -1.921           0.000  ...           NaN          NaN   
 18           -2.008           0.000  ...           NaN          NaN   
 19           -1.992           0.000  ...           NaN          NaN   
 20           -1.728           0.000  ...           NaN       2200.0   
 21           -2.604           1.000  ...           NaN          NaN   
 22           -0.268           0.000  ...           NaN          NaN   
 23           -1.932           0.000  ...           NaN          NaN   
 24           -2.121           0.000  ...           NaN       1125.0   
 25           -1.186           0.000  ...           NaN          NaN   
 26           -2.106           0.000  ...           NaN          NaN   
 27           -1.288           0.000  ...           NaN       2650.0   
 28           -1.453           0.000  ...           NaN          NaN   
 29           -2.190           0.000  ...           NaN      18250.0   
 ...             ...             ...  ...           ...          ...   
 12402        -2.139           0.000  ...           NaN          NaN   
 12403        -1.435           0.000  ...           NaN          NaN   
 12404        -0.595           0.000  ...           NaN          NaN   
 12405        -0.217           0.000  ...           NaN          NaN   
 12406        -0.582           0.000  ...           NaN          NaN   
 12407        -0.603           0.000  ...           NaN          NaN   
 12408         0.005           0.000  ...           NaN      13000.0   
 12409         0.200           0.000  ...           NaN          NaN   
 12410        -0.853           0.000  ...           NaN     447646.0   
 12411         0.167           0.000  ...           NaN          NaN   
 12412        -1.122           0.000  ...           NaN      73500.0   
 12413        -0.740           0.000  ...           NaN     805800.0   
 12414        -1.391           0.000  ...           NaN       2100.0   
 12415        -1.309           0.000  ...           NaN     129720.0   
 12416        -0.372           0.000  ...           NaN          NaN   
 12417        -0.558           0.000  ...           NaN    1476488.0   
 12418        -0.793           0.000  ...           NaN          NaN   
 12419        -1.616           1.000  ...           NaN      47100.0   
 12420         0.071           0.000  ...           NaN          NaN   
 12421        -0.524           0.000  ...           NaN          NaN   
 12422        -1.583           0.000  ...           NaN          NaN   
 12423         0.125           0.000  ...           NaN        400.0   
 12424        -0.112           0.000  ...           NaN      48260.0   
 12425        -0.575           1.000  ...           NaN      65700.0   
 12426        -1.569           0.000  ...           NaN          0.0   
 12427        -0.231           0.000  ...           NaN        464.0   
 12428        -1.089           1.000  ...           NaN          NaN   
 12429        -0.711           0.000  ...           NaN          NaN   
 12430        -0.007           0.000  ...           NaN     206000.0   
 12431        -0.636           0.000  ...           NaN      93400.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.612702e+10  0.188679   20.257242   14.230349   
 1             NaN     6.426554e+09  0.000000   22.609508   15.868490   
 2             NaN     6.762755e+10  2.103004   28.316829   23.748266   
 3             NaN     3.066954e+10  2.243494   30.449396   27.679612   
 4             NaN     5.808283e+10  2.167256   39.100788   35.289679   
 5             NaN     1.802735e+11  0.392275   20.205682   15.846049   
 6             NaN     1.706149e+10  4.679803   29.537998   20.570383   
 7             NaN     8.119012e+10  0.000000   30.457978   24.667536   
 8             NaN     1.833606e+10  0.087623   41.356249   33.220598   
 9             NaN     4.155324e+10  1.670463   30.087503   27.064489   
 10            NaN     4.036448e+10  0.000000   45.687685   36.685165   
 11            NaN     2.433072e+10  1.413784   25.986516   21.717752   
 12            NaN     6.375212e+09  2.641914   21.412939   16.437438   
 13            NaN     1.524747e+10  1.244629   28.565078   25.921884   
 14            NaN     1.101844e+10  1.458435   17.204837   12.240905   
 15            NaN     3.448702e+10  1.613669   33.688784   29.088192   
 16            NaN     3.448702e+10  1.613669   36.961257   32.843485   
 17            NaN     2.651902e+10  0.196207   19.825068   16.082234   
 18            NaN     2.834571e+10  1.782703   30.148489   26.530878   
 19            NaN     9.194620e+10  3.380021   31.245260   26.960788   
 20            NaN     1.997188e+11  0.000000   46.042525   41.593818   
 21            NaN     1.227170e+11  1.733990   29.534941   26.088498   
 22            NaN     1.782702e+10  0.000000   39.951313   34.658481   
 23            NaN     8.965290e+10  0.000000   31.994589   28.572203   
 24            NaN     4.399838e+10  3.050774   26.342940   21.752829   
 25            NaN     3.730847e+10  0.000000   31.063187   27.155440   
 26            NaN     7.549807e+09  1.947799   15.066473   11.137141   
 27            NaN     7.549807e+09  1.947799   43.010728   39.762285   
 28            NaN     7.108880e+10  2.398082   27.786499   24.278518   
 29            NaN     3.342288e+11  2.582311   30.855803   27.370016   
 ...           ...              ...       ...         ...         ...   
 12402         NaN     5.056250e+06       NaN   26.803423   18.473081   
 12403         NaN     6.090515e+06  0.000000  103.231138  100.634505   
 12404         NaN     3.012930e+06       NaN   92.335100   88.858660   
 12405         NaN     3.678000e+05  0.000000  122.202168  118.623914   
 12406         NaN     6.873870e+06  0.000000  108.366626  105.070143   
 12407         NaN     2.886720e+07       NaN  104.811602  101.321157   
 12408       88.95     6.832300e+04       NaN  100.310614   96.126300   
 12409         NaN     1.967420e+06       NaN  111.656216  108.064540   
 12410    74389.08     1.003100e+07  0.000000  149.217446  146.710187   
 12411         NaN     5.030700e+01  0.000000   53.916284   44.192314   
 12412    48953.48     2.763600e+07  0.000000  100.845571   98.100463   
 12413     9275.79     2.561257e+06  0.000000  161.118566  158.705117   
 12414    12642.63     4.335320e+07  0.000000   34.100096   29.023323   
 12415    14175.53     5.817045e+06       NaN   96.081453   93.019647   
 12416         NaN     7.414000e+04       NaN   49.307715   40.983162   
 12417     3519.41     6.673200e+06  0.000000  180.484675  178.317232   
 12418         NaN     1.550796e+07  0.000000   92.274365   87.914068   
 12419  1657629.79     2.875288e+10  4.714286   33.256729   30.606147   
 12420         NaN     1.352860e+06  0.000000   59.999328   50.043840   
 12421         NaN     7.609700e+05       NaN  114.898925  111.298796   
 12422         NaN     1.251480e+06  0.000000   40.458904   32.842379   
 12423     2320.19     3.454800e+05       NaN  112.576955  109.118496   
 12424     4206.64     3.287040e+06       NaN  132.303674  129.116020   
 12425     1206.26     4.690000e+05  0.000000  142.217360  139.700888   
 12426         NaN     9.492363e+06  0.000000   94.031414   89.660041   
 12427    19207.47     4.084000e+07  0.000000   77.052932   72.382678   
 12428         NaN     3.268100e+06       NaN  110.074867  107.177578   
 12429         NaN     2.437080e+07       NaN   53.036049   46.386227   
 12430     3722.50     2.133453e+06  0.000000  168.458184  165.735466   
 12431  3890824.00     8.220459e+08  0.620877   48.539959   37.001894   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000191  0.082107  20040120  
 1      0.000014  0.091715  20040120  
 2      0.047431  0.158679  20040120  
 3      0.062577  0.368272  20040120  
 4     -0.014766  0.237649  20040120  
 5      0.050808  0.265655  20040120  
 6     -0.002554 -0.014614  20040120  
 7      0.131822  0.174486  20040120  
 8      0.701149  1.130036  20040120  
 9      0.058886  0.279397  20040120  
 10    -0.072335  0.519410  20040120  
 11     0.502190  0.851846  20040120  
 12     0.235984  0.604661  20040120  
 13     0.460732  0.562521  20040120  
 14     0.000014  0.022693  20040120  
 15    -0.124137  0.103991  20040120  
 16     0.454009  0.659816  20040120  
 17     0.103026  0.169540  20040120  
 18     0.062143  0.356820  20040120  
 19     0.069388  0.262828  20040120  
 20     0.194628  0.396124  20040120  
 21    -0.220137  0.015481  20040120  
 22     0.886008  1.022306  20040120  
 23     0.098161  0.461412  20040120  
 24     0.008526  0.398466  20040120  
 25     0.451360  0.754928  20040120  
 26     0.015503  0.208477  20040120  
 27     0.402804  0.862150  20040120  
 28     0.324952  0.536992  20040120  
 29    -0.024234  0.219831  20040120  
 ...         ...       ...       ...  
 12402  0.000014 -0.078179  20040120  
 12403  0.333514  0.646730  20040120  
 12404  0.731085  1.067705  20040120  
 12405  0.910139  1.170153  20040120  
 12406  0.737420  0.961474  20040120  
 12407  0.727321  1.077092  20040120  
 12408  1.015288  1.371192  20040120  
 12409  1.107551  1.298983  20040120  
 12410  0.608949  0.842337  20040120  
 12411  1.091991  1.380778  20040120  
 12412  0.481305  0.765927  20040120  
 12413  0.662253  0.982974  20040120  
 12414  0.354161  0.210811  20040120  
 12415  0.393159  0.720954  20040120  
 12416  0.836420  1.121107  20040120  
 12417  0.748666  0.914664  20040120  
 12418  0.637199  0.999630  20040120  
 12419  0.247403  0.372877  20040120  
 12420  1.046521  1.197216  20040120  
 12421  0.764670  1.132213  20040120  
 12422  0.263149  0.609353  20040120  
 12423  1.071998  1.338371  20040120  
 12424  0.959983  1.251982  20040120  
 12425  0.740358  1.025953  20040120  
 12426  0.269962  0.477353  20040120  
 12427  0.903613  1.082631  20040120  
 12428  0.497090  0.738367  20040120  
 12429  0.676029  0.946304  20040120  
 12430  1.009336  1.296866  20040120  
 12431  0.711618  0.966561  20040120  
 
 [12432 rows x 92 columns],
 '20040121':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.790            0.000               0.0   
 1      USA0011             1.179            0.000               0.0   
 2      USA0031             0.628            0.000               0.0   
 3      USA0062            -0.021            0.431               0.0   
 4      USA00E2             0.765            0.000               0.0   
 5      USA00F1             0.911            0.000               0.0   
 6      USA00G2             0.116            0.000               0.0   
 7      USA00H1             1.009            0.000               0.0   
 8      USA00I1            -1.850            0.000               0.0   
 9      USA00J1             0.059            0.000               0.0   
 10     USA00K1            -1.014            0.000               0.0   
 11     USA00P1            -0.082            0.000               0.0   
 12     USA00R1             0.132            0.000               0.0   
 13     USA00S1             0.251            0.000               0.0   
 14     USA00V1             0.940            0.000               0.0   
 15     USA0131             0.597            1.000               0.0   
 16     USA0161             2.497            1.000               0.0   
 17     USA01I1             0.309            0.000               0.0   
 18     USA01J2             0.654            0.000               0.0   
 19     USA01L1             0.460            0.000               0.0   
 20     USA01P1            -1.281            0.000               0.0   
 21     USA01Q1             0.061            0.000               0.0   
 22     USA0202            -0.756            0.000               0.0   
 23     USA0231            -0.365            0.000               0.0   
 24     USA0281            -0.183            0.000               0.0   
 25     USA0291            -0.760            0.000               0.0   
 26     USA02A1             0.353            0.000               0.0   
 27     USA02B1            -0.212            0.000               0.0   
 28     USA02H1             0.684            0.000               0.0   
 29     USA02P1             0.609            0.000               0.0   
 ...        ...               ...              ...               ...   
 12400  USAZY41             0.428            0.000               0.0   
 12401  USAZY51            -0.778            0.000               0.0   
 12402  USAZY61            -0.523            0.000               0.0   
 12403  USAZY71            -0.961            0.000               0.0   
 12404  USAZYI1             2.028            0.000               0.0   
 12405  USAZYJ1             2.827            0.000               0.0   
 12406  USAZYK1            -1.293            0.000               0.0   
 12407  USAZYM1            -0.553            0.000               0.0   
 12408  USAZYR1            -2.646            0.000               0.0   
 12409  USAZYS1            -0.931            0.000               0.0   
 12410  USAZYT1            -0.453            0.000               0.0   
 12411  USAZYV1             2.323            0.000               0.0   
 12412  USAZYX1            -0.226            0.000               0.0   
 12413  USAZZ41             2.818            0.000               0.0   
 12414  USAZZ51            -0.933            0.000               0.0   
 12415  USAZZ61             1.753            0.000               0.0   
 12416  USAZZ71            -1.022            0.000               0.0   
 12417  USAZZ81            -1.357            0.000               0.0   
 12418  USAZZ91            -1.075            0.000               0.0   
 12419  USAZZA1            -1.210            0.000               0.0   
 12420  USAZZB1            -0.775            0.000               0.0   
 12421  USAZZD1            -0.644            0.000               0.0   
 12422  USAZZF1            -1.324            0.000               0.0   
 12423  USAZZI1            -0.742            0.000               0.0   
 12424  USAZZJ1            -2.646            0.000               0.0   
 12425  USAZZL1             2.039            0.000               0.0   
 12426  USAZZP1            -2.646            0.000               0.0   
 12427  USAZZR1            -0.917            0.000               0.0   
 12428  USAZZX1             1.692            0.000               0.0   
 12429  USAZZY1             0.897            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12400               0.0              0.0           0.0            0.0   
 12401               0.0              0.0           0.0            0.0   
 12402               0.0              0.0           0.0            0.0   
 12403               0.0              0.0           0.0            0.0   
 12404               0.0              0.0           0.0            0.0   
 12405               0.0              0.0           0.0            0.0   
 12406               0.0              0.0           0.0            0.0   
 12407               0.0              0.0           0.0            0.0   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.169           0.000  ...           NaN          NaN   
 1            -2.169           0.000  ...           NaN          NaN   
 2            -2.070           0.000  ...           NaN          NaN   
 3            -2.044           0.000  ...           NaN          NaN   
 4            -2.209           0.000  ...           NaN          NaN   
 5            -2.066           0.000  ...           NaN          NaN   
 6            -2.175           0.000  ...           NaN          NaN   
 7            -1.885           0.000  ...           NaN          NaN   
 8            -0.686           0.000  ...           NaN          NaN   
 9            -2.042           0.863  ...           NaN          NaN   
 10           -2.326           0.000  ...           NaN          NaN   
 11           -1.098           0.000  ...           NaN          NaN   
 12           -1.674           0.000  ...           NaN          NaN   
 13           -1.199           0.000  ...           NaN      27748.0   
 14           -2.169           0.000  ...           NaN          NaN   
 15           -2.438           0.000  ...           NaN          NaN   
 16           -1.265           0.000  ...           NaN       1347.0   
 17           -1.947           0.000  ...           NaN          NaN   
 18           -2.041           0.000  ...           NaN          NaN   
 19           -2.024           0.000  ...           NaN          NaN   
 20           -1.769           0.000  ...           NaN          NaN   
 21           -2.643           1.000  ...           NaN          NaN   
 22           -0.286           0.000  ...           NaN          NaN   
 23           -1.985           0.000  ...           NaN          NaN   
 24           -2.157           0.000  ...           NaN          NaN   
 25           -1.231           0.000  ...           NaN          NaN   
 26           -2.136           0.000  ...           NaN          NaN   
 27           -1.326           0.000  ...           NaN          NaN   
 28           -1.483           0.000  ...           NaN          NaN   
 29           -2.225           0.000  ...           NaN      18250.0   
 ...             ...             ...  ...           ...          ...   
 12400        -2.169           0.000  ...           NaN          NaN   
 12401        -1.455           0.000  ...           NaN          NaN   
 12402        -0.600           0.000  ...           NaN          NaN   
 12403        -0.214           0.000  ...           NaN        200.0   
 12404        -0.712           0.000  ...           NaN        500.0   
 12405        -0.707           0.000  ...           NaN        549.0   
 12406         0.006           0.000  ...           NaN       2500.0   
 12407         0.210           0.000  ...           NaN          NaN   
 12408        -0.828           0.000  ...           NaN     305279.0   
 12409         0.174           0.000  ...           NaN          NaN   
 12410        -1.130           0.000  ...           NaN      93535.0   
 12411        -0.784           0.000  ...           NaN     426800.0   
 12412        -1.414           0.000  ...           NaN        400.0   
 12413        -1.356           0.000  ...           NaN     163851.0   
 12414        -0.382           0.000  ...           NaN          NaN   
 12415        -0.644           0.000  ...           NaN    1254614.0   
 12416        -0.805           0.000  ...           NaN          NaN   
 12417        -1.606           1.000  ...           NaN      26000.0   
 12418         0.078           0.000  ...           NaN          NaN   
 12419        -0.526           0.000  ...           NaN          NaN   
 12420        -1.642           0.000  ...           NaN          NaN   
 12421         0.131           0.000  ...           NaN     220877.0   
 12422        -0.120           0.000  ...           NaN          NaN   
 12423        -0.576           1.000  ...           NaN          NaN   
 12424        -1.506           0.000  ...           NaN          0.0   
 12425        -0.304           0.000  ...           NaN        600.0   
 12426        -0.994           1.000  ...           NaN        667.0   
 12427        -0.727           0.000  ...           NaN          NaN   
 12428        -0.025           0.000  ...           NaN    1003000.0   
 12429        -0.612           0.000  ...           NaN     102200.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.662638e+10  0.188679   20.878421   14.599317   
 1             NaN     6.637261e+09  0.000000   23.825947   17.041121   
 2             NaN     6.828383e+10  2.103004   29.051991   24.256194   
 3             NaN     3.121138e+10  2.243494   30.430110   27.522144   
 4             NaN     5.944071e+10  2.167256   39.572765   35.614196   
 5             NaN     1.826997e+11  0.392275   21.150574   16.592443   
 6             NaN     1.674627e+10  4.679803   30.026983   20.668471   
 7             NaN     8.107395e+10  0.000000   31.536856   25.305244   
 8             NaN     1.794304e+10  0.087623   43.211648   34.127244   
 9             NaN     4.145403e+10  1.670463   30.387618   27.208803   
 10            NaN     3.989880e+10  0.000000   46.174552   36.737533   
 11            NaN     2.430693e+10  1.413784   25.916092   21.781279   
 12            NaN     6.431552e+09  2.641914   21.574973   16.560957   
 13            NaN     1.529471e+10  1.244629   28.598207   26.028820   
 14            NaN     1.110986e+10  1.458435   17.927059   12.794477   
 15            NaN     3.488710e+10  1.613669   34.163205   29.396911   
 16            NaN     3.488710e+10  1.613669   38.141624   33.828606   
 17            NaN     2.671992e+10  0.196207   20.303413   16.341977   
 18            NaN     2.877702e+10  1.782703   30.679087   26.955334   
 19            NaN     9.274777e+10  3.380021   31.661703   27.285569   
 20            NaN     1.994406e+11  0.000000   46.864883   41.883346   
 21            NaN     1.223483e+11  1.733990   29.706708   26.166422   
 22            NaN     1.732249e+10  0.000000   40.121639   34.849435   
 23            NaN     8.911452e+10  0.000000   32.305652   28.641549   
 24            NaN     4.381904e+10  3.050774   26.343634   21.866099   
 25            NaN     3.636914e+10  0.000000   31.612373   27.420948   
 26            NaN     7.867845e+09  1.947799   15.227500   11.188955   
 27            NaN     7.867845e+09  1.947799   43.029826   39.775433   
 28            NaN     7.368890e+10  2.398082   28.277878   24.625503   
 29            NaN     3.391381e+11  2.582311   31.036640   27.425919   
 ...           ...              ...       ...         ...         ...   
 12400         NaN     5.056250e+06       NaN   27.361575   18.645351   
 12401         NaN     6.090515e+06  0.000000  103.358012  100.649062   
 12402         NaN     3.012930e+06       NaN   92.498958   88.918486   
 12403       78.11     3.678000e+05  0.000000  124.996668  121.365244   
 12404     4784.98     6.004760e+06  0.000000  106.372174  102.915845   
 12405      503.38     2.165040e+07       NaN  103.213636   99.370893   
 12406       84.65     6.832300e+04       NaN  101.592610   97.376902   
 12407         NaN     1.967420e+06       NaN  112.832095  109.247112   
 12408    64652.93     1.074750e+07  0.000000  150.202213  147.517650   
 12409         NaN     5.030700e+01  0.000000   54.125268   44.082201   
 12410    46864.12     2.763600e+07  0.000000  101.079507   98.362578   
 12411     9395.84     2.426454e+06  0.000000  161.802327  159.244195   
 12412    12311.68     4.330128e+07  0.000000   34.474822   29.144681   
 12413    14156.74     5.518735e+06       NaN   95.786897   92.542792   
 12414         NaN     7.414000e+04       NaN   49.589389   40.931189   
 12415     3561.21     5.561000e+06  0.000000  181.776780  179.630208   
 12416         NaN     1.550796e+07  0.000000   93.956493   89.594736   
 12417  1655972.63     2.952134e+10  4.714286   30.069605   26.809108   
 12418         NaN     1.352860e+06  0.000000   60.544515   50.357960   
 12419         NaN     7.609700e+05       NaN  116.327988  112.594797   
 12420         NaN     1.251480e+06  0.000000   41.354786   33.090171   
 12421     2360.35     3.454800e+05       NaN  112.962415  109.468973   
 12422         NaN     3.287040e+06       NaN  134.798173  131.350786   
 12423         NaN     4.690000e+05  0.000000  142.626725  140.128617   
 12424         NaN     1.009534e+07  0.000000   95.180616   90.436777   
 12425    13929.59     3.838960e+07  0.000000   77.782156   72.926172   
 12426      147.77     1.307280e+06       NaN  113.271433  110.026727   
 12427         NaN     2.437080e+07       NaN   53.292498   46.253621   
 12428     4610.72     2.031860e+06  0.000000  169.129087  166.339189   
 12429  3913625.05     8.409104e+08  0.620877   50.113432   37.696275   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000195  0.090419  20040121  
 1      0.000013  0.095483  20040121  
 2      0.046154  0.152669  20040121  
 3      0.058087  0.344907  20040121  
 4     -0.018425  0.242200  20040121  
 5      0.048095  0.271084  20040121  
 6     -0.003033 -0.037727  20040121  
 7      0.132486  0.180956  20040121  
 8      0.690922  1.083157  20040121  
 9      0.059120  0.254944  20040121  
 10    -0.073201  0.475966  20040121  
 11     0.499076  0.836284  20040121  
 12     0.230832  0.589907  20040121  
 13     0.451775  0.539612  20040121  
 14     0.000013  0.026657  20040121  
 15    -0.125207  0.097900  20040121  
 16     0.421140  0.692661  20040121  
 17     0.103463  0.152544  20040121  
 18     0.059663  0.355404  20040121  
 19     0.067748  0.243141  20040121  
 20     0.186454  0.312075  20040121  
 21    -0.220883 -0.005681  20040121  
 22     0.877428  0.988868  20040121  
 23     0.085841  0.427714  20040121  
 24     0.005641  0.339323  20040121  
 25     0.436994  0.723909  20040121  
 26     0.015310  0.192848  20040121  
 27     0.392663  0.818738  20040121  
 28     0.319515  0.532749  20040121  
 29    -0.025883  0.229700  20040121  
 ...         ...       ...       ...  
 12400  0.000013 -0.093465  20040121  
 12401  0.332824  0.597083  20040121  
 12402  0.730964  1.038504  20040121  
 12403  0.910864  1.135253  20040121  
 12404  0.678878  0.935431  20040121  
 12405  0.681267  1.087025  20040121  
 12406  1.013523  1.318370  20040121  
 12407  1.108173  1.260684  20040121  
 12408  0.624609  0.783492  20040121  
 12409  1.091714  1.359283  20040121  
 12410  0.484063  0.721723  20040121  
 12411  0.645388  1.050958  20040121  
 12412  0.351597  0.175233  20040121  
 12413  0.378874  0.768194  20040121  
 12414  0.832639  1.078852  20040121  
 12415  0.710717  0.966816  20040121  
 12416  0.635478  0.935833  20040121  
 12417  0.262260  0.347656  20040121  
 12418  1.046704  1.151794  20040121  
 12419  0.765621  1.087774  20040121  
 12420  0.245318  0.564574  20040121  
 12421  1.071574  1.307613  20040121  
 12422  0.954552  1.167597  20040121  
 12423  0.741983  0.948668  20040121  
 12424  0.308664  0.374908  20040121  
 12425  0.869097  1.110368  20040121  
 12426  0.547436  0.681297  20040121  
 12427  0.671608  0.890368  20040121  
 12428  0.998934  1.320764  20040121  
 12429  0.725492  1.001572  20040121  
 
 [12430 rows x 92 columns],
 '20040122':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.521            0.000               0.0   
 1      USA0011             0.590            0.000               0.0   
 2      USA0031             0.395            0.000               0.0   
 3      USA0062             0.357            0.431               0.0   
 4      USA00E2             0.680            0.000               0.0   
 5      USA00F1             0.886            0.000               0.0   
 6      USA00G2             0.351            0.000               0.0   
 7      USA00H1             0.394            0.000               0.0   
 8      USA00I1             0.119            0.000               0.0   
 9      USA00J1             0.542            0.000               0.0   
 10     USA00K1             0.323            0.000               0.0   
 11     USA00P1             0.600            0.000               0.0   
 12     USA00R1             0.533            0.000               0.0   
 13     USA00S1            -0.514            0.000               0.0   
 14     USA00V1             0.955            0.000               0.0   
 15     USA0131             0.541            1.000               0.0   
 16     USA0161             0.530            1.000               0.0   
 17     USA01I1             0.933            0.000               0.0   
 18     USA01J2             1.314            0.000               0.0   
 19     USA01L1             0.090            0.000               0.0   
 20     USA01P1            -0.128            0.000               0.0   
 21     USA01Q1             0.776            0.000               0.0   
 22     USA0202            -0.346            0.000               0.0   
 23     USA0231             0.631            0.000               0.0   
 24     USA0281             0.142            0.000               0.0   
 25     USA0291             0.110            0.000               0.0   
 26     USA02A1             0.552            0.000               0.0   
 27     USA02B1            -2.365            0.000               0.0   
 28     USA02H1             0.458            0.000               0.0   
 29     USA02P1             0.623            0.000               0.0   
 ...        ...               ...              ...               ...   
 12400  USAZY41             0.542            0.000               0.0   
 12401  USAZY51            -0.060            0.000               0.0   
 12402  USAZY61            -0.374            0.000               0.0   
 12403  USAZY71            -0.747            0.000               0.0   
 12404  USAZYI1            -2.698            0.000               0.0   
 12405  USAZYJ1            -0.120            0.000               0.0   
 12406  USAZYK1            -1.460            0.000               0.0   
 12407  USAZYM1            -1.173            0.000               0.0   
 12408  USAZYR1            -2.498            0.000               0.0   
 12409  USAZYS1            -0.467            0.000               0.0   
 12410  USAZYT1            -0.082            0.000               0.0   
 12411  USAZYV1            -0.280            0.000               0.0   
 12412  USAZYX1            -0.306            0.000               0.0   
 12413  USAZZ41            -2.698            0.000               0.0   
 12414  USAZZ51            -0.298            0.000               0.0   
 12415  USAZZ61            -2.650            0.000               0.0   
 12416  USAZZ71             0.262            0.000               0.0   
 12417  USAZZ81            -0.225            0.000               0.0   
 12418  USAZZ91            -1.920            0.000               0.0   
 12419  USAZZA1            -0.191            0.000               0.0   
 12420  USAZZB1            -0.229            0.000               0.0   
 12421  USAZZD1            -0.864            0.000               0.0   
 12422  USAZZF1             2.561            0.000               0.0   
 12423  USAZZI1            -2.698            0.000               0.0   
 12424  USAZZJ1            -2.527            0.000               0.0   
 12425  USAZZL1            -0.511            0.000               0.0   
 12426  USAZZP1            -0.516            0.000               0.0   
 12427  USAZZR1            -0.108            0.000               0.0   
 12428  USAZZX1             2.819            0.000               0.0   
 12429  USAZZY1            -0.169            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12400               0.0              0.0           0.0            0.0   
 12401               0.0              0.0           0.0            0.0   
 12402               0.0              0.0           0.0            0.0   
 12403               0.0              0.0           0.0            0.0   
 12404               0.0              0.0           0.0            0.0   
 12405               0.0              0.0           0.0            0.0   
 12406               0.0              0.0           0.0            0.0   
 12407               0.0              0.0           0.0            0.0   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.148           0.000  ...           NaN          NaN   
 1            -2.148           0.000  ...           NaN          NaN   
 2            -2.049           0.000  ...           NaN          NaN   
 3            -2.022           0.000  ...           NaN          NaN   
 4            -2.187           0.000  ...           NaN          NaN   
 5            -2.048           0.000  ...           NaN          NaN   
 6            -2.154           0.000  ...           NaN          NaN   
 7            -1.867           0.000  ...           NaN          NaN   
 8            -0.674           0.000  ...           NaN          NaN   
 9            -2.023           0.863  ...           NaN          NaN   
 10           -2.305           0.000  ...           NaN          NaN   
 11           -1.088           0.000  ...           NaN          NaN   
 12           -1.670           0.000  ...           NaN          NaN   
 13           -1.203           0.000  ...           NaN      32058.0   
 14           -2.148           0.000  ...           NaN          NaN   
 15           -2.454           0.000  ...           NaN          NaN   
 16           -1.243           0.000  ...           NaN        774.0   
 17           -1.931           0.000  ...           NaN          NaN   
 18           -2.020           0.000  ...           NaN          NaN   
 19           -2.002           0.000  ...           NaN          NaN   
 20           -1.751           0.000  ...           NaN          NaN   
 21           -2.616           1.000  ...           NaN          NaN   
 22           -0.282           0.000  ...           NaN          NaN   
 23           -1.966           0.000  ...           NaN          NaN   
 24           -2.141           0.000  ...           NaN          NaN   
 25           -1.218           0.000  ...           NaN          NaN   
 26           -2.115           0.000  ...           NaN          NaN   
 27           -1.390           0.000  ...           NaN       2385.0   
 28           -1.472           0.000  ...           NaN          NaN   
 29           -2.202           0.000  ...           NaN      18250.0   
 ...             ...             ...  ...           ...          ...   
 12400        -2.148           0.000  ...           NaN          NaN   
 12401        -1.444           0.000  ...           NaN       1000.0   
 12402        -0.595           0.000  ...           NaN          NaN   
 12403        -0.212           0.000  ...           NaN        135.0   
 12404        -0.779           0.000  ...           NaN       5951.0   
 12405        -0.701           0.000  ...           NaN          NaN   
 12406         0.013           0.000  ...           NaN     149260.0   
 12407         0.211           0.000  ...           NaN          NaN   
 12408        -0.926           0.000  ...           NaN    2929517.0   
 12409         0.174           0.000  ...           NaN          NaN   
 12410        -1.126           0.000  ...           NaN      21300.0   
 12411        -0.776           0.000  ...           NaN      63000.0   
 12412        -1.401           0.000  ...           NaN       1900.0   
 12413        -1.344           0.000  ...           NaN     199660.0   
 12414        -0.379           0.000  ...           NaN        500.0   
 12415        -0.679           0.000  ...           NaN     523750.0   
 12416        -0.800           0.000  ...           NaN          NaN   
 12417        -1.607           1.000  ...           NaN      18600.0   
 12418         0.082           0.000  ...           NaN          NaN   
 12419        -0.525           0.000  ...           NaN          NaN   
 12420        -1.629           0.000  ...           NaN          NaN   
 12421         0.133           0.000  ...           NaN     828000.0   
 12422        -0.085           0.000  ...           NaN      35500.0   
 12423        -0.806           1.000  ...           NaN      16000.0   
 12424        -1.503           0.000  ...           NaN          0.0   
 12425        -0.308           0.000  ...           NaN          NaN   
 12426        -0.986           1.000  ...           NaN          NaN   
 12427        -0.718           0.000  ...           NaN          NaN   
 12428         0.005           0.000  ...           NaN       5000.0   
 12429        -0.629           0.000  ...           NaN     107600.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.566762e+10  0.188679   20.947763   14.821101   
 1             NaN     6.600078e+09  0.000000   23.970709   17.379257   
 2             NaN     6.731504e+10  2.103004   29.235650   24.599483   
 3             NaN     3.090176e+10  2.243494   30.803946   27.986459   
 4             NaN     5.636551e+10  2.167256   39.903551   36.104024   
 5             NaN     1.816040e+11  0.392275   21.399871   16.907547   
 6             NaN     1.607642e+10  4.679803   30.169027   20.967367   
 7             NaN     7.935722e+10  0.000000   31.646648   25.677159   
 8             NaN     1.779979e+10  0.087623   43.479832   34.778908   
 9             NaN     4.190875e+10  1.670463   30.678906   27.581328   
 10            NaN     3.910049e+10  0.000000   46.544958   37.340300   
 11            NaN     2.496130e+10  1.413784   26.327227   22.175390   
 12            NaN     6.352014e+09  2.641914   21.773026   16.829953   
 13            NaN     1.524983e+10  1.244629   28.981722   26.492954   
 14            NaN     1.129269e+10  1.458435   18.278666   13.274931   
 15            NaN     3.432698e+10  1.613669   34.406169   29.805924   
 16            NaN     3.432698e+10  1.613669   38.447736   34.355071   
 17            NaN     2.819320e+10  0.196207   20.608039   16.753522   
 18            NaN     2.898405e+10  1.782703   31.220419   27.606442   
 19            NaN     9.314322e+10  3.380021   31.947819   27.693057   
 20            NaN     1.960332e+11  0.000000   47.443684   42.635875   
 21            NaN     1.212423e+11  1.733990   30.143685   26.665453   
 22            NaN     1.668858e+10  0.000000   40.640982   35.365911   
 23            NaN     8.842232e+10  0.000000   32.609756   29.076644   
 24            NaN     4.309171e+10  3.050774   26.612884   22.182811   
 25            NaN     3.593560e+10  0.000000   31.852084   27.810918   
 26            NaN     8.867800e+09  1.947799   15.575408   11.368260   
 27            NaN     8.867800e+09  1.947799   48.400697   45.507711   
 28            NaN     7.727255e+10  2.398082   28.639790   25.067729   
 29            NaN     3.358319e+11  2.582311   31.546878   28.039976   
 ...           ...              ...       ...         ...         ...   
 12400         NaN     5.056250e+06       NaN   27.539320   19.023203   
 12401     1163.82     6.090515e+06  0.000000  105.323572  102.719883   
 12402         NaN     3.012930e+06       NaN   94.795086   91.322790   
 12403       78.20     3.678000e+05  0.000000  128.089056  124.588495   
 12404     5036.55     7.347930e+06  0.000000  112.388443  108.957607   
 12405         NaN     2.165040e+07       NaN  106.121418  102.641084   
 12406       89.02     6.832300e+04       NaN  103.353252   99.211598   
 12407         NaN     1.967420e+06       NaN  116.241845  112.717521   
 12408   115501.97     1.397175e+07  0.000000  158.770031  156.234072   
 12409         NaN     5.030700e+01  0.000000   54.591518   44.694929   
 12410    44312.61     2.763600e+07  0.000000  102.826921  100.220273   
 12411     9004.77     2.426454e+06  0.000000  165.465411  163.039394   
 12412    12392.47     4.335320e+07  0.000000   34.795889   29.624087   
 12413    15611.01     5.966200e+06       NaN  100.089882   96.926981   
 12414        9.32     7.414000e+04       NaN   49.844726   41.337155   
 12415     3764.42     6.117100e+06  0.000000  186.742716  184.527335   
 12416         NaN     1.550796e+07  0.000000   94.513580   90.153792   
 12417  1635374.47     2.972934e+10  4.714286   29.946206   26.855640   
 12418         NaN     1.352860e+06  0.000000   61.407290   51.347089   
 12419         NaN     7.609700e+05       NaN  118.369392  114.766586   
 12420         NaN     1.251480e+06  0.000000   41.593427   33.627351   
 12421     2238.32     3.454800e+05       NaN  116.729325  113.346894   
 12422     3696.77     3.081600e+06       NaN  136.150752  132.745228   
 12423     1085.15     9.380000e+05  0.000000  172.467066  170.395896   
 12424         NaN     1.041310e+07  0.000000   97.144340   92.494507   
 12425         NaN     3.838960e+07  0.000000   78.872808   74.176789   
 12426         NaN     1.307280e+06       NaN  114.967589  111.940093   
 12427         NaN     2.437080e+07       NaN   53.716856   46.860115   
 12428     4488.00     1.828674e+06  0.000000  173.885722  170.976698   
 12429  3901686.68     8.565776e+08  0.620877   50.305710   38.219376   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000195  0.075763  20040122  
 1      0.000010  0.078115  20040122  
 2      0.046572  0.136115  20040122  
 3      0.059282  0.333954  20040122  
 4     -0.018542  0.235094  20040122  
 5      0.046811  0.262691  20040122  
 6     -0.002743 -0.049574  20040122  
 7      0.131702  0.161852  20040122  
 8      0.692065  1.118425  20040122  
 9      0.058590  0.250509  20040122  
 10    -0.073564  0.471994  20040122  
 11     0.497441  0.835231  20040122  
 12     0.224141  0.580393  20040122  
 13     0.443637  0.507629  20040122  
 14     0.000010  0.020029  20040122  
 15    -0.143478  0.074016  20040122  
 16     0.424608  0.666831  20040122  
 17     0.101943  0.145937  20040122  
 18     0.060103  0.404145  20040122  
 19     0.068454  0.217750  20040122  
 20     0.186455  0.316202  20040122  
 21    -0.219955 -0.004716  20040122  
 22     0.875921  0.991764  20040122  
 23     0.085238  0.414405  20040122  
 24     0.003115  0.321980  20040122  
 25     0.436516  0.714204  20040122  
 26     0.015320  0.178327  20040122  
 27     0.355889  0.702434  20040122  
 28     0.317511  0.511425  20040122  
 29    -0.025190  0.220418  20040122  
 ...         ...       ...       ...  
 12400  0.000010 -0.098452  20040122  
 12401  0.330456  0.591575  20040122  
 12402  0.728976  1.032202  20040122  
 12403  0.908977  1.123518  20040122  
 12404  0.642376  0.852945  20040122  
 12405  0.679282  1.095090  20040122  
 12406  1.014450  1.305655  20040122  
 12407  1.107568  1.237991  20040122  
 12408  0.573633  0.676963  20040122  
 12409  1.090068  1.360771  20040122  
 12410  0.479553  0.720621  20040122  
 12411  0.644222  0.985737  20040122  
 12412  0.350581  0.160919  20040122  
 12413  0.377582  0.656856  20040122  
 12414  0.830245  1.082403  20040122  
 12415  0.689512  0.827685  20040122  
 12416  0.632954  0.963981  20040122  
 12417  0.253921  0.334407  20040122  
 12418  1.046606  1.124612  20040122  
 12419  0.761976  1.092536  20040122  
 12420  0.243485  0.547449  20040122  
 12421  1.070534  1.294801  20040122  
 12422  0.968600  1.284567  20040122  
 12423  0.630012  0.798779  20040122  
 12424  0.302931  0.353938  20040122  
 12425  0.863802  1.074445  20040122  
 12426  0.545525  0.707596  20040122  
 12427  0.671218  0.903522  20040122  
 12428  1.010596  1.389794  20040122  
 12429  0.713018  0.974768  20040122  
 
 [12430 rows x 92 columns],
 '20040123':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.806            0.000               0.0   
 1      USA0011            -0.372            0.000               0.0   
 2      USA0031             0.096            0.000               0.0   
 3      USA0062             0.129            0.431               0.0   
 4      USA00E2            -0.372            0.000               0.0   
 5      USA00F1             0.253            0.000               0.0   
 6      USA00G2            -0.193            0.000               0.0   
 7      USA00H1             0.901            0.000               0.0   
 8      USA00I1            -0.143            0.000               0.0   
 9      USA00J1             0.564            0.000               0.0   
 10     USA00K1            -1.462            0.000               0.0   
 11     USA00P1             0.063            0.000               0.0   
 12     USA00R1             0.537            0.000               0.0   
 13     USA00S1             1.004            0.000               0.0   
 14     USA00V1            -0.064            0.000               0.0   
 15     USA0131            -0.138            1.000               0.0   
 16     USA0161             0.726            1.000               0.0   
 17     USA01I1             0.072            0.000               0.0   
 18     USA01J2             0.147            0.000               0.0   
 19     USA01L1             0.584            0.000               0.0   
 20     USA01P1             0.151            0.000               0.0   
 21     USA01Q1             0.585            0.000               0.0   
 22     USA0202             0.220            0.000               0.0   
 23     USA0231            -0.039            0.000               0.0   
 24     USA0281            -0.935            0.000               0.0   
 25     USA0291            -0.033            0.000               0.0   
 26     USA02A1            -0.363            0.000               0.0   
 27     USA02B1            -0.667            0.000               0.0   
 28     USA02H1             0.396            0.000               0.0   
 29     USA02P1            -0.244            0.000               0.0   
 ...        ...               ...              ...               ...   
 12402  USAZY41             0.373            0.000               0.0   
 12403  USAZY51             1.201            0.000               0.0   
 12404  USAZY61             1.150            0.000               0.0   
 12405  USAZY71             1.332            0.000               0.0   
 12406  USAZYI1             2.838            0.000               0.0   
 12407  USAZYJ1             0.751            0.000               0.0   
 12408  USAZYK1             0.997            0.000               0.0   
 12409  USAZYM1             0.842            0.000               0.0   
 12410  USAZYR1            -2.378            0.000               0.0   
 12411  USAZYS1             0.710            0.000               0.0   
 12412  USAZYT1             2.838            0.000               0.0   
 12413  USAZYV1             2.838            0.000               0.0   
 12414  USAZYX1             2.233            0.000               0.0   
 12415  USAZZ41             2.838            0.000               0.0   
 12416  USAZZ51             0.891            0.000               0.0   
 12417  USAZZ61            -2.287            0.000               0.0   
 12418  USAZZ71             0.831            0.000               0.0   
 12419  USAZZ81             0.538            0.000               0.0   
 12420  USAZZ91             2.170            0.000               0.0   
 12421  USAZZA1             0.977            0.000               0.0   
 12422  USAZZB1             0.520            0.000               0.0   
 12423  USAZZD1             1.135            0.000               0.0   
 12424  USAZZF1             2.838            0.000               0.0   
 12425  USAZZI1             1.021            0.000               0.0   
 12426  USAZZJ1             2.577            0.000               0.0   
 12427  USAZZL1             2.838            0.000               0.0   
 12428  USAZZP1             1.465            0.000               0.0   
 12429  USAZZR1             0.872            0.000               0.0   
 12430  USAZZX1             1.262            0.000               0.0   
 12431  USAZZY1            -1.472            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12402               0.0              0.0           0.0            0.0   
 12403               0.0              0.0           0.0            0.0   
 12404               0.0              0.0           0.0            0.0   
 12405               0.0              0.0           0.0            0.0   
 12406               0.0              0.0           0.0            0.0   
 12407               0.0              0.0           0.0            0.0   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 12431               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.147           0.000  ...           NaN          NaN   
 1            -2.147           0.000  ...           NaN          NaN   
 2            -2.046           0.000  ...           NaN          NaN   
 3            -2.019           0.000  ...           NaN          NaN   
 4            -2.184           0.000  ...           NaN          NaN   
 5            -2.044           0.000  ...           NaN          NaN   
 6            -2.152           0.000  ...           NaN          NaN   
 7            -1.868           0.000  ...           NaN          NaN   
 8            -0.668           0.000  ...           NaN          NaN   
 9            -2.022           0.863  ...           NaN          NaN   
 10           -2.303           0.000  ...           NaN          NaN   
 11           -1.087           0.000  ...           NaN          NaN   
 12           -1.680           0.000  ...           NaN          NaN   
 13           -1.192           0.000  ...           NaN     148990.0   
 14           -2.147           0.000  ...           NaN          NaN   
 15           -2.452           0.000  ...           NaN          NaN   
 16           -1.227           0.000  ...           NaN       1130.0   
 17           -1.930           0.000  ...           NaN          NaN   
 18           -2.016           0.000  ...           NaN          NaN   
 19           -2.000           0.000  ...           NaN          NaN   
 20           -1.747           0.000  ...           NaN          NaN   
 21           -2.615           1.000  ...           NaN          NaN   
 22           -0.279           0.000  ...           NaN          NaN   
 23           -1.965           0.000  ...           NaN          NaN   
 24           -2.141           0.000  ...           NaN          NaN   
 25           -1.215           0.000  ...           NaN          NaN   
 26           -2.114           0.000  ...           NaN          NaN   
 27           -1.391           0.000  ...           NaN        910.0   
 28           -1.470           0.000  ...           NaN          NaN   
 29           -2.173           0.000  ...           NaN      18250.0   
 ...             ...             ...  ...           ...          ...   
 12402        -2.147           0.000  ...           NaN          NaN   
 12403        -1.443           0.000  ...           NaN          NaN   
 12404        -0.594           0.000  ...           NaN          NaN   
 12405        -0.211           0.000  ...           NaN       3500.0   
 12406        -0.746           0.000  ...           NaN      22529.0   
 12407        -0.750           0.000  ...           NaN          NaN   
 12408         0.016           0.000  ...           NaN          NaN   
 12409         0.214           0.000  ...           NaN          NaN   
 12410        -0.929           0.000  ...           NaN    2519432.0   
 12411         0.175           0.000  ...           NaN          NaN   
 12412        -1.122           0.000  ...           NaN      26375.0   
 12413        -0.761           0.000  ...           NaN     325300.0   
 12414        -1.389           0.000  ...           NaN       3300.0   
 12415        -1.313           0.000  ...           NaN      55000.0   
 12416        -0.377           0.000  ...           NaN          NaN   
 12417        -0.689           0.000  ...           NaN    2026990.0   
 12418        -0.798           0.000  ...           NaN          NaN   
 12419        -1.600           1.000  ...           NaN      57400.0   
 12420         0.082           0.000  ...           NaN          NaN   
 12421        -0.526           0.000  ...           NaN          NaN   
 12422        -1.628           0.000  ...           NaN          NaN   
 12423         0.135           0.000  ...           NaN          NaN   
 12424        -0.052           0.000  ...           NaN       3440.0   
 12425        -0.804           1.000  ...           NaN          NaN   
 12426        -1.477           0.000  ...           NaN          0.0   
 12427        -0.291           0.000  ...           NaN      12600.0   
 12428        -0.984           1.000  ...           NaN          NaN   
 12429        -0.714           0.000  ...           NaN          NaN   
 12430         0.005           0.000  ...           NaN      28600.0   
 12431        -0.646           0.000  ...           NaN     204500.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.470887e+10  0.188679   21.082933   15.014589   
 1             NaN     6.618669e+09  0.000000   23.812240   17.260884   
 2             NaN     6.714316e+10  2.103004   29.047846   24.446885   
 3             NaN     3.063514e+10  2.243494   30.747959   27.919791   
 4             NaN     5.539369e+10  2.167256   39.990327   36.060146   
 5             NaN     1.795952e+11  0.392275   21.202702   16.779363   
 6             NaN     1.552478e+10  4.679803   30.004973   20.842235   
 7             NaN     8.251963e+10  0.000000   31.585600   25.574168   
 8             NaN     1.786958e+10  0.087623   43.588440   34.953536   
 9             NaN     4.249575e+10  1.670463   30.332503   27.327477   
 10            NaN     3.753714e+10  0.000000   47.421231   37.791322   
 11            NaN     2.512787e+10  1.413784   26.268975   22.007859   
 12            NaN     6.287941e+09  2.641914   21.713228   16.712961   
 13            NaN     1.503488e+10  1.244629   29.033137   26.472324   
 14            NaN     1.124191e+10  1.458435   18.065898   13.191119   
 15            NaN     3.348681e+10  1.613669   34.292796   29.688795   
 16            NaN     3.348681e+10  1.613669   38.353231   34.169570   
 17            NaN     2.838071e+10  0.196207   20.551821   16.653120   
 18            NaN     2.904271e+10  1.782703   30.937830   27.439329   
 19            NaN     9.287603e+10  3.380021   31.932458   27.536049   
 20            NaN     1.903309e+11  0.000000   47.169567   42.488970   
 21            NaN     1.229873e+11  1.733990   30.013198   26.521712   
 22            NaN     1.711549e+10  0.000000   40.367270   35.165018   
 23            NaN     8.842232e+10  0.000000   32.420155   28.923550   
 24            NaN     4.256365e+10  3.050774   27.065858   22.505775   
 25            NaN     3.533346e+10  0.000000   31.675970   27.631176   
 26            NaN     8.561224e+09  1.947799   15.648680   11.490192   
 27            NaN     8.561224e+09  1.947799   48.201116   45.622797   
 28            NaN     7.596764e+10  2.398082   28.426864   24.882572   
 29            NaN     3.327260e+11  2.582311   31.288856   27.887252   
 ...           ...              ...       ...         ...         ...   
 12402         NaN     5.056250e+06       NaN   27.594008   19.161547   
 12403         NaN     6.090515e+06  0.000000  104.991307  102.331006   
 12404         NaN     3.012930e+06       NaN   94.404389   90.880803   
 12405       80.18     3.678000e+05  0.000000  127.155256  123.604808   
 12406     5637.63     6.478820e+06  0.000000  115.049966  111.766628   
 12407         NaN     2.165040e+07       NaN  103.465602   99.910903   
 12408         NaN     6.832300e+04       NaN  101.795989   97.621596   
 12409         NaN     1.967420e+06       NaN  113.792355  110.080006   
 12410   163902.24     1.540475e+07  0.000000  158.783498  156.201829   
 12411         NaN     5.030700e+01  0.000000   54.285788   44.362453   
 12412    44701.34     2.664900e+07  0.000000  102.934016  100.146809   
 12413     9239.77     2.291651e+06  0.000000  165.505582  162.932586   
 12414    13607.53     4.267824e+07  0.000000   36.147145   30.709278   
 12415    14918.83     5.518735e+06       NaN  100.716444   97.760708   
 12416         NaN     7.414000e+04       NaN   49.672314   41.113037   
 12417     4864.04     6.673200e+06  0.000000  186.640110  184.462644   
 12418         NaN     1.550796e+07  0.000000   94.558756   90.140779   
 12419  1659722.05     2.975807e+10  4.714286   29.877935   26.761613   
 12420         NaN     1.352860e+06  0.000000   61.309872   50.969498   
 12421         NaN     7.609700e+05       NaN  118.004228  114.380469   
 12422         NaN     1.251480e+06  0.000000   41.551004   33.588946   
 12423         NaN     3.454800e+05       NaN  116.939892  113.571431   
 12424     2487.55     2.670720e+06       NaN  141.167417  137.716525   
 12425         NaN     9.380000e+05  0.000000  171.656508  169.757048   
 12426         NaN     1.026345e+07  0.000000   96.990391   92.379117   
 12427    16050.95     3.634760e+07  0.000000   80.306467   75.352191   
 12428         NaN     1.307280e+06       NaN  115.114291  112.126220   
 12429         NaN     2.437080e+07       NaN   53.367054   46.497169   
 12430     4400.03     1.828674e+06  0.000000  173.565621  170.684816   
 12431  4111561.68     8.792790e+08  0.620877   50.237354   38.326366   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000192  0.055979  20040123  
 1      0.000011  0.067500  20040123  
 2      0.047060  0.133616  20040123  
 3      0.059699  0.328192  20040123  
 4     -0.017640  0.173034  20040123  
 5      0.048169  0.265590  20040123  
 6     -0.002521 -0.052680  20040123  
 7      0.130914  0.180606  20040123  
 8      0.694009  1.113590  20040123  
 9      0.058273  0.249529  20040123  
 10    -0.073572  0.449542  20040123  
 11     0.497189  0.863289  20040123  
 12     0.218919  0.591370  20040123  
 13     0.447912  0.536582  20040123  
 14     0.000011  0.014528  20040123  
 15    -0.143115  0.067642  20040123  
 16     0.431476  0.676750  20040123  
 17     0.101433  0.138488  20040123  
 18     0.061156  0.402746  20040123  
 19     0.069033  0.228847  20040123  
 20     0.187302  0.329113  20040123  
 21    -0.219638 -0.002946  20040123  
 22     0.876239  0.993849  20040123  
 23     0.085434  0.409701  20040123  
 24     0.002858  0.301989  20040123  
 25     0.437238  0.709270  20040123  
 26     0.015359  0.170144  20040123  
 27     0.354499  0.666950  20040123  
 28     0.317548  0.513039  20040123  
 29    -0.012572  0.225277  20040123  
 ...         ...       ...       ...  
 12402  0.000011 -0.087996  20040123  
 12403  0.329957  0.614923  20040123  
 12404  0.728697  1.059890  20040123  
 12405  0.908251  1.153623  20040123  
 12406  0.657286  0.945097  20040123  
 12407  0.655269  1.084332  20040123  
 12408  1.014852  1.340204  20040123  
 12409  1.107849  1.289715  20040123  
 12410  0.571412  0.683024  20040123  
 12411  1.089387  1.375093  20040123  
 12412  0.480853  0.789877  20040123  
 12413  0.650344  1.066096  20040123  
 12414  0.355332  0.222673  20040123  
 12415  0.390938  0.729764  20040123  
 12416  0.830139  1.102834  20040123  
 12417  0.683709  0.836221  20040123  
 12418  0.632595  0.979534  20040123  
 12419  0.256612  0.343765  20040123  
 12420  1.045852  1.193994  20040123  
 12421  0.760601  1.115541  20040123  
 12422  0.243201  0.557914  20040123  
 12423  1.070372  1.311604  20040123  
 12424  0.982938  1.260999  20040123  
 12425  0.630088  0.766066  20040123  
 12426  0.314104  0.489267  20040123  
 12427  0.870459  1.150336  20040123  
 12428  0.545421  0.757071  20040123  
 12429  0.672390  0.928112  20040123  
 12430  1.009728  1.368289  20040123  
 12431  0.704346  0.938000  20040123  
 
 [12432 rows x 92 columns],
 '20040126':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.525            0.000               0.0   
 1      USA0011            -0.590            0.000               0.0   
 2      USA0031             0.849            0.000               0.0   
 3      USA0062             0.663            0.431               0.0   
 4      USA00E2             0.793            0.000               0.0   
 5      USA00F1             0.447            0.000               0.0   
 6      USA00G2             0.044            0.000               0.0   
 7      USA00H1             0.655            0.000               0.0   
 8      USA00I1             0.963            0.000               0.0   
 9      USA00J1             0.398            0.000               0.0   
 10     USA00K1             0.348            0.000               0.0   
 11     USA00P1             0.581            0.000               0.0   
 12     USA00R1             0.160            0.000               0.0   
 13     USA00S1             2.165            0.000               0.0   
 14     USA00V1             0.588            0.000               0.0   
 15     USA0131             0.661            1.000               0.0   
 16     USA0161             0.724            1.000               0.0   
 17     USA01I1             0.468            0.000               0.0   
 18     USA01J2             0.526            0.000               0.0   
 19     USA01L1             0.332            0.000               0.0   
 20     USA01P1             1.431            0.000               0.0   
 21     USA01Q1             0.320            0.000               0.0   
 22     USA0202             1.289            0.000               0.0   
 23     USA0231             0.867            0.000               0.0   
 24     USA0281             0.454            0.000               0.0   
 25     USA0291             0.891            0.000               0.0   
 26     USA02A1             0.222            0.000               0.0   
 27     USA02B1            -0.877            0.000               0.0   
 28     USA02H1             0.829            0.000               0.0   
 29     USA02P1             0.526            0.000               0.0   
 ...        ...               ...              ...               ...   
 12400  USAZY41            -0.199            0.000               0.0   
 12401  USAZY51            -0.270            0.000               0.0   
 12402  USAZY61             0.113            0.000               0.0   
 12403  USAZY71            -2.868            0.000               0.0   
 12404  USAZYI1            -0.654            0.000               0.0   
 12405  USAZYJ1             0.207            0.000               0.0   
 12406  USAZYK1             0.124            0.000               0.0   
 12407  USAZYM1             2.922            0.000               0.0   
 12408  USAZYR1            -2.868            0.000               0.0   
 12409  USAZYS1             0.501            0.000               0.0   
 12410  USAZYT1             0.110            0.000               0.0   
 12411  USAZYV1            -2.868            0.000               0.0   
 12412  USAZYX1            -1.246            0.000               0.0   
 12413  USAZZ41             0.414            0.000               0.0   
 12414  USAZZ51             0.449            0.000               0.0   
 12415  USAZZ61            -2.868            0.000               0.0   
 12416  USAZZ71             0.441            0.000               0.0   
 12417  USAZZ81             0.552            0.000               0.0   
 12418  USAZZ91            -0.374            0.000               0.0   
 12419  USAZZA1            -2.866            0.000               0.0   
 12420  USAZZB1             0.349            0.000               0.0   
 12421  USAZZD1             0.132            0.000               0.0   
 12422  USAZZF1             0.608            0.000               0.0   
 12423  USAZZI1             2.460            0.000               0.0   
 12424  USAZZJ1            -0.242            0.000               0.0   
 12425  USAZZL1            -0.012            0.000               0.0   
 12426  USAZZP1            -0.042            0.000               0.0   
 12427  USAZZR1             0.363            0.000               0.0   
 12428  USAZZX1            -0.206            0.000               0.0   
 12429  USAZZY1            -0.149            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12400               0.0              0.0           0.0            0.0   
 12401               0.0              0.0           0.0            0.0   
 12402               0.0              0.0           0.0            0.0   
 12403               0.0              0.0           0.0            0.0   
 12404               0.0              0.0           0.0            0.0   
 12405               0.0              0.0           0.0            0.0   
 12406               0.0              0.0           0.0            0.0   
 12407               0.0              0.0           0.0            0.0   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.157           0.000  ...           NaN          NaN   
 1            -2.156           0.000  ...           NaN          NaN   
 2            -2.061           0.000  ...           NaN          NaN   
 3            -2.038           0.000  ...           NaN          NaN   
 4            -2.208           0.000  ...           NaN          NaN   
 5            -2.056           0.000  ...           NaN          NaN   
 6            -2.164           0.000  ...           NaN          NaN   
 7            -1.876           0.000  ...           NaN          NaN   
 8            -0.698           0.000  ...           NaN          NaN   
 9            -2.033           0.863  ...           NaN          NaN   
 10           -2.319           0.000  ...           NaN          NaN   
 11           -1.097           0.000  ...           NaN          NaN   
 12           -1.687           0.000  ...           NaN          NaN   
 13           -1.236           0.000  ...           NaN      82864.0   
 14           -2.156           0.000  ...           NaN          NaN   
 15           -2.467           0.000  ...           NaN          NaN   
 16           -1.247           0.000  ...           NaN        210.0   
 17           -1.939           0.000  ...           NaN          NaN   
 18           -2.037           0.000  ...           NaN          NaN   
 19           -2.017           0.000  ...           NaN          NaN   
 20           -1.775           0.000  ...           NaN          NaN   
 21           -2.628           1.000  ...           NaN          NaN   
 22           -0.294           0.000  ...           NaN          NaN   
 23           -1.975           0.000  ...           NaN          NaN   
 24           -2.154           0.000  ...           NaN          NaN   
 25           -1.231           0.000  ...           NaN          NaN   
 26           -2.124           0.000  ...           NaN          NaN   
 27           -1.366           0.000  ...           NaN        350.0   
 28           -1.480           0.000  ...           NaN          NaN   
 29           -2.173           0.000  ...           NaN      18250.0   
 ...             ...             ...  ...           ...          ...   
 12400        -2.156           0.000  ...           NaN          NaN   
 12401        -1.458           0.000  ...           NaN          NaN   
 12402        -0.602           0.000  ...           NaN          NaN   
 12403        -0.106           0.000  ...           NaN     145000.0   
 12404        -0.747           0.000  ...           NaN       6900.0   
 12405        -0.760           0.000  ...           NaN          NaN   
 12406         0.016           0.000  ...           NaN      12000.0   
 12407        -0.020           0.000  ...           NaN      25500.0   
 12408        -0.825           0.000  ...           NaN    1286703.0   
 12409         0.177           0.000  ...           NaN        200.0   
 12410        -1.105           0.000  ...           NaN      93075.0   
 12411        -0.709           0.000  ...           NaN     265400.0   
 12412        -1.287           0.000  ...           NaN       5100.0   
 12413        -1.316           0.000  ...           NaN     105300.0   
 12414        -0.386           0.000  ...           NaN       6583.0   
 12415        -0.624           0.000  ...           NaN    1384273.0   
 12416        -0.807           0.000  ...           NaN          NaN   
 12417        -1.636           1.000  ...           NaN      58900.0   
 12418         0.076           0.000  ...           NaN          NaN   
 12419         0.131           0.000  ...           NaN      20000.0   
 12420        -1.634           0.000  ...           NaN          NaN   
 12421         0.157           0.000  ...           NaN     250000.0   
 12422        -0.052           0.000  ...           NaN          NaN   
 12423        -1.245           1.000  ...           NaN       1000.0   
 12424        -1.514           0.000  ...           NaN          0.0   
 12425        -0.297           0.000  ...           NaN        925.0   
 12426        -1.001           1.000  ...           NaN          NaN   
 12427        -0.735           0.000  ...           NaN          NaN   
 12428         0.015           0.000  ...           NaN      10000.0   
 12429        -0.674           0.000  ...           NaN      49400.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.534804e+10  0.188679   20.931695   14.809063   
 1             NaN     6.618669e+09  0.000000   23.840650   17.025516   
 2             NaN     6.856509e+10  2.103004   28.716638   24.073986   
 3             NaN     3.129738e+10  2.243494   30.242273   27.387086   
 4             NaN     5.538037e+10  2.167256   39.311964   35.313365   
 5             NaN     1.816562e+11  0.392275   20.883807   16.393961   
 6             NaN     1.587940e+10  4.679803   29.468186   20.307089   
 7             NaN     8.436545e+10  0.000000   31.169749   25.183047   
 8             NaN     1.803487e+10  0.087623   43.025572   34.424466   
 9             NaN     4.248748e+10  1.670463   29.778305   26.704057   
 10            NaN     3.820239e+10  0.000000   46.526981   36.931533   
 11            NaN     2.517546e+10  1.413784   25.960500   21.671416   
 12            NaN     6.301197e+09  2.641914   21.315960   16.254455   
 13            NaN     1.517661e+10  1.244629   29.642775   26.673743   
 14            NaN     1.135110e+10  1.458435   17.903489   13.007887   
 15            NaN     3.395891e+10  1.613669   33.644806   29.101262   
 16            NaN     3.395891e+10  1.613669   37.553716   33.403925   
 17            NaN     2.875126e+10  0.196207   20.320949   16.375856   
 18            NaN     2.933255e+10  1.782703   30.673008   27.037121   
 19            NaN     9.362416e+10  3.380021   31.292304   26.855185   
 20            NaN     1.964504e+11  0.000000   46.641972   41.851808   
 21            NaN     1.233560e+11  1.733990   29.473926   25.833823   
 22            NaN     1.736130e+10  0.000000   39.937850   34.636729   
 23            NaN     8.985800e+10  0.000000   32.217808   28.560852   
 24            NaN     4.292233e+10  3.050774   26.607703   22.057237   
 25            NaN     3.644140e+10  0.000000   31.677147   27.460807   
 26            NaN     8.595606e+09  1.947799   15.496675   11.341999   
 27            NaN     8.595606e+09  1.947799   47.170986   44.528178   
 28            NaN     7.716543e+10  2.398082   28.136676   24.501629   
 29            NaN     3.420435e+11  2.582311   30.753490   27.305002   
 ...           ...              ...       ...         ...         ...   
 12400         NaN     5.056250e+06       NaN   27.217587   18.737991   
 12401         NaN     6.090515e+06  0.000000  102.326860   99.649396   
 12402         NaN     3.012930e+06       NaN   92.646181   89.152260   
 12403      189.52     4.904000e+05  0.000000  126.431669  122.756612   
 12404     6142.14     6.557830e+06  0.000000  111.156589  107.946115   
 12405         NaN     2.165040e+07       NaN  101.502288   97.976827   
 12406       63.70     6.832300e+04       NaN   99.490221   95.313302   
 12407      381.14     1.362060e+06       NaN  112.475305  108.796076   
 12408   196934.05     1.647950e+07  0.000000  155.392073  152.718172   
 12409        0.00     5.030700e+01  0.000000   53.351001   43.244648   
 12410    48684.76     2.664900e+07  0.000000  100.487543   97.761264   
 12411     9598.34     2.426454e+06  0.000000  161.957357  159.398729   
 12412    17816.79     4.408008e+07  0.000000   35.281867   30.107560   
 12413    16194.79     5.518735e+06       NaN   96.964098   93.794559   
 12414        3.37     7.414000e+04       NaN   48.755094   40.125277   
 12415     5897.88     7.229300e+06  0.000000  182.786959  180.537424   
 12416         NaN     1.550796e+07  0.000000   92.755376   88.346567   
 12417  1721583.84     2.960378e+10  4.714286   31.674289   28.726254   
 12418         NaN     1.352860e+06  0.000000   60.209733   49.911987   
 12419     2552.86     1.630650e+06       NaN  124.052061  120.000614   
 12420         NaN     1.251480e+06  0.000000   41.001438   32.987489   
 12421     2382.53     3.454800e+05       NaN  116.475991  113.242558   
 12422         NaN     2.670720e+06       NaN  132.214553  128.731687   
 12423     1137.77     4.690000e+05  0.000000  178.948688  177.261649   
 12424         NaN     1.023173e+07  0.000000   94.830096   90.161751   
 12425    17011.73     3.642928e+07  0.000000   78.393339   73.488425   
 12426         NaN     1.307280e+06       NaN  112.100712  109.076265   
 12427         NaN     2.437080e+07       NaN   52.258395   45.341462   
 12428     4551.60     1.828674e+06  0.000000  169.655033  166.814645   
 12429  4159052.74     8.792790e+08  0.620877   49.224451   37.325409   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000199  0.093043  20040126  
 1      0.000010  0.050585  20040126  
 2      0.044522  0.159914  20040126  
 3      0.055399  0.348743  20040126  
 4     -0.024248  0.194297  20040126  
 5      0.046886  0.275410  20040126  
 6     -0.003380 -0.046628  20040126  
 7      0.131349  0.189497  20040126  
 8      0.682155  1.134216  20040126  
 9      0.057977  0.259291  20040126  
 10    -0.075975  0.489430  20040126  
 11     0.495606  0.876004  20040126  
 12     0.219664  0.591149  20040126  
 13     0.430415  0.559861  20040126  
 14     0.000010  0.035930  20040126  
 15    -0.145069  0.097739  20040126  
 16     0.425253  0.677932  20040126  
 17     0.101744  0.153571  20040126  
 18     0.055653  0.426083  20040126  
 19     0.065387  0.222205  20040126  
 20     0.178445  0.387566  20040126  
 21    -0.220523  0.002284  20040126  
 22     0.870826  1.023858  20040126  
 23     0.084965  0.456425  20040126  
 24     0.001153  0.332946  20040126  
 25     0.432808  0.754690  20040126  
 26     0.015079  0.188045  20040126  
 27     0.369456  0.678432  20040126  
 28     0.316154  0.531020  20040126  
 29    -0.007679  0.250748  20040126  
 ...         ...       ...       ...  
 12400  0.000010 -0.090470  20040126  
 12401  0.326652  0.585789  20040126  
 12402  0.726901  1.037897  20040126  
 12403  0.959143  1.111265  20040126  
 12404  0.659165  0.883049  20040126  
 12405  0.652846  1.069173  20040126  
 12406  1.016039  1.323827  20040126  
 12407  0.998915  1.230937  20040126  
 12408  0.622497  0.729680  20040126  
 12409  1.091349  1.388966  20040126  
 12410  0.491607  0.766876  20040126  
 12411  0.677118  0.956046  20040126  
 12412  0.406653  0.209143  20040126  
 12413  0.393220  0.748766  20040126  
 12414  0.827928  1.096297  20040126  
 12415  0.716679  0.853741  20040126  
 12416  0.631237  0.970499  20040126  
 12417  0.243499  0.346636  20040126  
 12418  1.043917  1.138322  20040126  
 12419  1.069655  1.309682  20040126  
 12420  0.244380  0.569623  20040126  
 12421  1.081992  1.272609  20040126  
 12422  0.984112  1.326303  20040126  
 12423  0.426053  0.625735  20040126  
 12424  0.300538  0.401613  20040126  
 12425  0.869374  1.128167  20040126  
 12426  0.540314  0.737019  20040126  
 12427  0.664631  0.914080  20040126  
 12428  1.015268  1.314716  20040126  
 12429  0.693079  0.931587  20040126  
 
 [12430 rows x 92 columns],
 '20040127':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.565            0.000               0.0   
 1      USA0011             0.009            0.000               0.0   
 2      USA0031             0.479            0.000               0.0   
 3      USA0062            -1.846            0.431               0.0   
 4      USA00E2             0.710            0.000               0.0   
 5      USA00F1             0.401            0.000               0.0   
 6      USA00G2            -0.133            0.000               0.0   
 7      USA00H1             0.503            0.000               0.0   
 8      USA00I1            -0.120            0.000               0.0   
 9      USA00J1             0.637            0.000               0.0   
 10     USA00K1             0.092            0.000               0.0   
 11     USA00P1             0.321            0.000               0.0   
 12     USA00R1             0.944            0.000               0.0   
 13     USA00S1             0.437            0.000               0.0   
 14     USA00V1             0.220            0.000               0.0   
 15     USA0131             0.695            1.000               0.0   
 16     USA0161            -2.325            1.000               0.0   
 17     USA01I1             0.313            0.000               0.0   
 18     USA01J2             0.666            0.000               0.0   
 19     USA01L1             0.155            0.000               0.0   
 20     USA01P1             0.352            0.000               0.0   
 21     USA01Q1             0.891            0.000               0.0   
 22     USA0202            -0.415            0.000               0.0   
 23     USA0231             0.752            0.000               0.0   
 24     USA0281             1.227            0.000               0.0   
 25     USA0291             0.363            0.000               0.0   
 26     USA02A1             0.770            0.000               0.0   
 27     USA02B1             0.970            0.000               0.0   
 28     USA02H1             0.557            0.000               0.0   
 29     USA02P1             0.591            0.000               0.0   
 ...        ...               ...              ...               ...   
 12400  USAZY41             0.708            0.000               0.0   
 12401  USAZY51             1.261            0.000               0.0   
 12402  USAZY61            -2.170            0.000               0.0   
 12403  USAZY71             0.448            0.000               0.0   
 12404  USAZYI1             0.653            0.000               0.0   
 12405  USAZYJ1             0.427            0.000               0.0   
 12406  USAZYK1            -0.432            0.000               0.0   
 12407  USAZYM1            -2.792            0.000               0.0   
 12408  USAZYR1            -2.611            0.000               0.0   
 12409  USAZYS1            -0.421            0.000               0.0   
 12410  USAZYT1             2.770            0.000               0.0   
 12411  USAZYV1             2.833            0.000               0.0   
 12412  USAZYX1             2.016            0.000               0.0   
 12413  USAZZ41            -2.323            0.000               0.0   
 12414  USAZZ51            -2.370            0.000               0.0   
 12415  USAZZ61            -2.370            0.000               0.0   
 12416  USAZZ71            -0.081            0.000               0.0   
 12417  USAZZ81             0.851            0.000               0.0   
 12418  USAZZ91            -0.348            0.000               0.0   
 12419  USAZZA1            -2.792            0.000               0.0   
 12420  USAZZB1             0.791            0.000               0.0   
 12421  USAZZD1             0.250            0.000               0.0   
 12422  USAZZF1            -2.528            0.000               0.0   
 12423  USAZZI1             0.383            0.000               0.0   
 12424  USAZZJ1             1.176            0.000               0.0   
 12425  USAZZL1            -0.303            0.000               0.0   
 12426  USAZZP1             0.372            0.000               0.0   
 12427  USAZZR1             0.207            0.000               0.0   
 12428  USAZZX1            -2.674            0.000               0.0   
 12429  USAZZY1             1.284            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12400               0.0              0.0           0.0            0.0   
 12401               0.0              0.0           0.0            0.0   
 12402               0.0              0.0           0.0            0.0   
 12403               0.0              0.0           0.0            0.0   
 12404               0.0              0.0           0.0            0.0   
 12405               0.0              0.0           0.0            0.0   
 12406               0.0              0.0           0.0            0.0   
 12407               0.0              0.0           0.0            0.0   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.121           0.000  ...           NaN          NaN   
 1            -2.120           0.000  ...           NaN          NaN   
 2            -2.025           0.000  ...           NaN          NaN   
 3            -2.278           0.000  ...           NaN        572.0   
 4            -2.164           0.000  ...           NaN          NaN   
 5            -2.028           0.000  ...           NaN          NaN   
 6            -2.126           0.000  ...           NaN          NaN   
 7            -1.851           0.000  ...           NaN          NaN   
 8            -0.687           0.000  ...           NaN          NaN   
 9            -2.002           0.863  ...           NaN          NaN   
 10           -2.278           0.000  ...           NaN          NaN   
 11           -1.073           0.000  ...           NaN          NaN   
 12           -1.685           0.000  ...           NaN          NaN   
 13           -1.193           0.000  ...           NaN     118133.0   
 14           -2.120           0.000  ...           NaN          NaN   
 15           -2.416           0.000  ...           NaN          NaN   
 16           -1.458           0.000  ...           NaN       1803.0   
 17           -1.911           0.000  ...           NaN          NaN   
 18           -1.997           0.000  ...           NaN          NaN   
 19           -1.980           0.000  ...           NaN          NaN   
 20           -1.735           0.000  ...           NaN          NaN   
 21           -2.573           1.000  ...           NaN          NaN   
 22           -0.291           0.000  ...           NaN          NaN   
 23           -1.941           0.000  ...           NaN          NaN   
 24           -2.127           0.000  ...           NaN          NaN   
 25           -1.216           0.000  ...           NaN          NaN   
 26           -2.089           0.000  ...           NaN          NaN   
 27           -1.375           0.000  ...           NaN        300.0   
 28           -1.469           0.000  ...           NaN          NaN   
 29           -2.131           0.000  ...           NaN      18250.0   
 ...             ...             ...  ...           ...          ...   
 12400        -2.120           0.000  ...           NaN          NaN   
 12401        -1.439           0.000  ...           NaN        300.0   
 12402        -0.719           0.000  ...           NaN       1800.0   
 12403        -0.100           0.000  ...           NaN          NaN   
 12404        -0.728           0.000  ...           NaN      10000.0   
 12405        -0.748           0.000  ...           NaN          NaN   
 12406         0.017           0.000  ...           NaN        250.0   
 12407        -0.098           0.000  ...           NaN       2500.0   
 12408        -1.017           0.000  ...           NaN    2676398.0   
 12409         0.173           0.000  ...           NaN        250.0   
 12410        -1.065           0.000  ...           NaN      43073.0   
 12411        -0.620           0.000  ...           NaN     901340.0   
 12412        -1.159           0.000  ...           NaN        900.0   
 12413        -1.410           0.000  ...           NaN     172030.0   
 12414        -1.359           0.000  ...           NaN       5000.0   
 12415        -0.753           0.000  ...           NaN    1255939.0   
 12416        -0.788           0.000  ...           NaN          NaN   
 12417        -1.561           1.000  ...           NaN      39500.0   
 12418         0.067           0.000  ...           NaN          NaN   
 12419        -0.069           0.000  ...           NaN      12664.0   
 12420        -1.613           0.000  ...           NaN          NaN   
 12421         0.155           0.000  ...           NaN     392000.0   
 12422        -0.128           0.000  ...           NaN       5610.0   
 12423        -1.242           1.000  ...           NaN          NaN   
 12424        -1.418           0.000  ...           NaN          0.0   
 12425        -0.320           0.000  ...           NaN       7500.0   
 12426        -1.001           1.000  ...           NaN          NaN   
 12427        -0.709           0.000  ...           NaN          NaN   
 12428        -0.169           0.000  ...           NaN     323000.0   
 12429        -0.629           0.000  ...           NaN      38400.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.454908e+10  0.188679   20.487434   14.607876   
 1             NaN     6.550500e+09  0.000000   23.308426   16.817635   
 2             NaN     6.779944e+10  2.103004   28.208570   23.796515   
 3             NaN     3.070395e+10  2.243494   32.799835   30.131611   
 4             NaN     5.464818e+10  2.167256   38.546082   34.952713   
 5             NaN     1.785777e+11  0.392275   20.506416   16.176370   
 6             NaN     1.569027e+10  4.679803   28.880018   20.077170   
 7             NaN     8.325537e+10  0.000000   30.479847   24.862699   
 8             NaN     1.732596e+10  0.087623   42.639992   34.164531   
 9             NaN     4.243788e+10  1.670463   29.393695   26.407403   
 10            NaN     3.663904e+10  0.000000   46.104316   36.677411   
 11            NaN     2.509217e+10  1.413784   25.852396   21.400092   
 12            NaN     6.759647e+09  2.641914   21.248354   16.236410   
 13            NaN     1.491441e+10  1.244629   29.155587   26.404197   
 14            NaN     1.121143e+10  1.458435   17.531877   12.833018   
 15            NaN     3.355883e+10  1.613669   33.089743   28.735252   
 16            NaN     3.355883e+10  1.613669   38.535277   34.530280   
 17            NaN     2.856822e+10  0.196207   20.016514   16.203904   
 18            NaN     2.829395e+10  1.782703   30.025739   26.491719   
 19            NaN     9.373104e+10  3.380021   30.735508   26.508228   
 20            NaN     1.911654e+11  0.000000   45.854102   41.365476   
 21            NaN     1.228644e+11  1.733990   29.169133   25.684944   
 22            NaN     1.727074e+10  0.000000   39.477794   34.260861   
 23            NaN     8.803777e+10  0.000000   31.734604   28.205576   
 24            NaN     4.242416e+10  3.050774   26.724251   22.045179   
 25            NaN     3.562249e+10  0.000000   31.244921   27.106482   
 26            NaN     8.564089e+09  1.947799   15.381355   11.286549   
 27            NaN     8.564089e+09  1.947799   46.681834   44.124868   
 28            NaN     7.680512e+10  2.398082   27.812760   24.238717   
 29            NaN     3.425445e+11  2.582311   30.274806   26.956212   
 ...           ...              ...       ...         ...         ...   
 12400         NaN     5.056250e+06       NaN   26.809687   18.660941   
 12401      946.68     6.090515e+06  0.000000  103.018666  100.435455   
 12402       74.45     3.570880e+06       NaN   93.719248   90.451618   
 12403         NaN     4.904000e+05  0.000000  132.281852  129.063114   
 12404     6240.22     6.557830e+06  0.000000  112.090617  109.037477   
 12405         NaN     2.165040e+07       NaN  102.195607   98.760766   
 12406       60.82     6.832300e+04       NaN  101.117553   97.084681   
 12407      375.18     1.513400e+06       NaN  113.716175  110.424899   
 12408   257325.54     2.042025e+07  0.000000  157.821406  155.410773   
 12409        0.00     5.030700e+01  0.000000   52.876006   42.881187   
 12410    47489.91     2.566200e+07  0.000000  100.076236   97.206831   
 12411     9858.55     2.291651e+06  0.000000  161.552955  158.972367   
 12412    17420.95     4.283400e+07  0.000000   35.773208   30.592857   
 12413    17022.57     5.966200e+06       NaN   97.499873   94.499893   
 12414       25.95     7.414000e+05       NaN   47.086205   39.877823   
 12415     6486.11     8.341500e+06  0.000000  183.102104  181.031505   
 12416         NaN     1.550796e+07  0.000000   92.911621   88.669430   
 12417  1697229.95     2.925210e+10  4.714286   34.198680   31.563865   
 12418         NaN     1.352860e+06  0.000000   59.792693   49.869763   
 12419     2546.19     2.065490e+06       NaN  128.165378  124.549740   
 12420         NaN     1.251480e+06  0.000000   40.362737   32.630019   
 12421     2345.50     3.454800e+05       NaN  116.875185  113.697236   
 12422     2496.66     2.876160e+06       NaN  133.994917  130.629351   
 12423         NaN     4.690000e+05  0.000000  178.354484  176.658256   
 12424         NaN     1.001187e+07  0.000000   93.904457   89.381433   
 12425    17772.56     3.675600e+07  0.000000   77.442245   72.703957   
 12426         NaN     1.307280e+06       NaN  111.645637  108.750212   
 12427         NaN     2.437080e+07       NaN   51.553626   44.762843   
 12428     4667.70     2.235046e+06  0.000000  171.482657  168.847212   
 12429  4008921.35     8.700066e+08  0.620877   48.745491   37.064556   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000194  0.113893  20040127  
 1      0.000005  0.075720  20040127  
 2      0.045372  0.168156  20040127  
 3     -0.074918  0.198544  20040127  
 4     -0.020553  0.264902  20040127  
 5      0.043817  0.290568  20040127  
 6     -0.002572 -0.026053  20040127  
 7      0.127743  0.216003  20040127  
 8      0.679803  1.104639  20040127  
 9      0.056206  0.269351  20040127  
 10    -0.074630  0.501464  20040127  
 11     0.496957  0.880597  20040127  
 12     0.206461  0.589606  20040127  
 13     0.440020  0.553788  20040127  
 14     0.000005  0.049024  20040127  
 15    -0.140203  0.126022  20040127  
 16     0.313965  0.531001  20040127  
 17     0.099206  0.159489  20040127  
 18     0.058541  0.444228  20040127  
 19     0.066701  0.226002  20040127  
 20     0.182762  0.389960  20040127  
 21    -0.214935  0.038612  20040127  
 22     0.867763  0.988660  20040127  
 23     0.085020  0.452559  20040127  
 24    -0.003312  0.353782  20040127  
 25     0.428782  0.742889  20040127  
 26     0.014925  0.212624  20040127  
 27     0.353660  0.704139  20040127  
 28     0.308738  0.525426  20040127  
 29    -0.004842  0.264680  20040127  
 ...         ...       ...       ...  
 12400  0.000005 -0.052073  20040127  
 12401  0.323309  0.611150  20040127  
 12402  0.664771  0.922765  20040127  
 12403  0.958433  1.101945  20040127  
 12404  0.660374  0.913316  20040127  
 12405  0.651155  1.078154  20040127  
 12406  1.013937  1.302913  20040127  
 12407  0.959186  1.059067  20040127  
 12408  0.523135  0.654934  20040127  
 12409  1.088019  1.358662  20040127  
 12410  0.500499  0.843368  20040127  
 12411  0.711888  1.110902  20040127  
 12412  0.456017  0.318607  20040127  
 12413  0.336938  0.633029  20040127  
 12414  0.361191  0.625703  20040127  
 12415  0.648536  0.805669  20040127  
 12416  0.631899  0.960755  20040127  
 12417  0.265350  0.392004  20040127  
 12418  1.037713  1.123979  20040127  
 12419  0.973114  1.150114  20040127  
 12420  0.240700  0.569124  20040127  
 12421  1.079152  1.267739  20040127  
 12422  0.945071  1.212426  20040127  
 12423  0.416865  0.683294  20040127  
 12424  0.333067  0.475918  20040127  
 12425  0.853775  1.092582  20040127  
 12426  0.530940  0.735878  20040127  
 12427  0.669449  0.916420  20040127  
 12428  0.925718  1.166736  20040127  
 12429  0.707308  0.968526  20040127  
 
 [12430 rows x 92 columns],
 '20040128':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.333            0.000               0.0   
 1      USA0011             0.968            0.000               0.0   
 2      USA0031             0.478            0.000               0.0   
 3      USA0062             0.864            0.431               0.0   
 4      USA00E2             0.441            0.000               0.0   
 5      USA00F1             0.500            0.000               0.0   
 6      USA00G2             0.086            0.000               0.0   
 7      USA00H1             0.665            0.000               0.0   
 8      USA00I1             1.232            0.000               0.0   
 9      USA00J1             0.335            0.000               0.0   
 10     USA00K1             1.780            0.000               0.0   
 11     USA00P1            -0.123            0.000               0.0   
 12     USA00R1             0.222            0.000               0.0   
 13     USA00S1             0.335            0.000               0.0   
 14     USA00V1             0.489            0.000               0.0   
 15     USA0131             0.928            1.000               0.0   
 16     USA0161             2.830            1.000               0.0   
 17     USA01I1             0.131            0.000               0.0   
 18     USA01J2            -0.165            0.000               0.0   
 19     USA01L1            -0.409            0.000               0.0   
 20     USA01P1             0.482            0.000               0.0   
 21     USA01Q1             0.551            0.000               0.0   
 22     USA0202            -0.612            0.000               0.0   
 23     USA0231             0.852            0.000               0.0   
 24     USA0281             1.145            0.000               0.0   
 25     USA0291             0.306            0.000               0.0   
 26     USA02A1             0.611            0.000               0.0   
 27     USA02B1             0.423            0.000               0.0   
 28     USA02H1            -0.088            0.000               0.0   
 29     USA02P1             0.292            0.000               0.0   
 ...        ...               ...              ...               ...   
 12399  USAZY41             0.028            0.000               0.0   
 12400  USAZY51            -0.456            0.000               0.0   
 12401  USAZY61            -1.015            0.000               0.0   
 12402  USAZY71             2.830            0.000               0.0   
 12403  USAZYI1            -0.284            0.000               0.0   
 12404  USAZYJ1            -1.341            0.000               0.0   
 12405  USAZYK1            -0.975            0.000               0.0   
 12406  USAZYM1            -1.910            0.000               0.0   
 12407  USAZYR1             2.830            0.000               0.0   
 12408  USAZYS1            -0.991            0.000               0.0   
 12409  USAZYT1            -2.771            0.000               0.0   
 12410  USAZYV1            -0.951            0.000               0.0   
 12411  USAZYX1            -1.642            0.000               0.0   
 12412  USAZZ41             2.440            0.000               0.0   
 12413  USAZZ51            -0.282            0.000               0.0   
 12414  USAZZ61             2.830            0.000               0.0   
 12415  USAZZ71            -0.502            0.000               0.0   
 12416  USAZZ81            -0.629            0.000               0.0   
 12417  USAZZ91            -1.831            0.000               0.0   
 12418  USAZZA1            -0.594            0.000               0.0   
 12419  USAZZB1             0.420            0.000               0.0   
 12420  USAZZD1             2.830            0.000               0.0   
 12421  USAZZF1            -0.710            0.000               0.0   
 12422  USAZZI1            -2.505            0.000               0.0   
 12423  USAZZJ1            -2.771            0.000               0.0   
 12424  USAZZL1            -0.995            0.000               0.0   
 12425  USAZZP1             0.256            0.000               0.0   
 12426  USAZZR1            -0.363            0.000               0.0   
 12427  USAZZX1             2.593            0.000               0.0   
 12428  USAZZY1            -1.301            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12399               0.0              0.0           0.0            0.0   
 12400               0.0              0.0           0.0            0.0   
 12401               0.0              0.0           0.0            0.0   
 12402               0.0              0.0           0.0            0.0   
 12403               0.0              0.0           0.0            0.0   
 12404               0.0              0.0           0.0            0.0   
 12405               0.0              0.0           0.0            0.0   
 12406               0.0              0.0           0.0            0.0   
 12407               0.0              0.0           0.0            0.0   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.127           0.000  ...           NaN          NaN   
 1            -2.127           0.000  ...           NaN          NaN   
 2            -2.028           0.000  ...           NaN          NaN   
 3            -2.259           0.000  ...           NaN          NaN   
 4            -2.150           0.000  ...           NaN          NaN   
 5            -2.038           0.000  ...           NaN          NaN   
 6            -2.130           0.000  ...           NaN          NaN   
 7            -1.871           0.000  ...           NaN          NaN   
 8            -0.711           0.000  ...           NaN          NaN   
 9            -2.013           0.863  ...           NaN          NaN   
 10           -2.274           0.000  ...           NaN          NaN   
 11           -1.059           0.000  ...           NaN          NaN   
 12           -1.680           0.000  ...           NaN          NaN   
 13           -1.120           0.000  ...           NaN      39550.0   
 14           -2.127           0.000  ...           NaN          NaN   
 15           -2.403           0.000  ...           NaN          NaN   
 16           -1.129           0.000  ...           NaN        200.0   
 17           -1.925           0.000  ...           NaN          NaN   
 18           -1.993           0.000  ...           NaN          NaN   
 19           -1.981           0.000  ...           NaN          NaN   
 20           -1.728           0.000  ...           NaN          NaN   
 21           -2.557           1.000  ...           NaN          NaN   
 22           -0.313           0.000  ...           NaN          NaN   
 23           -1.949           0.000  ...           NaN          NaN   
 24           -2.139           0.000  ...           NaN          NaN   
 25           -1.242           0.000  ...           NaN          NaN   
 26           -2.096           0.000  ...           NaN          NaN   
 27           -1.385           0.000  ...           NaN          NaN   
 28           -1.476           0.000  ...           NaN          NaN   
 29           -2.126           0.000  ...           NaN      18250.0   
 ...             ...             ...  ...           ...          ...   
 12399        -2.127           0.000  ...           NaN          NaN   
 12400        -1.427           0.000  ...           NaN          NaN   
 12401        -0.723           0.000  ...           NaN          NaN   
 12402         0.294           0.000  ...           NaN        500.0   
 12403        -0.719           0.000  ...           NaN       2800.0   
 12404        -0.742           0.000  ...           NaN          NaN   
 12405         0.016           0.000  ...           NaN       5500.0   
 12406        -0.133           0.000  ...           NaN          NaN   
 12407        -0.679           0.000  ...           NaN    1173848.0   
 12408         0.160           0.000  ...           NaN          NaN   
 12409        -1.207           0.000  ...           NaN     184310.0   
 12410        -0.628           0.000  ...           NaN    1922700.0   
 12411        -1.294           0.000  ...           NaN        700.0   
 12412        -1.308           0.000  ...           NaN     259000.0   
 12413        -1.323           0.000  ...           NaN       1000.0   
 12414        -0.648           0.000  ...           NaN     417600.0   
 12415        -0.782           0.000  ...           NaN          NaN   
 12416        -1.599           1.000  ...           NaN      25000.0   
 12417         0.055           0.000  ...           NaN          NaN   
 12418        -0.070           0.000  ...           NaN       8900.0   
 12419        -1.635           0.000  ...           NaN          NaN   
 12420         0.336           0.000  ...           NaN     154200.0   
 12421        -0.139           0.000  ...           NaN          NaN   
 12422        -1.902           1.000  ...           NaN        600.0   
 12423        -1.583           0.000  ...           NaN          0.0   
 12424        -0.343           0.000  ...           NaN       2500.0   
 12425        -1.013           1.000  ...           NaN          NaN   
 12426        -0.687           0.000  ...           NaN          NaN   
 12427        -0.039           0.000  ...           NaN       7540.0   
 12428        -0.544           0.000  ...           NaN      71100.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.383001e+10  0.188679   20.347181   14.411545   
 1             NaN     6.445146e+09  0.000000   23.277723   16.679570   
 2             NaN     6.844008e+10  2.103004   27.882396   23.387149   
 3             NaN     3.068674e+10  2.243494   32.481199   29.786014   
 4             NaN     5.424880e+10  2.167256   38.023937   34.374640   
 5             NaN     1.776646e+11  0.392275   20.450701   15.904412   
 6             NaN     1.557994e+10  4.679803   28.593561   19.741649   
 7             NaN     8.285523e+10  0.000000   30.221484   24.436662   
 8             NaN     1.732596e+10  0.087623   42.719259   33.569142   
 9             NaN     4.208237e+10  1.670463   29.083619   25.981203   
 10            NaN     3.562452e+10  0.000000   45.714864   36.071451   
 11            NaN     2.510407e+10  1.413784   26.130700   21.230089   
 12            NaN     6.534289e+09  2.641914   21.547813   16.253592   
 13            NaN     1.458135e+10  1.244629   28.990427   25.972500   
 14            NaN     1.101336e+10  1.458435   17.400882   12.621310   
 15            NaN     3.323876e+10  1.613669   32.707910   28.245148   
 16            NaN     3.323876e+10  1.613669   39.949641   35.631031   
 17            NaN     2.823785e+10  0.196207   19.873276   16.003663   
 18            NaN     2.747274e+10  1.782703   30.091694   26.458856   
 19            NaN     9.269434e+10  3.380021   30.564462   26.252090   
 20            NaN     1.863671e+11  0.000000   45.242652   40.676197   
 21            NaN     1.213898e+11  1.733990   28.842399   25.241291   
 22            NaN     1.664977e+10  0.000000   39.351590   33.858685   
 23            NaN     8.808904e+10  0.000000   31.500375   27.729010   
 24            NaN     4.351017e+10  3.050774   26.658666   21.711482   
 25            NaN     3.492401e+10  0.000000   31.172461   26.685484   
 26            NaN     8.346333e+09  1.947799   15.394080   11.163097   
 27            NaN     8.346333e+09  1.947799   46.231573   43.502433   
 28            NaN     7.445822e+10  2.398082   27.654077   23.946465   
 29            NaN     3.382364e+11  2.582311   30.034394   26.590137   
 ...           ...              ...       ...         ...         ...   
 12399         NaN     5.056250e+06       NaN   26.599597   18.403179   
 12400         NaN     6.090515e+06  0.000000  101.099025   98.429443   
 12401         NaN     3.570880e+06       NaN   94.672950   91.441493   
 12402      180.35     2.452000e+05  0.000000  135.251190  131.548132   
 12403     6298.13     6.557830e+06  0.000000  109.490986  106.259207   
 12404         NaN     2.165040e+07       NaN   99.905625   96.209309   
 12405       44.01     6.832300e+04       NaN   95.441391   90.741320   
 12406         NaN     1.513400e+06       NaN  109.684613  106.208516   
 12407   277821.10     1.719600e+07  0.000000  156.918944  154.315765   
 12408         NaN     5.030700e+01  0.000000   53.083428   42.690875   
 12409    48792.72     2.714250e+07  0.000000   99.732274   96.939772   
 12410    11461.09     2.291651e+06  0.000000  159.069964  156.499428   
 12411    16776.55     4.376856e+07  0.000000   35.832836   30.977914   
 12412    18773.23     5.667890e+06       NaN   96.388071   93.411394   
 12413       30.49     7.414000e+05       NaN   46.542623   39.437213   
 12414     6606.23     7.785400e+06  0.000000  180.508136  178.386362   
 12415         NaN     1.550796e+07  0.000000   91.269693   86.819362   
 12416  1655939.75     2.971830e+10  4.714286   30.411403   27.365448   
 12417         NaN     1.352860e+06  0.000000   59.600266   49.282574   
 12418     2619.87     2.065490e+06       NaN  124.965927  121.269144   
 12419         NaN     1.251480e+06  0.000000   40.066928   32.114067   
 12420     2345.61     2.591100e+05       NaN  116.513445  112.730730   
 12421         NaN     2.876160e+06       NaN  132.558509  129.152272   
 12422     1086.88     1.008350e+06  0.000000  190.772346  189.229238   
 12423         NaN     1.052662e+07  0.000000   93.925517   89.233931   
 12424    15624.84     3.675600e+07  0.000000   76.626867   71.696200   
 12425         NaN     1.307280e+06       NaN  108.685616  105.625168   
 12426         NaN     2.437080e+07       NaN   51.332290   44.354555   
 12427     4636.92     2.031860e+06  0.000000  169.202415  166.359359   
 12428  3828944.75     8.517815e+08  0.620877   49.087184   36.840865   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000179  0.133655  20040128  
 1      0.000003  0.115781  20040128  
 2      0.046444  0.188475  20040128  
 3     -0.062479  0.233236  20040128  
 4     -0.010912  0.285773  20040128  
 5      0.042071  0.302083  20040128  
 6     -0.001287  0.003444  20040128  
 7      0.120841  0.230412  20040128  
 8      0.667931  1.123773  20040128  
 9      0.053920  0.280862  20040128  
 10    -0.069402  0.542118  20040128  
 11     0.503932  0.882872  20040128  
 12     0.210734  0.592715  20040128  
 13     0.474777  0.589589  20040128  
 14     0.000003  0.075295  20040128  
 15    -0.130430  0.154390  20040128  
 16     0.470770  0.760758  20040128  
 17     0.095456  0.170031  20040128  
 18     0.063381  0.448391  20040128  
 19     0.068617  0.232805  20040128  
 20     0.188400  0.407966  20040128  
 21    -0.202835  0.061081  20040128  
 22     0.855481  0.969965  20040128  
 23     0.083951  0.466792  20040128  
 24    -0.005806  0.363887  20040128  
 25     0.417311  0.742406  20040128  
 26     0.014522  0.232109  20040128  
 27     0.349951  0.708325  20040128  
 28     0.307030  0.526372  20040128  
 29     0.000643  0.286001  20040128  
 ...         ...       ...       ...  
 12399  0.000003 -0.028150  20040128  
 12400  0.330277  0.605849  20040128  
 12401  0.662197  0.882312  20040128  
 12402  1.141923  1.324154  20040128  
 12403  0.663993  0.912743  20040128  
 12404  0.653100  1.061192  20040128  
 12405  1.010879  1.324920  20040128  
 12406  0.940669  1.072223  20040128  
 12407  0.682822  0.935920  20040128  
 12408  1.078716  1.330296  20040128  
 12409  0.434020  0.702827  20040128  
 12410  0.706853  1.027294  20040128  
 12411  0.392718  0.242214  20040128  
 12412  0.386299  0.736080  20040128  
 12413  0.379422  0.639606  20040128  
 12414  0.697818  0.976422  20040128  
 12415  0.634160  0.962449  20040128  
 12416  0.249144  0.375538  20040128  
 12417  1.029001  1.091498  20040128  
 12418  0.970408  1.199971  20040128  
 12419  0.231991  0.570407  20040128  
 12420  1.161906  1.410241  20040128  
 12421  0.937780  1.204105  20040128  
 12422  0.106001  0.362405  20040128  
 12423  0.256771  0.366620  20040128  
 12424  0.841461  1.074651  20040128  
 12425  0.525450  0.748294  20040128  
 12426  0.678957  0.913763  20040128  
 12427  0.984843  1.249129  20040128  
 12428  0.746564  0.976627  20040128  
 
 [12429 rows x 92 columns],
 '20040129':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.453            0.000               0.0   
 1      USA0011             0.298            0.000               0.0   
 2      USA0031             0.562            0.000               0.0   
 3      USA0062            -0.339            0.431               0.0   
 4      USA00E2            -0.069            0.000               0.0   
 5      USA00F1             0.576            0.000               0.0   
 6      USA00G2            -0.399            0.000               0.0   
 7      USA00H1             1.029            0.000               0.0   
 8      USA00I1            -0.869            0.000               0.0   
 9      USA00J1             0.710            0.000               0.0   
 10     USA00K1            -0.607            0.000               0.0   
 11     USA00P1            -0.285            0.000               0.0   
 12     USA00R1             0.346            0.000               0.0   
 13     USA00S1            -0.545            0.000               0.0   
 14     USA00V1             1.175            0.000               0.0   
 15     USA0131            -0.085            1.000               0.0   
 16     USA0161            -2.587            1.000               0.0   
 17     USA01I1             0.776            0.000               0.0   
 18     USA01J2            -0.999            0.000               0.0   
 19     USA01L1            -0.336            0.000               0.0   
 20     USA01P1            -0.879            0.000               0.0   
 21     USA01Q1             0.623            0.000               0.0   
 22     USA0202            -0.638            0.000               0.0   
 23     USA0231            -0.284            0.000               0.0   
 24     USA0281            -0.017            0.000               0.0   
 25     USA0291            -0.720            0.000               0.0   
 26     USA02A1             0.191            0.000               0.0   
 27     USA02B1            -0.915            0.000               0.0   
 28     USA02H1             0.136            0.000               0.0   
 29     USA02P1            -0.295            0.000               0.0   
 ...        ...               ...              ...               ...   
 12400  USAZY41             0.246            0.000               0.0   
 12401  USAZY51            -1.058            0.000               0.0   
 12402  USAZY61            -0.230            0.000               0.0   
 12403  USAZY71            -2.661            0.000               0.0   
 12404  USAZYI1             1.538            0.000               0.0   
 12405  USAZYJ1            -1.280            0.000               0.0   
 12406  USAZYK1            -0.852            0.000               0.0   
 12407  USAZYM1            -0.771            0.000               0.0   
 12408  USAZYR1            -2.661            0.000               0.0   
 12409  USAZYS1            -1.242            0.000               0.0   
 12410  USAZYT1            -0.049            0.000               0.0   
 12411  USAZYV1             2.089            0.000               0.0   
 12412  USAZYX1            -0.625            0.000               0.0   
 12413  USAZZ41            -0.788            0.000               0.0   
 12414  USAZZ51            -1.226            0.000               0.0   
 12415  USAZZ61            -1.172            0.000               0.0   
 12416  USAZZ71            -1.659            0.000               0.0   
 12417  USAZZ81             0.136            0.000               0.0   
 12418  USAZZ91            -1.684            0.000               0.0   
 12419  USAZZA1             2.349            0.000               0.0   
 12420  USAZZB1            -1.159            0.000               0.0   
 12421  USAZZD1            -0.671            0.000               0.0   
 12422  USAZZF1            -2.661            0.000               0.0   
 12423  USAZZI1             2.664            0.000               0.0   
 12424  USAZZJ1            -2.661            0.000               0.0   
 12425  USAZZL1            -0.470            0.000               0.0   
 12426  USAZZP1            -0.117            0.000               0.0   
 12427  USAZZR1            -0.990            0.000               0.0   
 12428  USAZZX1            -1.602            0.000               0.0   
 12429  USAZZY1            -0.299            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12400               0.0              0.0           0.0            0.0   
 12401               0.0              0.0           0.0            0.0   
 12402               0.0              0.0           0.0            0.0   
 12403               0.0              0.0           0.0            0.0   
 12404               0.0              0.0           0.0            0.0   
 12405               0.0              0.0           0.0            0.0   
 12406               0.0              0.0           0.0            0.0   
 12407               0.0              0.0           0.0            0.0   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.132           0.000  ...           NaN          NaN   
 1            -2.132           0.000  ...           NaN          NaN   
 2            -2.034           0.000  ...           NaN          NaN   
 3            -2.268           0.000  ...           NaN          NaN   
 4            -2.159           0.000  ...           NaN          NaN   
 5            -2.042           0.000  ...           NaN          NaN   
 6            -2.137           0.000  ...           NaN          NaN   
 7            -1.875           0.000  ...           NaN          NaN   
 8            -0.714           0.000  ...           NaN          NaN   
 9            -2.017           0.863  ...           NaN          NaN   
 10           -2.280           0.000  ...           NaN          NaN   
 11           -1.060           0.000  ...           NaN          NaN   
 12           -1.683           0.000  ...           NaN          NaN   
 13           -1.104           0.000  ...           NaN      17526.0   
 14           -2.132           0.000  ...           NaN          NaN   
 15           -2.410           0.000  ...           NaN          NaN   
 16           -1.102           0.000  ...           NaN       1600.0   
 17           -1.929           0.000  ...           NaN          NaN   
 18           -2.003           0.000  ...           NaN          NaN   
 19           -1.987           0.000  ...           NaN          NaN   
 20           -1.743           0.000  ...           NaN          NaN   
 21           -2.564           1.000  ...           NaN          NaN   
 22           -0.328           0.000  ...           NaN          NaN   
 23           -1.961           0.000  ...           NaN          NaN   
 24           -2.144           0.000  ...           NaN          NaN   
 25           -1.252           0.000  ...           NaN          NaN   
 26           -2.101           0.000  ...           NaN          NaN   
 27           -1.391           0.000  ...           NaN        205.0   
 28           -1.479           0.000  ...           NaN          NaN   
 29           -2.131           0.000  ...           NaN      18250.0   
 ...             ...             ...  ...           ...          ...   
 12400        -2.132           0.000  ...           NaN          NaN   
 12401        -1.429           0.000  ...           NaN       7500.0   
 12402        -0.721           0.000  ...           NaN          NaN   
 12403         0.319           0.000  ...           NaN      18000.0   
 12404        -0.727           0.000  ...           NaN      14000.0   
 12405        -0.741           0.000  ...           NaN          NaN   
 12406         0.020           0.000  ...           NaN       1000.0   
 12407        -0.121           0.000  ...           NaN          NaN   
 12408        -0.656           0.000  ...           NaN    1088748.0   
 12409         0.165           0.000  ...           NaN          NaN   
 12410        -1.217           0.000  ...           NaN     133730.0   
 12411        -0.647           0.000  ...           NaN    2236000.0   
 12412        -1.294           0.000  ...           NaN        500.0   
 12413        -1.307           0.000  ...           NaN     100400.0   
 12414        -1.327           0.000  ...           NaN          NaN   
 12415        -0.646           0.000  ...           NaN     349844.0   
 12416        -0.783           0.000  ...           NaN          NaN   
 12417        -1.604           1.000  ...           NaN      19800.0   
 12418         0.057           0.000  ...           NaN          NaN   
 12419        -0.137           0.000  ...           NaN       6664.0   
 12420        -1.649           0.000  ...           NaN          NaN   
 12421         0.342           0.000  ...           NaN          NaN   
 12422        -0.105           0.000  ...           NaN       4000.0   
 12423        -1.827           1.000  ...           NaN      15000.0   
 12424        -1.579           0.000  ...           NaN          0.0   
 12425        -0.341           0.000  ...           NaN       3000.0   
 12426        -1.012           1.000  ...           NaN          NaN   
 12427        -0.689           0.000  ...           NaN          NaN   
 12428        -0.033           0.000  ...           NaN      10000.0   
 12429        -0.549           0.000  ...           NaN     110500.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.289123e+10  0.188679   20.694434   14.729043   
 1             NaN     5.961760e+09  0.000000   23.609017   17.014409   
 2             NaN     6.836196e+10  2.103004   28.434662   23.925639   
 3             NaN     3.091896e+10  2.243494   33.123394   30.448789   
 4             NaN     5.498100e+10  2.167256   38.742879   35.090504   
 5             NaN     1.807170e+11  0.392275   20.908445   16.315682   
 6             NaN     1.543809e+10  4.679803   29.128388   20.217000   
 7             NaN     8.388786e+10  0.000000   31.290932   25.358922   
 8             NaN     1.748390e+10  0.087623   43.596154   34.359011   
 9             NaN     4.224772e+10  1.670463   29.970976   26.739438   
 10            NaN     3.582410e+10  0.000000   46.333840   36.759635   
 11            NaN     2.563947e+10  1.413784   26.625234   21.618835   
 12            NaN     6.628188e+09  2.641914   22.013825   16.586309   
 13            NaN     1.479395e+10  1.244629   29.702855   26.651338   
 14            NaN     1.139173e+10  1.458435   18.855765   13.979951   
 15            NaN     3.384689e+10  1.613669   33.266556   28.789954   
 16            NaN     3.384689e+10  1.613669   41.551565   37.197262   
 17            NaN     2.857268e+10  0.196207   20.486961   16.531848   
 18            NaN     2.665842e+10  1.782703   31.059667   27.220645   
 19            NaN     9.331422e+10  3.380021   31.157916   26.862454   
 20            NaN     1.807344e+11  0.000000   46.490068   41.729253   
 21            NaN     1.218813e+11  1.733990   29.504052   25.863022   
 22            NaN     1.614523e+10  0.000000   40.607774   34.767773   
 23            NaN     8.649954e+10  0.000000   32.091533   28.309044   
 24            NaN     4.376922e+10  3.050774   26.983458   22.155723   
 25            NaN     3.480358e+10  0.000000   31.818067   27.290722   
 26            NaN     8.283299e+09  1.947799   15.724159   11.585231   
 27            NaN     8.283299e+09  1.947799   47.468973   44.602211   
 28            NaN     7.470167e+10  2.398082   28.189902   24.433436   
 29            NaN     3.409415e+11  2.582311   30.580899   27.093828   
 ...           ...              ...       ...         ...         ...   
 12400         NaN     5.056250e+06       NaN   27.260771   18.932814   
 12401     1204.44     6.090515e+06  0.000000  104.469478  101.750333   
 12402         NaN     3.570880e+06       NaN   97.702577   94.360826   
 12403      196.03     4.904000e+05  0.000000  133.526537  129.376135   
 12404     6070.63     6.241790e+06  0.000000  110.837739  107.382513   
 12405         NaN     2.165040e+07       NaN  101.811941   97.978433   
 12406       38.26     6.832300e+04       NaN  103.543000   99.234095   
 12407         NaN     1.513400e+06       NaN  112.477902  108.892673   
 12408   302807.87     1.934550e+07  0.000000  161.471931  158.735624   
 12409         NaN     5.030700e+01  0.000000   54.510589   43.898056   
 12410    47196.41     2.664900e+07  0.000000  101.664223   98.931488   
 12411    12660.04     2.022045e+06  0.000000  163.088286  160.367777   
 12412    17031.25     4.408008e+07  0.000000   36.575626   31.719218   
 12413    18613.46     5.667890e+06       NaN   97.804564   94.667639   
 12414         NaN     7.414000e+05       NaN   48.075393   40.713728   
 12415     6387.69     7.785400e+06  0.000000  184.516847  182.334727   
 12416         NaN     1.550796e+07  0.000000   94.508199   89.964068   
 12417  1642336.25     2.951147e+10  4.714286   32.947040   30.112542   
 12418         NaN     1.352860e+06  0.000000   61.704020   51.280116   
 12419     2648.89     1.087100e+06       NaN  130.599161  126.879075   
 12420         NaN     1.251480e+06  0.000000   41.244786   33.040499   
 12421         NaN     2.591100e+05       NaN  116.403801  112.333291   
 12422     2294.39     3.492480e+06       NaN  138.440849  134.845868   
 12423      954.60     5.862500e+05  0.000000  200.094389  198.665668   
 12424         NaN     1.081953e+07  0.000000   96.897413   91.863688   
 12425    16052.11     3.675600e+07  0.000000   78.220357   73.194224   
 12426         NaN     1.307280e+06       NaN  112.223384  109.112273   
 12427         NaN     2.437080e+07       NaN   52.605311   45.356111   
 12428     4573.75     2.031860e+06  0.000000  172.922415  170.021760   
 12429  3897348.45     8.473052e+08  0.620877   49.819346   37.558330   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000178  0.115036  20040129  
 1      0.000004  0.108720  20040129  
 2      0.046058  0.194914  20040129  
 3     -0.064070  0.223348  20040129  
 4     -0.012908  0.283564  20040129  
 5      0.042024  0.306262  20040129  
 6     -0.002480 -0.010724  20040129  
 7      0.120849  0.244778  20040129  
 8      0.665980  1.096755  20040129  
 9      0.053856  0.292584  20040129  
 10    -0.069733  0.509957  20040129  
 11     0.503530  0.880865  20040129  
 12     0.210873  0.598267  20040129  
 13     0.482919  0.576354  20040129  
 14     0.000004  0.090631  20040129  
 15    -0.130689  0.145135  20040129  
 16     0.483906  0.696619  20040129  
 17     0.095167  0.183195  20040129  
 18     0.060486  0.421393  20040129  
 19     0.068120  0.215968  20040129  
 20     0.182851  0.384355  20040129  
 21    -0.203113  0.067142  20040129  
 22     0.847529  1.017267  20040129  
 23     0.080463  0.449086  20040129  
 24    -0.005764  0.347621  20040129  
 25     0.413301  0.718060  20040129  
 26     0.014474  0.230623  20040129  
 27     0.348162  0.696023  20040129  
 28     0.306536  0.527372  20040129  
 29     0.000217  0.275863  20040129  
 ...         ...       ...       ...  
 12400  0.000004 -0.023863  20040129  
 12401  0.330220  0.593409  20040129  
 12402  0.662657  0.913293  20040129  
 12403  1.151356  1.328151  20040129  
 12404  0.659717  0.966192  20040129  
 12405  0.653215  1.072332  20040129  
 12406  1.011012  1.276880  20040129  
 12407  0.944760  1.100323  20040129  
 12408  0.693495  0.823788  20040129  
 12409  1.078707  1.314595  20040129  
 12410  0.429639  0.725879  20040129  
 12411  0.697482  1.088300  20040129  
 12412  0.393721  0.240775  20040129  
 12413  0.387307  0.706172  20040129  
 12414  0.377943  0.628380  20040129  
 12415  0.697834  0.899932  20040129  
 12416  0.633557  0.928682  20040129  
 12417  0.247859  0.371527  20040129  
 12418  1.028419  1.074434  20040129  
 12419  0.936892  1.241884  20040129  
 12420  0.226796  0.535050  20040129  
 12421  1.162148  1.408065  20040129  
 12422  0.952318  1.176245  20040129  
 12423  0.143345  0.409695  20040129  
 12424  0.259780  0.335687  20040129  
 12425  0.841392  1.083367  20040129  
 12426  0.525998  0.748585  20040129  
 12427  0.677706  0.911724  20040129  
 12428  0.986007  1.199472  20040129  
 12429  0.743676  0.979055  20040129  
 
 [12430 rows x 92 columns],
 '20040130':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.343             0.00               0.0   
 1      USA0011             0.048             0.00               0.0   
 2      USA0031            -0.496             0.00               0.0   
 3      USA0062             0.036             0.43               0.0   
 4      USA00E2            -0.205             0.00               0.0   
 5      USA00F1             0.241             0.00               0.0   
 6      USA00G2            -0.976             0.00               0.0   
 7      USA00H1            -0.811             0.00               0.0   
 8      USA00I1             0.525             0.00               0.0   
 9      USA00J1             0.024             0.00               0.0   
 10     USA00K1             1.204             0.00               0.0   
 11     USA00P1             0.550             0.00               0.0   
 12     USA00R1             0.488             0.00               0.0   
 13     USA00S1            -0.205             0.00               0.0   
 14     USA00V1            -0.141             0.00               0.0   
 15     USA0131            -0.527             1.00               0.0   
 16     USA0161            -0.168             1.00               0.0   
 17     USA01I1            -0.086             0.00               0.0   
 18     USA01J2             2.772             0.00               0.0   
 19     USA01L1            -0.374             0.00               0.0   
 20     USA01P1             0.560             0.00               0.0   
 21     USA01Q1            -0.075             0.00               0.0   
 22     USA0202             0.927             0.00               0.0   
 23     USA0231             0.258             0.00               0.0   
 24     USA0281             0.068             0.00               0.0   
 25     USA0291             0.340             0.00               0.0   
 26     USA02A1            -0.053             0.00               0.0   
 27     USA02B1             0.167             0.00               0.0   
 28     USA02H1             0.240             0.00               0.0   
 29     USA02P1             0.278             0.00               0.0   
 ...        ...               ...              ...               ...   
 12407  USAZY41            -0.793             0.00               0.0   
 12408  USAZY51             0.201             0.00               0.0   
 12409  USAZY61             2.772             0.00               0.0   
 12410  USAZY71            -0.608             0.00               0.0   
 12411  USAZYI1            -0.360             0.00               0.0   
 12412  USAZYJ1             0.580             0.00               0.0   
 12413  USAZYK1            -0.021             0.00               0.0   
 12414  USAZYM1            -2.895             0.00               0.0   
 12415  USAZYR1             1.277             0.00               0.0   
 12416  USAZYS1             0.028             0.00               0.0   
 12417  USAZYT1            -2.605             0.00               0.0   
 12418  USAZYV1             2.421             0.00               0.0   
 12419  USAZYX1            -0.039             0.00               0.0   
 12420  USAZZ41             1.041             0.00               0.0   
 12421  USAZZ51            -0.131             0.00               0.0   
 12422  USAZZ61            -2.895             0.00               0.0   
 12423  USAZZ71             0.350             0.00               0.0   
 12424  USAZZ81            -0.111             0.00               0.0   
 12425  USAZZ91            -0.648             0.00               0.0   
 12426  USAZZA1            -0.010             0.00               0.0   
 12427  USAZZB1            -0.231             0.00               0.0   
 12428  USAZZD1            -2.895             0.00               0.0   
 12429  USAZZF1             2.772             0.00               0.0   
 12430  USAZZI1            -2.895             0.00               0.0   
 12431  USAZZJ1            -0.370             0.00               0.0   
 12432  USAZZL1            -2.872             0.00               0.0   
 12433  USAZZP1             0.029             0.00               0.0   
 12434  USAZZR1            -0.132             0.00               0.0   
 12435  USAZZX1             2.772             0.00               0.0   
 12436  USAZZY1             1.644             0.00               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12407               0.0              0.0           0.0            0.0   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 12431               0.0              0.0           0.0            0.0   
 12432               0.0              0.0           0.0            0.0   
 12433               0.0              0.0           0.0            0.0   
 12434               0.0              0.0           0.0            0.0   
 12435               0.0              0.0           0.0            0.0   
 12436               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.136           0.000  ...           NaN          0.0   
 1            -2.136           0.000  ...           NaN          0.0   
 2            -2.037           0.000  ...           NaN          0.0   
 3            -2.275           0.000  ...           NaN        572.0   
 4            -2.167           0.000  ...           NaN      11400.0   
 5            -2.049           0.000  ...           NaN          0.0   
 6            -2.141           0.000  ...           NaN       1040.0   
 7            -1.878           0.000  ...           NaN          0.0   
 8            -0.711           0.000  ...           NaN      28380.0   
 9            -2.021           0.862  ...           NaN          0.0   
 10           -2.287           0.000  ...           NaN          0.0   
 11           -1.064           0.000  ...           NaN          NaN   
 12           -1.710           0.000  ...           NaN          NaN   
 13           -1.101           0.000  ...           NaN       6413.0   
 14           -2.136           0.000  ...           NaN          NaN   
 15           -2.416           0.000  ...           NaN          NaN   
 16           -1.113           0.000  ...           NaN       2330.0   
 17           -1.933           0.000  ...           NaN          0.0   
 18           -1.927           0.000  ...           NaN        325.0   
 19           -1.990           0.000  ...           NaN          NaN   
 20           -1.744           0.000  ...           NaN       2200.0   
 21           -2.571           1.000  ...           NaN       1000.0   
 22           -0.332           0.000  ...           NaN          NaN   
 23           -1.965           0.000  ...           NaN          0.0   
 24           -2.151           0.000  ...           NaN          NaN   
 25           -1.252           0.000  ...           NaN          0.0   
 26           -2.105           0.000  ...           NaN          0.0   
 27           -1.395           0.000  ...           NaN          NaN   
 28           -1.482           0.000  ...           NaN          0.0   
 29           -2.136           0.000  ...           NaN      18250.0   
 ...             ...             ...  ...           ...          ...   
 12407        -2.136           0.000  ...           NaN          NaN   
 12408        -1.437           0.000  ...           NaN          NaN   
 12409        -0.636           0.000  ...           NaN       1000.0   
 12410         0.321           0.000  ...           NaN          NaN   
 12411        -0.697           0.000  ...           NaN          NaN   
 12412        -0.746           0.000  ...           NaN          NaN   
 12413         0.021           0.000  ...           NaN      10150.0   
 12414        -0.162           0.000  ...           NaN       5000.0   
 12415        -0.623           0.000  ...           NaN     339620.0   
 12416         0.165           0.000  ...           NaN          NaN   
 12417        -1.287           0.000  ...           NaN      36250.0   
 12418        -0.629           0.000  ...           NaN     582000.0   
 12419        -1.294           0.000  ...           NaN       8300.0   
 12420        -1.480           0.000  ...           NaN      13000.0   
 12421        -1.333           0.000  ...           NaN          NaN   
 12422        -0.683           0.000  ...           NaN     750560.0   
 12423        -0.787           0.000  ...           NaN          NaN   
 12424        -1.607           1.000  ...           NaN      28600.0   
 12425         0.061           0.000  ...           NaN          NaN   
 12426        -0.143           0.000  ...           NaN          NaN   
 12427        -1.653           0.000  ...           NaN          NaN   
 12428         0.274           0.000  ...           NaN      19998.0   
 12429        -0.059           0.000  ...           NaN       1131.0   
 12430        -1.789           1.000  ...           NaN        250.0   
 12431        -1.601           0.000  ...           NaN          0.0   
 12432        -0.368           0.000  ...           NaN       5000.0   
 12433        -1.021           1.000  ...           NaN          NaN   
 12434        -0.691           0.000  ...           NaN          NaN   
 12435         0.023           0.000  ...           NaN      27000.0   
 12436        -0.523           0.000  ...           NaN      45100.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.343053e+10  0.186916   20.528327   14.640815   
 1             NaN     6.048522e+09  0.000000   23.216174   16.732052   
 2             NaN     6.731504e+10  2.274838   28.033214   23.600682   
 3             NaN     3.106517e+10  2.076412   32.398645   29.770837   
 4             NaN     5.451506e+10  2.246642   38.053081   34.503075   
 5             NaN     1.811866e+11  0.374370   20.527313   16.038381   
 6             NaN     1.533564e+10  4.881809   29.119057   20.344279   
 7             NaN     8.324247e+10  0.000000   31.092285   25.252191   
 8             NaN     1.757573e+10  0.083595   42.658908   33.737384   
 9             NaN     4.193355e+10  1.735016   29.421607   26.293934   
 10            NaN     3.618999e+10  0.000000   45.807392   36.277257   
 11            NaN     2.543126e+10  1.309942   26.116053   21.242699   
 12            NaN     6.866803e+09  2.380952   21.632347   16.308258   
 13            NaN     1.495693e+10  1.326595   29.142330   26.227509   
 14            NaN     1.144252e+10  1.331558   18.488363   13.770834   
 15            NaN     3.340680e+10  1.628743   32.922053   28.460057   
 16            NaN     3.340680e+10  1.628743   40.599934   36.644378   
 17            NaN     2.862179e+10  0.187178   20.235499   16.251255   
 18            NaN     2.695862e+10  1.894279   33.559906   29.568353   
 19            NaN     9.228820e+10  3.381587   30.708871   26.442762   
 20            NaN     1.783005e+11  0.000000   45.668356   41.062878   
 21            NaN     1.210211e+11  1.787165   28.939592   25.372421   
 22            NaN     1.671445e+10  0.000000   40.046404   34.325674   
 23            NaN     8.580734e+10  0.000000   31.519780   27.821282   
 24            NaN     4.373933e+10  3.189066   26.499135   21.784168   
 25            NaN     3.381607e+10  0.000000   31.203189   26.823340   
 26            NaN     8.140039e+09  1.759944   15.489448   11.418064   
 27            NaN     8.140039e+09  1.759944   46.785184   44.048722   
 28            NaN     7.508146e+10  2.697795   27.651145   23.972303   
 29            NaN     3.369339e+11  2.378828   30.006539   26.557562   
 ...           ...              ...       ...         ...         ...   
 12407         NaN     5.056250e+06       NaN   27.057934   18.832789   
 12408         NaN     6.090515e+06  0.000000  102.107042   99.387150   
 12409       48.77     2.454980e+06  0.000000   96.334710   92.878858   
 12410         NaN     4.904000e+05  0.000000  139.124731  135.636594   
 12411         NaN     6.241790e+06  0.000000  110.050196  106.808334   
 12412         NaN     2.165040e+07       NaN   99.553095   95.711493   
 12413       25.28     6.832300e+04       NaN  102.310303   98.179995   
 12414      401.82     1.967420e+06       NaN  110.851022  107.363530   
 12415   305447.89     1.898725e+07  0.000000  158.864835  156.289527   
 12416         NaN     5.030700e+01  0.000000   53.385537   43.124277   
 12417    42628.86     2.911650e+07  0.000000  101.531703   98.753857   
 12418    12046.10     1.887242e+06  0.000000  160.678049  157.993152   
 12419    20639.50     4.408008e+07  0.000000   35.967733   31.169581   
 12420    17293.53     5.518735e+06       NaN   95.009501   92.040500   
 12421         NaN     7.414000e+05       NaN   46.876089   39.796335   
 12422     6691.98     8.341500e+06  0.000000  181.846123  179.623953   
 12423         NaN     1.550796e+07  0.000000   92.942471   88.592463   
 12424  1719087.80     2.935759e+10  4.745098   32.236305   29.434835   
 12425         NaN     1.352860e+06  0.000000   60.878507   50.775274   
 12426         NaN     1.087100e+06       NaN  128.866881  125.287768   
 12427         NaN     1.251480e+06  0.000000   40.480050   32.505483   
 12428     1450.31     3.454800e+05       NaN  113.071369  109.057636   
 12429     2278.67     2.876160e+06       NaN  138.340654  134.904000   
 12430      944.46     1.008350e+06  0.000000  208.893255  207.434900   
 12431         NaN     1.083163e+07  0.000000   94.955419   90.290396   
 12432    17109.38     3.936976e+07  0.000000   78.139771   73.285741   
 12433         NaN     1.307280e+06       NaN  110.644151  107.627693   
 12434         NaN     2.437080e+07       NaN   51.447576   44.471826   
 12435     4561.40     1.930267e+06  0.000000  170.458175  167.550113   
 12436  3819722.80     8.322775e+08  0.614675   49.617208   37.421191   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000182  0.108508  20040130  
 1      0.000000  0.101861  20040130  
 2      0.046277  0.171571  20040130  
 3     -0.065168  0.225455  20040130  
 4     -0.014576  0.262791  20040130  
 5      0.040732  0.302677  20040130  
 6     -0.002425 -0.033373  20040130  
 7      0.121118  0.205438  20040130  
 8      0.668276  1.096233  20040130  
 9      0.053797  0.280058  20040130  
 10    -0.070773  0.537572  20040130  
 11     0.502757  0.889456  20040130  
 12     0.199653  0.593987  20040130  
 13     0.485535  0.574389  20040130  
 14     0.000000  0.062270  20040130  
 15    -0.131547  0.123064  20040130  
 16     0.479953  0.715872  20040130  
 17     0.095247  0.170791  20040130  
 18     0.097734  0.517647  20040130  
 19     0.068273  0.208273  20040130  
 20     0.183759  0.400893  20040130  
 21    -0.204132  0.045576  20040130  
 22     0.846063  1.033744  20040130  
 23     0.080180  0.452263  20040130  
 24    -0.007107  0.344538  20040130  
 25     0.414567  0.728402  20040130  
 26     0.014543  0.220643  20040130  
 27     0.347412  0.633644  20040130  
 28     0.306472  0.527018  20040130  
 29     0.000108  0.284549  20040130  
 ...         ...       ...       ...  
 12407  0.000000 -0.049840  20040130  
 12408  0.327825  0.599847  20040130  
 12409  0.703406  1.026656  20040130  
 12410  1.152276  1.240875  20040130  
 12411  0.674920  0.922907  20040130  
 12412  0.651847  1.108982  20040130  
 12413  1.011958  1.280555  20040130  
 12414  0.926012  1.043378  20040130  
 12415  0.709637  0.924646  20040130  
 12416  1.079542  1.326551  20040130  
 12417  0.398022  0.654510  20040130  
 12418  0.706815  1.101401  20040130  
 12419  0.395058  0.242791  20040130  
 12420  0.307447  0.667673  20040130  
 12421  0.376552  0.636949  20040130  
 12422  0.681308  0.833476  20040130  
 12423  0.632884  0.944371  20040130  
 12424  0.248299  0.368734  20040130  
 12425  1.030403  1.074162  20040130  
 12426  0.934921  1.212089  20040130  
 12427  0.226501  0.540381  20040130  
 12428  1.130438  1.347441  20040130  
 12429  0.974352  1.277051  20040130  
 12430  0.162583  0.395993  20040130  
 12431  0.250736  0.365893  20040130  
 12432  0.829122  1.003584  20040130  
 12433  0.523022  0.737209  20040130  
 12434  0.677582  0.901842  20040130  
 12435  1.012625  1.310555  20040130  
 12436  0.756769  1.034123  20040130  
 
 [12437 rows x 92 columns],
 '20040202':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.002             0.00               0.0   
 1      USA0011            -0.199             0.00               0.0   
 2      USA0031             0.634             0.00               0.0   
 3      USA0062             0.337             0.43               0.0   
 4      USA00E2             0.423             0.00               0.0   
 5      USA00F1             0.549             0.00               0.0   
 6      USA00G2             1.069             0.00               0.0   
 7      USA00H1             1.082             0.00               0.0   
 8      USA00I1            -0.507             0.00               0.0   
 9      USA00J1             0.505             0.00               0.0   
 10     USA00K1            -1.076             0.00               0.0   
 11     USA00P1            -0.178             0.00               0.0   
 12     USA00R1             0.164             0.00               0.0   
 13     USA00S1             1.310             0.00               0.0   
 14     USA00V1             0.699             0.00               0.0   
 15     USA0131             0.782             1.00               0.0   
 16     USA0161             1.491             1.00               0.0   
 17     USA01I1             0.576             0.00               0.0   
 18     USA01J2             0.222             0.00               0.0   
 19     USA01L1             0.187             0.00               0.0   
 20     USA01P1             0.097             0.00               0.0   
 21     USA01Q1             0.545             0.00               0.0   
 22     USA0202             0.267             0.00               0.0   
 23     USA0231             0.102             0.00               0.0   
 24     USA0281            -0.040             0.00               0.0   
 25     USA0291             0.156             0.00               0.0   
 26     USA02A1             0.133             0.00               0.0   
 27     USA02B1             2.826             0.00               0.0   
 28     USA02H1             0.147             0.00               0.0   
 29     USA02P1            -0.712             0.00               0.0   
 ...        ...               ...              ...               ...   
 12399  USAZY41            -0.125             0.00               0.0   
 12400  USAZY51            -2.766             0.00               0.0   
 12401  USAZY61            -0.057             0.00               0.0   
 12402  USAZY71             2.558             0.00               0.0   
 12403  USAZYI1            -2.766             0.00               0.0   
 12404  USAZYJ1            -0.105             0.00               0.0   
 12405  USAZYK1            -0.162             0.00               0.0   
 12406  USAZYM1            -0.449             0.00               0.0   
 12407  USAZYR1             1.536             0.00               0.0   
 12408  USAZYS1            -0.395             0.00               0.0   
 12409  USAZYT1             1.709             0.00               0.0   
 12410  USAZYV1            -0.554             0.00               0.0   
 12411  USAZYX1             0.836             0.00               0.0   
 12412  USAZZ41            -0.132             0.00               0.0   
 12413  USAZZ51            -0.480             0.00               0.0   
 12414  USAZZ61             0.021             0.00               0.0   
 12415  USAZZ71            -2.766             0.00               0.0   
 12416  USAZZ81            -0.223             0.00               0.0   
 12417  USAZZ91             0.512             0.00               0.0   
 12418  USAZZA1            -2.766             0.00               0.0   
 12419  USAZZB1             0.018             0.00               0.0   
 12420  USAZZD1             0.024             0.00               0.0   
 12421  USAZZF1            -0.098             0.00               0.0   
 12422  USAZZI1             0.330             0.00               0.0   
 12423  USAZZJ1             1.555             0.00               0.0   
 12424  USAZZL1             2.826             0.00               0.0   
 12425  USAZZP1             0.877             0.00               0.0   
 12426  USAZZR1            -0.375             0.00               0.0   
 12427  USAZZX1            -0.580             0.00               0.0   
 12428  USAZZY1             0.532             0.00               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12399               0.0              0.0           0.0            0.0   
 12400               0.0              0.0           0.0            0.0   
 12401               0.0              0.0           0.0            0.0   
 12402               0.0              0.0           0.0            0.0   
 12403               0.0              0.0           0.0            0.0   
 12404               0.0              0.0           0.0            0.0   
 12405               0.0              0.0           0.0            0.0   
 12406               0.0              0.0           0.0            0.0   
 12407               0.0              0.0           0.0            0.0   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.135           0.000  ...           NaN          NaN   
 1            -2.135           0.000  ...           NaN          NaN   
 2            -2.036           0.000  ...           NaN          NaN   
 3            -2.275           0.000  ...           NaN          NaN   
 4            -2.168           0.000  ...           NaN          NaN   
 5            -2.049           0.000  ...           NaN          NaN   
 6            -2.140           0.000  ...           NaN          NaN   
 7            -1.876           0.000  ...           NaN          NaN   
 8            -0.711           0.000  ...           NaN          NaN   
 9            -2.019           0.862  ...           NaN          NaN   
 10           -2.285           0.000  ...           NaN          NaN   
 11           -1.065           0.000  ...           NaN          NaN   
 12           -1.713           0.000  ...           NaN          NaN   
 13           -1.107           0.000  ...           NaN       4646.0   
 14           -2.135           0.000  ...           NaN          NaN   
 15           -2.416           0.000  ...           NaN          NaN   
 16           -1.139           0.000  ...           NaN       2684.0   
 17           -1.931           0.000  ...           NaN          NaN   
 18           -1.926           0.000  ...           NaN          NaN   
 19           -1.989           0.000  ...           NaN          NaN   
 20           -1.742           0.000  ...           NaN          NaN   
 21           -2.519           1.000  ...           NaN          NaN   
 22           -0.327           0.000  ...           NaN          NaN   
 23           -1.962           0.000  ...           NaN          NaN   
 24           -2.151           0.000  ...           NaN          NaN   
 25           -1.248           0.000  ...           NaN          NaN   
 26           -2.104           0.000  ...           NaN          NaN   
 27           -1.401           0.000  ...           NaN        190.0   
 28           -1.481           0.000  ...           NaN          NaN   
 29           -2.126           0.000  ...           NaN       3750.0   
 ...             ...             ...  ...           ...          ...   
 12399        -2.135           0.000  ...           NaN          NaN   
 12400        -1.410           0.000  ...           NaN       4000.0   
 12401        -0.633           0.000  ...           NaN          NaN   
 12402         0.261           0.000  ...           NaN       8347.0   
 12403        -0.671           0.000  ...           NaN       5000.0   
 12404        -0.743           0.000  ...           NaN          NaN   
 12405         0.024           0.000  ...           NaN      54944.0   
 12406        -0.160           0.000  ...           NaN          NaN   
 12407        -0.631           0.000  ...           NaN     440700.0   
 12408         0.167           0.000  ...           NaN          NaN   
 12409        -1.295           0.000  ...           NaN      13968.0   
 12410        -0.638           0.000  ...           NaN    1403300.0   
 12411        -1.298           0.000  ...           NaN       1800.0   
 12412        -1.479           0.000  ...           NaN      81450.0   
 12413        -1.333           0.000  ...           NaN          NaN   
 12414        -0.698           0.000  ...           NaN     345350.0   
 12415        -0.693           0.000  ...           NaN      30000.0   
 12416        -1.606           1.000  ...           NaN      55200.0   
 12417         0.063           0.000  ...           NaN          NaN   
 12418        -0.061           0.000  ...           NaN      40000.0   
 12419        -1.648           0.000  ...           NaN          NaN   
 12420         0.275           0.000  ...           NaN          NaN   
 12421        -0.055           0.000  ...           NaN       9575.0   
 12422        -1.785           1.000  ...           NaN          NaN   
 12423        -1.599           0.000  ...           NaN          0.0   
 12424        -0.387           0.000  ...           NaN       1469.0   
 12425        -1.005           1.000  ...           NaN          NaN   
 12426        -0.691           0.000  ...           NaN          NaN   
 12427         0.041           0.000  ...           NaN     191911.0   
 12428        -0.521           0.000  ...           NaN      67600.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.412962e+10  0.186916   19.944648   14.255513   
 1             NaN     5.850210e+09  0.000000   22.641679   16.311093   
 2             NaN     6.794007e+10  2.274838   27.257595   22.999783   
 3             NaN     3.092756e+10  2.076412   31.404072   28.939122   
 4             NaN     5.479462e+10  2.246642   37.027603   33.564474   
 5             NaN     1.849173e+11  0.374370   20.066266   15.674030   
 6             NaN     1.539081e+10  4.881809   28.505833   19.990813   
 7             NaN     8.544970e+10  0.000000   30.566487   24.747097   
 8             NaN     1.717904e+10  0.083595   41.761615   32.885515   
 9             NaN     4.217331e+10  1.735016   28.531087   25.444565   
 10            NaN     3.582410e+10  0.000000   44.831370   35.531019   
 11            NaN     2.581793e+10  1.309942   25.550569   20.654578   
 12            NaN     6.749705e+09  2.380952   21.093825   15.866566   
 13            NaN     1.464513e+10  1.326595   28.835918   25.660070   
 14            NaN     1.173201e+10  1.331558   18.215501   13.587111   
 15            NaN     3.403893e+10  1.628743   31.994848   27.723110   
 16            NaN     3.403893e+10  1.628743   39.891708   35.920070   
 17            NaN     2.904592e+10  0.187178   19.662854   15.836871   
 18            NaN     2.673779e+10  1.894279   32.410502   28.747202   
 19            NaN     9.211720e+10  3.381587   29.885562   25.752842   
 20            NaN     1.822643e+11  0.000000   44.434739   40.012329   
 21            NaN     1.219305e+11  1.787165   27.993753   24.691646   
 22            NaN     1.632635e+10  0.000000   39.142052   33.436903   
 23            NaN     8.616626e+10  0.000000   30.690156   27.095206   
 24            NaN     4.363970e+10  3.189066   25.779527   21.217179   
 25            NaN     3.374382e+10  0.000000   30.438552   26.124656   
 26            NaN     8.194478e+09  1.759944   15.123204   11.162833   
 27            NaN     8.194478e+09  1.759944   46.963625   44.062062   
 28            NaN     7.567549e+10  2.697795   26.903508   23.305778   
 29            NaN     3.369339e+11  2.378828   29.189734   25.905273   
 ...           ...              ...       ...         ...         ...   
 12399         NaN     5.056250e+06       NaN   26.302283   18.395007   
 12400     1375.42     6.638950e+06  0.000000   98.999754   96.219246   
 12401         NaN     2.454980e+06  0.000000   87.578274   83.643652   
 12402      187.32     2.452000e+05  0.000000  135.546939  132.023495   
 12403     6212.09     7.031890e+06  0.000000  107.537604  104.188076   
 12404         NaN     2.165040e+07       NaN   97.787199   93.919931   
 12405       28.72     6.832300e+04       NaN   99.058954   94.888114   
 12406         NaN     1.967420e+06       NaN  114.793372  111.740719   
 12407   326966.50     1.827075e+07  0.000000  155.264665  152.723299   
 12408         NaN     5.030700e+01  0.000000   52.338747   42.103470   
 12409    44668.15     2.812950e+07  0.000000   99.057974   96.400739   
 12410    12092.79     1.887242e+06  0.000000  156.828759  154.290906   
 12411    21882.15     4.387240e+07  0.000000   35.271189   30.535876   
 12412    17987.57     5.518735e+06       NaN   92.304426   89.345838   
 12413         NaN     7.414000e+05       NaN   45.687359   38.738850   
 12414     7203.80     8.341500e+06  0.000000  177.503413  175.463250   
 12415     1230.30     2.087610e+07  0.000000   94.543091   90.267537   
 12416  1741473.25     2.976009e+10  4.745098   29.114028   26.120144   
 12417         NaN     1.352860e+06  0.000000   59.680602   49.818614   
 12418     3242.50     1.956780e+06       NaN  127.340439  123.695486   
 12419         NaN     1.251480e+06  0.000000   39.350174   31.671681   
 12420         NaN     3.454800e+05       NaN  116.122013  112.626375   
 12421     2451.01     2.876160e+06       NaN  133.340959  129.951434   
 12422         NaN     1.008350e+06  0.000000  203.342391  202.061124   
 12423         NaN     1.053125e+07  0.000000   92.704975   88.249573   
 12424    18238.90     3.675600e+07  0.000000   77.208844   72.424655   
 12425         NaN     1.307280e+06       NaN  107.358339  104.387019   
 12426         NaN     2.437080e+07       NaN   50.161105   43.295834   
 12427     4868.62     1.930267e+06  0.000000  166.459132  163.613560   
 12428  3803849.90     8.293999e+08  0.614675   48.346202   36.538336   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000181  0.112209  20040202  
 1      0.000002  0.094965  20040202  
 2      0.046067  0.190454  20040202  
 3     -0.065772  0.236991  20040202  
 4     -0.015876  0.275358  20040202  
 5      0.040159  0.308358  20040202  
 6     -0.002504  0.006315  20040202  
 7      0.121238  0.235664  20040202  
 8      0.667782  1.069935  20040202  
 9      0.054121  0.285416  20040202  
 10    -0.070545  0.487998  20040202  
 11     0.501713  0.872122  20040202  
 12     0.197624  0.585791  20040202  
 13     0.481834  0.608432  20040202  
 14     0.000002  0.078854  20040202  
 15    -0.131879  0.143718  20040202  
 16     0.466786  0.734503  20040202  
 17     0.095261  0.180703  20040202  
 18     0.097728  0.502285  20040202  
 19     0.068097  0.213485  20040202  
 20     0.184140  0.396125  20040202  
 21    -0.180047  0.071479  20040202  
 22     0.847428  1.024358  20040202  
 23     0.081004  0.445283  20040202  
 24    -0.007854  0.340107  20040202  
 25     0.415560  0.720339  20040202  
 26     0.014552  0.224122  20040202  
 27     0.343875  0.701381  20040202  
 28     0.306535  0.525112  20040202  
 29     0.004229  0.271249  20040202  
 ...         ...       ...       ...  
 12399  0.000002 -0.039974  20040202  
 12400  0.339700  0.540090  20040202  
 12401  0.704106  1.061686  20040202  
 12402  1.123146  1.291700  20040202  
 12403  0.686281  0.859244  20040202  
 12404  0.652366  1.074733  20040202  
 12405  1.012364  1.277952  20040202  
 12406  0.926134  0.977461  20040202  
 12407  0.705216  0.923589  20040202  
 12408  1.079209  1.321218  20040202  
 12409  0.393611  0.690277  20040202  
 12410  0.701863  1.027041  20040202  
 12411  0.392229  0.263987  20040202  
 12412  0.307414  0.650997  20040202  
 12413  0.376109  0.628516  20040202  
 12414  0.673721  0.893347  20040202  
 12415  0.675990  0.906385  20040202  
 12416  0.247688  0.372617  20040202  
 12417  1.030474  1.095054  20040202  
 12418  0.972497  1.190641  20040202  
 12419  0.228096  0.532342  20040202  
 12420  1.130128  1.315964  20040202  
 12421  0.975051  1.244406  20040202  
 12422  0.164150  0.355274  20040202  
 12423  0.251033  0.407431  20040202  
 12424  0.819334  1.078077  20040202  
 12425  0.529826  0.758324  20040202  
 12426  0.676951  0.903780  20040202  
 12427  1.020328  1.271734  20040202  
 12428  0.756830  1.028419  20040202  
 
 [12429 rows x 92 columns],
 '20040203':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.539             0.00               0.0   
 1      USA0011             0.687             0.00               0.0   
 2      USA0031             0.886             0.00               0.0   
 3      USA0062             0.177             0.43               0.0   
 4      USA00E2             0.749             0.00               0.0   
 5      USA00F1             0.439             0.00               0.0   
 6      USA00G2            -0.020             0.00               0.0   
 7      USA00H1             0.424             0.00               0.0   
 8      USA00I1             0.378             0.00               0.0   
 9      USA00J1             0.001             0.00               0.0   
 10     USA00K1            -0.193             0.00               0.0   
 11     USA00P1            -0.390             0.00               0.0   
 12     USA00R1            -0.243             0.00               0.0   
 13     USA00S1            -1.966             0.00               0.0   
 14     USA00V1             0.477             0.00               0.0   
 15     USA0131            -2.233             1.00               0.0   
 16     USA0161            -0.693             1.00               0.0   
 17     USA01I1             0.451             0.00               0.0   
 18     USA01J2             0.850             0.00               0.0   
 19     USA01L1             0.011             0.00               0.0   
 20     USA01P1             0.207             0.00               0.0   
 21     USA01Q1            -0.389             0.00               0.0   
 22     USA0202            -0.003             0.00               0.0   
 23     USA0231             0.080             0.00               0.0   
 24     USA0281            -0.842             0.00               0.0   
 25     USA0291            -0.135             0.00               0.0   
 26     USA02A1             0.219             0.00               0.0   
 27     USA02B1             0.153             0.00               0.0   
 28     USA02H1             0.235             0.00               0.0   
 29     USA02P1             0.455             0.00               0.0   
 ...        ...               ...              ...               ...   
 12401  USAZY41            -0.286             0.00               0.0   
 12402  USAZY51            -0.507             0.00               0.0   
 12403  USAZY61            -0.009             0.00               0.0   
 12404  USAZY71            -2.865             0.00               0.0   
 12405  USAZYI1             2.384             0.00               0.0   
 12406  USAZYJ1            -0.273             0.00               0.0   
 12407  USAZYK1            -0.789             0.00               0.0   
 12408  USAZYM1             0.124             0.00               0.0   
 12409  USAZYR1             0.769             0.00               0.0   
 12410  USAZYS1            -0.884             0.00               0.0   
 12411  USAZYT1            -0.397             0.00               0.0   
 12412  USAZYV1             2.354             0.00               0.0   
 12413  USAZYX1            -0.113             0.00               0.0   
 12414  USAZZ41            -2.856             0.00               0.0   
 12415  USAZZ51            -0.529             0.00               0.0   
 12416  USAZZ61            -0.609             0.00               0.0   
 12417  USAZZ71            -0.560             0.00               0.0   
 12418  USAZZ81            -1.403             0.00               0.0   
 12419  USAZZ91            -0.706             0.00               0.0   
 12420  USAZZA1            -2.865             0.00               0.0   
 12421  USAZZB1            -0.506             0.00               0.0   
 12422  USAZZD1            -0.656             0.00               0.0   
 12423  USAZZF1            -0.628             0.00               0.0   
 12424  USAZZI1            -0.478             0.00               0.0   
 12425  USAZZJ1            -1.704             0.00               0.0   
 12426  USAZZL1            -2.865             0.00               0.0   
 12427  USAZZP1            -0.660             0.00               0.0   
 12428  USAZZR1            -0.607             0.00               0.0   
 12429  USAZZX1            -1.141             0.00               0.0   
 12430  USAZZY1             1.262             0.00               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12401               0.0              0.0           0.0            0.0   
 12402               0.0              0.0           0.0            0.0   
 12403               0.0              0.0           0.0            0.0   
 12404               0.0              0.0           0.0            0.0   
 12405               0.0              0.0           0.0            0.0   
 12406               0.0              0.0           0.0            0.0   
 12407               0.0              0.0           0.0            0.0   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.135           0.000  ...           NaN          NaN   
 1            -2.134           0.000  ...           NaN          NaN   
 2            -2.036           0.000  ...           NaN          NaN   
 3            -2.276           0.000  ...           NaN          NaN   
 4            -2.170           0.000  ...           NaN          NaN   
 5            -2.048           0.000  ...           NaN          NaN   
 6            -2.139           0.000  ...           NaN          NaN   
 7            -1.876           0.000  ...           NaN          NaN   
 8            -0.710           0.000  ...           NaN          NaN   
 9            -2.019           0.862  ...           NaN          NaN   
 10           -2.284           0.000  ...           NaN          NaN   
 11           -1.063           0.000  ...           NaN          NaN   
 12           -1.716           0.000  ...           NaN          NaN   
 13           -1.120           0.000  ...           NaN      39433.0   
 14           -2.134           0.000  ...           NaN          NaN   
 15           -2.387           0.000  ...           NaN        141.0   
 16           -1.143           0.000  ...           NaN       1767.0   
 17           -1.931           0.000  ...           NaN          NaN   
 18           -1.920           0.000  ...           NaN        240.0   
 19           -1.988           0.000  ...           NaN          NaN   
 20           -1.740           0.000  ...           NaN          NaN   
 21           -2.520           1.000  ...           NaN        235.0   
 22           -0.327           0.000  ...           NaN          NaN   
 23           -1.962           0.000  ...           NaN          NaN   
 24           -2.154           0.000  ...           NaN        230.0   
 25           -1.248           0.000  ...           NaN          NaN   
 26           -2.103           0.000  ...           NaN          NaN   
 27           -1.405           0.000  ...           NaN         60.0   
 28           -1.480           0.000  ...           NaN          NaN   
 29           -2.125           0.000  ...           NaN       3750.0   
 ...             ...             ...  ...           ...          ...   
 12401        -2.134           0.000  ...           NaN          NaN   
 12402        -1.409           0.000  ...           NaN          NaN   
 12403        -0.632           0.000  ...           NaN          NaN   
 12404         0.223           0.000  ...           NaN     144200.0   
 12405        -0.661           0.000  ...           NaN      11000.0   
 12406        -0.743           0.000  ...           NaN          NaN   
 12407         0.026           0.000  ...           NaN        800.0   
 12408        -0.159           0.000  ...           NaN          NaN   
 12409        -0.625           0.000  ...           NaN     404853.0   
 12410         0.168           0.000  ...           NaN          NaN   
 12411        -1.293           0.000  ...           NaN      15133.0   
 12412        -0.627           0.000  ...           NaN    1417571.0   
 12413        -1.297           0.000  ...           NaN       2400.0   
 12414        -1.484           0.000  ...           NaN     231657.0   
 12415        -1.335           0.000  ...           NaN          NaN   
 12416        -0.694           0.000  ...           NaN      39340.0   
 12417        -0.691           0.000  ...           NaN          NaN   
 12418        -1.612           1.000  ...           NaN      73900.0   
 12419         0.063           0.000  ...           NaN          NaN   
 12420        -0.063           0.000  ...           NaN      15000.0   
 12421        -1.649           0.000  ...           NaN          NaN   
 12422         0.276           0.000  ...           NaN      10000.0   
 12423        -0.054           0.000  ...           NaN       1900.0   
 12424        -1.784           1.000  ...           NaN          NaN   
 12425        -1.602           0.000  ...           NaN          0.0   
 12426        -0.395           0.000  ...           NaN       1300.0   
 12427        -1.003           1.000  ...           NaN          NaN   
 12428        -0.688           0.000  ...           NaN          NaN   
 12429         0.044           0.000  ...           NaN          NaN   
 12430        -0.518           0.000  ...           NaN      28300.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.552780e+10  0.186916   19.892754   14.245336   
 1             NaN     5.930774e+09  0.000000   22.892181   16.661508   
 2             NaN     6.914324e+10  2.274838   27.312704   23.056466   
 3             NaN     3.051473e+10  2.076412   31.027493   28.621708   
 4             NaN     5.416893e+10  2.246642   36.761212   33.313815   
 5             NaN     1.845520e+11  0.374370   20.061110   15.677180   
 6             NaN     1.527260e+10  4.881809   28.018741   19.757905   
 7             NaN     8.548843e+10  0.000000   30.130841   24.504046   
 8             NaN     1.723413e+10  0.083595   41.307662   32.520033   
 9             NaN     4.270244e+10  1.735016   28.056222   25.107806   
 10            NaN     3.607357e+10  0.000000   44.205622   35.122045   
 11            NaN     2.562757e+10  1.309942   25.302076   20.513050   
 12            NaN     6.887792e+09  2.380952   20.882205   15.710521   
 13            NaN     1.542699e+10  1.326595   29.072628   26.001068   
 14            NaN     1.169646e+10  1.331558   18.037707   13.532351   
 15            NaN     3.448702e+10  1.628743   39.944293   36.497062   
 16            NaN     3.448702e+10  1.628743   39.480631   35.595461   
 17            NaN     2.933611e+10  0.187178   19.437794   15.712942   
 18            NaN     2.658251e+10  1.894279   32.257060   28.559727   
 19            NaN     9.175382e+10  3.381587   29.467597   25.446058   
 20            NaN     1.844895e+11  0.000000   43.876435   39.554407   
 21            NaN     1.224712e+11  1.787165   27.687268   24.436174   
 22            NaN     1.614523e+10  0.000000   38.755315   33.004348   
 23            NaN     8.639699e+10  0.000000   30.338602   26.774009   
 24            NaN     4.346036e+10  3.189066   25.751059   21.253776   
 25            NaN     3.345479e+10  0.000000   30.081354   25.818911   
 26            NaN     8.389311e+09  1.759944   14.959799   11.035129   
 27            NaN     8.389311e+09  1.759944   45.963780   43.210311   
 28            NaN     7.601633e+10  2.697795   26.624421   23.040720   
 29            NaN     3.327260e+11  2.378828   28.977656   25.678891   
 ...           ...              ...       ...         ...         ...   
 12401         NaN     5.056250e+06       NaN   25.956867   18.181234   
 12402         NaN     6.638950e+06  0.000000  101.068731   98.454537   
 12403         NaN     2.454980e+06  0.000000   88.056689   84.251120   
 12404      309.89     4.904000e+05  0.000000  127.760165  123.955642   
 12405     6344.72     6.557830e+06  0.000000  109.247268  106.109523   
 12406         NaN     2.165040e+07       NaN   98.121015   94.394292   
 12407       27.45     6.832300e+04       NaN   98.964785   94.861631   
 12408         NaN     1.967420e+06       NaN  113.450588  110.428249   
 12409   321305.60     1.791250e+07  0.000000  153.108555  150.610061   
 12410         NaN     5.030700e+01  0.000000   52.142335   41.988003   
 12411    43029.86     2.812950e+07  0.000000   97.668123   95.144987   
 12412    12380.77     1.752439e+06  0.000000  154.906045  152.258940   
 12413    22127.76     4.387240e+07  0.000000   34.706254   30.157760   
 12414    19381.22     6.264510e+06       NaN   93.510138   90.523358   
 12415         NaN     7.414000e+05       NaN   45.146849   38.327762   
 12416     6903.18     8.341500e+06  0.000000  174.974466  172.931126   
 12417         NaN     2.087610e+07  0.000000   96.798151   92.736308   
 12418  1913632.62     3.054784e+10  4.745098   28.229804   25.131141   
 12419         NaN     1.352860e+06  0.000000   58.997395   49.260679   
 12420     3224.66     2.065490e+06       NaN  128.316269  124.731584   
 12421         NaN     1.251480e+06  0.000000   38.926470   31.338100   
 12422     1375.50     3.454800e+05       NaN  115.237265  111.764362   
 12423     2351.70     2.876160e+06       NaN  131.668355  128.291068   
 12424         NaN     1.008350e+06  0.000000  199.620880  198.332522   
 12425         NaN     1.077430e+07  0.000000   91.550785   87.135643   
 12426    17687.59     3.838960e+07  0.000000   76.845155   72.228475   
 12427         NaN     1.307280e+06       NaN  105.763358  102.790158   
 12428         NaN     2.437080e+07       NaN   49.662281   42.801708   
 12429         NaN     1.930267e+06  0.000000  164.151720  161.237439   
 12430  3660445.95     8.252433e+08  0.614675   48.235812   36.420008   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000181  0.121172  20040203  
 1      0.000002  0.109320  20040203  
 2      0.046154  0.198284  20040203  
 3     -0.066495  0.237863  20040203  
 4     -0.016616  0.285280  20040203  
 5      0.040352  0.308354  20040203  
 6     -0.002422 -0.008069  20040203  
 7      0.121094  0.226124  20040203  
 8      0.667999  1.088955  20040203  
 9      0.054068  0.270306  20040203  
 10    -0.070366  0.493027  20040203  
 11     0.502426  0.851819  20040203  
 12     0.195905  0.559965  20040203  
 13     0.475640  0.548842  20040203  
 14     0.000002  0.077653  20040203  
 15    -0.118552  0.091422  20040203  
 16     0.464919  0.695753  20040203  
 17     0.095237  0.176175  20040203  
 18     0.100243  0.514358  20040203  
 19     0.068358  0.209495  20040203  
 20     0.184837  0.399426  20040203  
 21    -0.181031  0.049439  20040203  
 22     0.847501  1.024812  20040203  
 23     0.080892  0.440044  20040203  
 24    -0.009468  0.320409  20040203  
 25     0.415628  0.714982  20040203  
 26     0.014555  0.227733  20040203  
 27     0.342160  0.678294  20040203  
 28     0.306626  0.524409  20040203  
 29     0.004361  0.288153  20040203  
 ...         ...       ...       ...  
 12401  0.000002 -0.042013  20040203  
 12402  0.340107  0.534323  20040203  
 12403  0.704348  1.069270  20040203  
 12404  1.105326  1.265438  20040203  
 12405  0.690944  0.934574  20040203  
 12406  0.652464  1.062458  20040203  
 12407  1.012958  1.264399  20040203  
 12408  0.926329  0.994892  20040203  
 12409  0.707670  0.907341  20040203  
 12410  1.079242  1.312120  20040203  
 12411  0.394544  0.671831  20040203  
 12412  0.706880  1.101513  20040203  
 12413  0.392717  0.251227  20040203  
 12414  0.304757  0.584479  20040203  
 12415  0.374674  0.628967  20040203  
 12416  0.675164  0.887579  20040203  
 12417  0.676728  0.872122  20040203  
 12418  0.245112  0.336475  20040203  
 12419  1.030360  1.079176  20040203  
 12420  0.971163  1.158977  20040203  
 12421  0.227683  0.527133  20040203  
 12422  1.130146  1.299353  20040203  
 12423  0.975253  1.243499  20040203  
 12424  0.164228  0.337312  20040203  
 12425  0.249544  0.333663  20040203  
 12426  0.815684  0.994722  20040203  
 12427  0.530383  0.729800  20040203  
 12428  0.678005  0.899988  20040203  
 12429  1.021217  1.268718  20040203  
 12430  0.757831  1.052025  20040203  
 
 [12431 rows x 92 columns],
 '20040204':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.956             0.00               0.0   
 1      USA0011            -0.077             0.00               0.0   
 2      USA0031             1.126             0.00               0.0   
 3      USA0062             0.772             0.43               0.0   
 4      USA00E2             1.083             0.00               0.0   
 5      USA00F1             0.758             0.00               0.0   
 6      USA00G2            -0.065             0.00               0.0   
 7      USA00H1             0.285             0.00               0.0   
 8      USA00I1            -0.698             0.00               0.0   
 9      USA00J1             0.765             0.00               0.0   
 10     USA00K1             1.148             0.00               0.0   
 11     USA00P1             0.123             0.00               0.0   
 12     USA00R1             1.148             0.00               0.0   
 13     USA00S1            -1.462             0.00               0.0   
 14     USA00V1             0.754             0.00               0.0   
 15     USA0131             1.136             1.00               0.0   
 16     USA0161            -1.349             1.00               0.0   
 17     USA01I1             0.724             0.00               0.0   
 18     USA01J2             0.514             0.00               0.0   
 19     USA01L1             0.134             0.00               0.0   
 20     USA01P1            -0.577             0.00               0.0   
 21     USA01Q1             0.907             0.00               0.0   
 22     USA0202            -1.239             0.00               0.0   
 23     USA0231             0.743             0.00               0.0   
 24     USA0281             0.521             0.00               0.0   
 25     USA0291            -0.287             0.00               0.0   
 26     USA02A1             0.665             0.00               0.0   
 27     USA02B1             0.160             0.00               0.0   
 28     USA02H1             0.680             0.00               0.0   
 29     USA02P1             0.978             0.00               0.0   
 ...        ...               ...              ...               ...   
 12401  USAZY41            -0.298             0.00               0.0   
 12402  USAZY51             2.788             0.00               0.0   
 12403  USAZY61            -1.987             0.00               0.0   
 12404  USAZY71            -2.562             0.00               0.0   
 12405  USAZYI1            -2.160             0.00               0.0   
 12406  USAZYJ1            -2.309             0.00               0.0   
 12407  USAZYK1            -2.411             0.00               0.0   
 12408  USAZYM1            -2.710             0.00               0.0   
 12409  USAZYR1             1.849             0.00               0.0   
 12410  USAZYS1            -2.688             0.00               0.0   
 12411  USAZYT1            -0.330             0.00               0.0   
 12412  USAZYV1            -2.075             0.00               0.0   
 12413  USAZYX1            -2.600             0.00               0.0   
 12414  USAZZ41             1.532             0.00               0.0   
 12415  USAZZ51            -1.766             0.00               0.0   
 12416  USAZZ61            -2.021             0.00               0.0   
 12417  USAZZ71            -2.306             0.00               0.0   
 12418  USAZZ81            -0.317             0.00               0.0   
 12419  USAZZ91            -2.710             0.00               0.0   
 12420  USAZZA1            -2.367             0.00               0.0   
 12421  USAZZB1            -1.657             0.00               0.0   
 12422  USAZZD1            -1.877             0.00               0.0   
 12423  USAZZF1            -2.710             0.00               0.0   
 12424  USAZZI1            -1.730             0.00               0.0   
 12425  USAZZJ1             1.163             0.00               0.0   
 12426  USAZZL1             1.204             0.00               0.0   
 12427  USAZZP1            -1.764             0.00               0.0   
 12428  USAZZR1            -1.790             0.00               0.0   
 12429  USAZZX1            -2.071             0.00               0.0   
 12430  USAZZY1            -0.282             0.00               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12401               0.0              0.0           0.0            0.0   
 12402               0.0              0.0           0.0            0.0   
 12403               0.0              0.0           0.0            0.0   
 12404               0.0              0.0           0.0            0.0   
 12405               0.0              0.0           0.0            0.0   
 12406               0.0              0.0           0.0            0.0   
 12407               0.0              0.0           0.0            0.0   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.089           0.000  ...           NaN          NaN   
 1            -2.089           0.000  ...           NaN          NaN   
 2            -1.992           0.000  ...           NaN          NaN   
 3            -2.214           0.000  ...           NaN          NaN   
 4            -2.129           0.000  ...           NaN          NaN   
 5            -2.036           0.000  ...           NaN          NaN   
 6            -2.093           0.000  ...           NaN          NaN   
 7            -1.842           0.000  ...           NaN          NaN   
 8            -0.694           0.000  ...           NaN          NaN   
 9            -1.979           0.862  ...           NaN          NaN   
 10           -2.232           0.000  ...           NaN          NaN   
 11           -1.036           0.000  ...           NaN          NaN   
 12           -1.733           0.000  ...           NaN          NaN   
 13           -1.393           0.000  ...           NaN      12547.0   
 14           -2.089           0.000  ...           NaN          NaN   
 15           -2.323           0.000  ...           NaN          NaN   
 16           -1.249           0.000  ...           NaN       2827.0   
 17           -2.027           0.000  ...           NaN          NaN   
 18           -1.877           0.000  ...           NaN          NaN   
 19           -1.943           0.000  ...           NaN          NaN   
 20           -1.708           0.000  ...           NaN          NaN   
 21           -2.457           1.000  ...           NaN          NaN   
 22           -0.336           0.000  ...           NaN          NaN   
 23           -1.920           0.000  ...           NaN          NaN   
 24           -2.117           0.000  ...           NaN          NaN   
 25           -1.225           0.000  ...           NaN          NaN   
 26           -2.059           0.000  ...           NaN          NaN   
 27           -1.378           0.000  ...           NaN          NaN   
 28           -1.455           0.000  ...           NaN          NaN   
 29           -2.074           0.000  ...           NaN       3750.0   
 ...             ...             ...  ...           ...          ...   
 12401        -2.089           0.000  ...           NaN          NaN   
 12402        -1.263           0.000  ...           NaN        250.0   
 12403        -0.617           0.000  ...           NaN          NaN   
 12404         0.225           0.000  ...           NaN       6100.0   
 12405        -0.676           0.000  ...           NaN      11500.0   
 12406        -0.725           0.000  ...           NaN          NaN   
 12407         0.040           0.000  ...           NaN       3850.0   
 12408        -0.223           0.000  ...           NaN       1000.0   
 12409        -0.494           0.000  ...           NaN     359388.0   
 12410         0.166           0.000  ...           NaN          NaN   
 12411        -1.214           0.000  ...           NaN      50300.0   
 12412        -0.606           0.000  ...           NaN    1273000.0   
 12413        -1.269           0.000  ...           NaN          NaN   
 12414        -1.391           0.000  ...           NaN     172630.0   
 12415        -1.283           0.000  ...           NaN          NaN   
 12416        -0.667           0.000  ...           NaN     212633.0   
 12417        -0.664           0.000  ...           NaN          NaN   
 12418        -1.594           1.000  ...           NaN      36300.0   
 12419         0.064           0.000  ...           NaN          NaN   
 12420        -0.053           0.000  ...           NaN          NaN   
 12421        -1.619           0.000  ...           NaN          NaN   
 12422         0.300           0.000  ...           NaN          NaN   
 12423        -0.053           0.000  ...           NaN       7000.0   
 12424        -1.752           1.000  ...           NaN      20000.0   
 12425        -1.383           0.000  ...           NaN          0.0   
 12426        -0.323           0.000  ...           NaN      10750.0   
 12427        -0.994           1.000  ...           NaN          NaN   
 12428        -0.656           0.000  ...           NaN          NaN   
 12429         0.055           0.000  ...           NaN          NaN   
 12430        -0.436           0.000  ...           NaN      73600.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.472884e+10  0.186916   20.120352   14.356095   
 1             NaN     5.558939e+09  0.000000   22.859165   16.592120   
 2             NaN     6.915886e+10  2.274838   27.524574   23.168372   
 3             NaN     2.997290e+10  2.076412   31.012006   28.540440   
 4             NaN     5.378286e+10  2.246642   36.724441   33.170361   
 5             NaN     1.830128e+11  0.374370   20.157823   15.669662   
 6             NaN     1.508346e+10  4.881809   27.869346   19.666423   
 7             NaN     8.435254e+10  0.000000   30.016715   24.381283   
 8             NaN     1.681540e+10  0.083595   41.636219   32.611138   
 9             NaN     4.289260e+10  1.735016   28.041284   25.060811   
 10            NaN     3.550810e+10  0.000000   44.091257   34.957692   
 11            NaN     2.538961e+10  1.309942   25.419305   20.409642   
 12            NaN     6.910991e+09  2.380952   21.289125   15.877467   
 13            NaN     1.613090e+10  1.326595   31.843202   29.132567   
 14            NaN     1.175994e+10  1.331558   18.200146   13.669512   
 15            NaN     3.485509e+10  1.628743   39.583446   36.238671   
 16            NaN     3.485509e+10  1.628743   39.743179   35.934462   
 17            NaN     2.899681e+10  0.187178   19.431278   15.757290   
 18            NaN     2.618916e+10  1.894279   32.164840   28.421166   
 19            NaN     9.100568e+10  3.381587   29.350699   25.330035   
 20            NaN     1.675218e+11  0.000000   44.131474   39.593556   
 21            NaN     1.222746e+11  1.787165   27.620421   24.362734   
 22            NaN     1.551132e+10  0.000000   39.248563   33.332520   
 23            NaN     8.303853e+10  0.000000   30.289701   26.640227   
 24            NaN     4.359984e+10  3.189066   25.669105   21.147858   
 25            NaN     3.251546e+10  0.000000   30.146625   25.868293   
 26            NaN     8.314816e+09  1.759944   15.074270   11.062226   
 27            NaN     8.314816e+09  1.759944   45.942275   43.114309   
 28            NaN     7.566575e+10  2.697795   26.682766   22.966530   
 29            NaN     3.324254e+11  2.378828   28.862107   25.440507   
 ...           ...              ...       ...         ...         ...   
 12401         NaN     5.056250e+06       NaN   26.331547   18.257005   
 12402      695.57     6.090515e+06  0.000000  101.190495   98.245137   
 12403         NaN     2.454980e+06  0.000000   89.140580   85.136931   
 12404      314.45     4.904000e+05  0.000000  136.941229  133.410896   
 12405     6778.58     6.557830e+06  0.000000  110.943023  107.718795   
 12406         NaN     2.165040e+07       NaN  100.642728   96.646015   
 12407       13.31     6.832300e+04       NaN  102.341755   98.145412   
 12408      322.95     2.118760e+06       NaN  116.546315  113.352152   
 12409   323198.27     1.665862e+07  0.000000  153.844778  151.107876   
 12410         NaN     5.030700e+01  0.000000   54.358583   43.861818   
 12411    37850.61     2.763600e+07  0.000000   97.860400   95.127881   
 12412    12392.27     1.752439e+06  0.000000  155.526721  152.850181   
 12413         NaN     4.387240e+07  0.000000   36.077979   31.057167   
 12414    19722.95     5.966200e+06       NaN   95.002342   92.036788   
 12415         NaN     7.414000e+05       NaN   46.661557   39.413394   
 12416     7002.70     8.341500e+06  0.000000  175.935735  173.714308   
 12417         NaN     2.087610e+07  0.000000   98.953632   94.603031   
 12418  1940270.29     3.053316e+10  4.745098   28.139879   25.082179   
 12419         NaN     1.352860e+06  0.000000   61.334713   51.371930   
 12420         NaN     2.065490e+06       NaN  129.920794  126.206947   
 12421         NaN     1.251480e+06  0.000000   40.584979   32.721009   
 12422         NaN     3.454800e+05       NaN  119.233243  115.661575   
 12423     2346.33     2.876160e+06       NaN  134.011819  130.412320   
 12424      983.55     1.008350e+06  0.000000  201.277282  199.872501   
 12425         NaN     1.017474e+07  0.000000   91.733821   87.043414   
 12426    19787.59     3.675600e+07  0.000000   76.974125   72.048925   
 12427         NaN     1.307280e+06       NaN  106.963345  103.761413   
 12428         NaN     2.437080e+07       NaN   50.782075   43.524149   
 12429         NaN     1.930267e+06  0.000000  164.923361  161.883911   
 12430  3684316.48     8.082972e+08  0.614675   48.132756   36.237349   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000178  0.139470  20040204  
 1     -0.000004  0.112375  20040204  
 2      0.046316  0.214484  20040204  
 3     -0.059645  0.271871  20040204  
 4     -0.019064  0.309153  20040204  
 5      0.025490  0.307239  20040204  
 6     -0.001704  0.005708  20040204  
 7      0.117870  0.225165  20040204  
 8      0.665450  1.075836  20040204  
 9      0.052642  0.286365  20040204  
 10    -0.068139  0.525493  20040204  
 11     0.501939  0.864606  20040204  
 12     0.169786  0.567211  20040204  
 13     0.331827  0.473777  20040204  
 14    -0.000004  0.093935  20040204  
 15    -0.111759  0.120651  20040204  
 16     0.400496  0.626472  20040204  
 17     0.029734  0.116222  20040204  
 18     0.101059  0.522535  20040204  
 19     0.069727  0.216979  20040204  
 20     0.181942  0.398583  20040204  
 21    -0.175518  0.082936  20040204  
 22     0.835715  1.001508  20040204  
 23     0.080766  0.455647  20040204  
 24    -0.013143  0.337572  20040204  
 25     0.411897  0.708954  20040204  
 26     0.014399  0.246214  20040204  
 27     0.339292  0.683140  20040204  
 28     0.302241  0.531368  20040204  
 29     0.007163  0.308164  20040204  
 ...         ...       ...       ...  
 12401 -0.000004 -0.022528  20040204  
 12402  0.393972  0.673209  20040204  
 12403  0.701921  1.051411  20040204  
 12404  1.103560  1.172615  20040204  
 12405  0.673798  0.862128  20040204  
 12406  0.650598  1.008511  20040204  
 12407  1.015230  1.226200  20040204  
 12408  0.889803  0.921285  20040204  
 12409  0.760440  1.001219  20040204  
 12410  1.075309  1.276310  20040204  
 12411  0.417344  0.712682  20040204  
 12412  0.707122  1.016329  20040204  
 12413  0.390952  0.219373  20040204  
 12414  0.333102  0.654710  20040204  
 12415  0.384310  0.631782  20040204  
 12416  0.677910  0.879548  20040204  
 12417  0.679428  0.858416  20040204  
 12418  0.236146  0.351756  20040204  
 12419  1.026570  1.047259  20040204  
 12420  0.970844  1.189621  20040204  
 12421  0.224240  0.518021  20040204  
 12422  1.139020  1.278321  20040204  
 12423  0.970667  1.204879  20040204  
 12424  0.160877  0.334599  20040204  
 12425  0.336777  0.494513  20040204  
 12426  0.842354  1.081794  20040204  
 12427  0.522242  0.715074  20040204  
 12428  0.683566  0.903019  20040204  
 12429  1.022452  1.244535  20040204  
 12430  0.788295  1.064099  20040204  
 
 [12431 rows x 92 columns],
 '20040205':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.072             0.00               0.0   
 1      USA0011            -0.920             0.00               0.0   
 2      USA0031            -0.178             0.00               0.0   
 3      USA0062             0.084             0.43               0.0   
 4      USA00E2            -0.371             0.00               0.0   
 5      USA00F1            -0.339             0.00               0.0   
 6      USA00G2            -0.442             0.00               0.0   
 7      USA00H1            -0.981             0.00               0.0   
 8      USA00I1             0.218             0.00               0.0   
 9      USA00J1             0.583             0.00               0.0   
 10     USA00K1            -0.567             0.00               0.0   
 11     USA00P1             0.069             0.00               0.0   
 12     USA00R1             0.062             0.00               0.0   
 13     USA00S1             1.095             0.00               0.0   
 14     USA00V1            -0.835             0.00               0.0   
 15     USA0131             0.142             1.00               0.0   
 16     USA0161             2.278             1.00               0.0   
 17     USA01I1            -0.622             0.00               0.0   
 18     USA01J2            -0.087             0.00               0.0   
 19     USA01L1            -0.849             0.00               0.0   
 20     USA01P1            -0.565             0.00               0.0   
 21     USA01Q1             0.479             0.00               0.0   
 22     USA0202            -0.299             0.00               0.0   
 23     USA0231            -0.357             0.00               0.0   
 24     USA0281             0.331             0.00               0.0   
 25     USA0291            -0.235             0.00               0.0   
 26     USA02A1            -0.138             0.00               0.0   
 27     USA02B1             0.481             0.00               0.0   
 28     USA02H1            -0.173             0.00               0.0   
 29     USA02P1             0.023             0.00               0.0   
 ...        ...               ...              ...               ...   
 12402  USAZY41            -0.168             0.00               0.0   
 12403  USAZY51             0.254             0.00               0.0   
 12404  USAZY61             1.144             0.00               0.0   
 12405  USAZY71            -2.265             0.00               0.0   
 12406  USAZYI1             1.687             0.00               0.0   
 12407  USAZYJ1            -2.813             0.00               0.0   
 12408  USAZYK1             1.378             0.00               0.0   
 12409  USAZYM1             2.748             0.00               0.0   
 12410  USAZYR1             1.063             0.00               0.0   
 12411  USAZYS1             0.874             0.00               0.0   
 12412  USAZYT1             2.187             0.00               0.0   
 12413  USAZYV1             0.632             0.00               0.0   
 12414  USAZYX1             0.400             0.00               0.0   
 12415  USAZZ41             2.748             0.00               0.0   
 12416  USAZZ51             0.523             0.00               0.0   
 12417  USAZZ61             1.062             0.00               0.0   
 12418  USAZZ71             0.633             0.00               0.0   
 12419  USAZZ81             0.255             0.00               0.0   
 12420  USAZZ91            -0.139             0.00               0.0   
 12421  USAZZA1             2.748             0.00               0.0   
 12422  USAZZB1            -0.040             0.00               0.0   
 12423  USAZZD1             2.748             0.00               0.0   
 12424  USAZZF1            -1.875             0.00               0.0   
 12425  USAZZI1             0.941             0.00               0.0   
 12426  USAZZJ1             1.698             0.00               0.0   
 12427  USAZZL1             2.044             0.00               0.0   
 12428  USAZZP1             1.674             0.00               0.0   
 12429  USAZZR1             0.840             0.00               0.0   
 12430  USAZZX1             1.127             0.00               0.0   
 12431  USAZZY1             0.064             0.00               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12402               0.0              0.0           0.0            0.0   
 12403               0.0              0.0           0.0            0.0   
 12404               0.0              0.0           0.0            0.0   
 12405               0.0              0.0           0.0            0.0   
 12406               0.0              0.0           0.0            0.0   
 12407               0.0              0.0           0.0            0.0   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 12431               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.088           0.000  ...           NaN          NaN   
 1            -2.087           0.000  ...           NaN          NaN   
 2            -2.037           0.000  ...           NaN          NaN   
 3            -2.216           0.000  ...           NaN          NaN   
 4            -2.128           0.000  ...           NaN          NaN   
 5            -2.034           0.000  ...           NaN          NaN   
 6            -2.091           0.000  ...           NaN          NaN   
 7            -1.840           0.000  ...           NaN          NaN   
 8            -0.696           0.000  ...           NaN          NaN   
 9            -1.978           0.862  ...           NaN          NaN   
 10           -2.230           0.000  ...           NaN          NaN   
 11           -1.036           0.000  ...           NaN          NaN   
 12           -1.732           0.000  ...           NaN          NaN   
 13           -1.400           0.000  ...           NaN       9528.0   
 14           -2.087           0.000  ...           NaN          NaN   
 15           -2.324           0.000  ...           NaN          NaN   
 16           -1.257           0.000  ...           NaN        610.0   
 17           -2.028           0.000  ...           NaN          NaN   
 18           -1.876           0.000  ...           NaN          NaN   
 19           -1.943           0.000  ...           NaN          NaN   
 20           -1.708           0.000  ...           NaN          NaN   
 21           -2.456           1.000  ...           NaN          NaN   
 22           -0.346           0.000  ...           NaN          NaN   
 23           -1.918           0.000  ...           NaN          NaN   
 24           -2.115           0.000  ...           NaN          NaN   
 25           -1.225           0.000  ...           NaN          NaN   
 26           -2.057           0.000  ...           NaN          NaN   
 27           -1.378           0.000  ...           NaN          NaN   
 28           -1.455           0.000  ...           NaN          NaN   
 29           -2.074           0.000  ...           NaN       3750.0   
 ...             ...             ...  ...           ...          ...   
 12402        -2.087           0.000  ...           NaN          NaN   
 12403        -1.262           0.000  ...           NaN          NaN   
 12404        -0.616           0.000  ...           NaN          NaN   
 12405         0.231           0.000  ...           NaN      23800.0   
 12406        -0.677           0.000  ...           NaN      20500.0   
 12407        -0.703           0.000  ...           NaN        200.0   
 12408         0.039           0.000  ...           NaN       2000.0   
 12409        -0.243           0.000  ...           NaN        625.0   
 12410        -0.489           0.000  ...           NaN     240897.0   
 12411         0.165           0.000  ...           NaN          NaN   
 12412        -1.215           0.000  ...           NaN      40920.0   
 12413        -0.608           0.000  ...           NaN     528700.0   
 12414        -1.270           0.000  ...           NaN          NaN   
 12415        -1.395           0.000  ...           NaN     151400.0   
 12416        -1.282           0.000  ...           NaN          NaN   
 12417        -0.667           0.000  ...           NaN     989015.0   
 12418        -0.664           0.000  ...           NaN          NaN   
 12419        -1.593           1.000  ...           NaN      50000.0   
 12420         0.062           0.000  ...           NaN          NaN   
 12421        -0.092           0.000  ...           NaN        100.0   
 12422        -1.617           0.000  ...           NaN          NaN   
 12423         0.280           0.000  ...           NaN    2354500.0   
 12424        -0.049           0.000  ...           NaN      31385.0   
 12425        -1.747           1.000  ...           NaN          NaN   
 12426        -1.395           0.000  ...           NaN          0.0   
 12427        -0.329           0.000  ...           NaN      11200.0   
 12428        -0.991           1.000  ...           NaN          NaN   
 12429        -0.656           0.000  ...           NaN          NaN   
 12430         0.055           0.000  ...           NaN      14000.0   
 12431        -0.437           0.000  ...           NaN      35400.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.546788e+10  0.186916   20.067929   14.445680   
 1             NaN     5.596122e+09  0.000000   23.369849   17.106837   
 2             NaN     6.964325e+10  2.274838   27.487024   23.299112   
 3             NaN     3.051473e+10  2.076412   31.097390   28.706755   
 4             NaN     5.491443e+10  2.246642   36.801088   33.354348   
 5             NaN     1.860913e+11  0.374370   20.171394   15.816800   
 6             NaN     1.501254e+10  4.881809   28.005073   19.900796   
 7             NaN     8.313920e+10  0.000000   30.341776   24.782498   
 8             NaN     1.689621e+10  0.083595   41.665406   32.839924   
 9             NaN     4.275205e+10  1.735016   28.398387   25.314087   
 10            NaN     3.552473e+10  0.000000   44.166975   35.247353   
 11            NaN     2.531823e+10  1.309942   25.431246   20.503137   
 12            NaN     6.971749e+09  2.380952   21.213385   15.964906   
 13            NaN     1.613563e+10  1.326595   32.097886   29.480276   
 14            NaN     1.177772e+10  1.331558   18.592186   14.074771   
 15            NaN     3.549522e+10  1.628743   39.726636   36.448265   
 16            NaN     3.549522e+10  1.628743   40.518974   36.725182   
 17            NaN     2.862626e+10  0.187178   19.670464   16.051283   
 18            NaN     2.633408e+10  1.894279   32.153052   28.606679   
 19            NaN     9.087743e+10  3.381587   29.653380   25.658261   
 20            NaN     1.655051e+11  0.000000   44.406708   39.932675   
 21            NaN     1.238230e+11  1.787165   27.990578   24.661153   
 22            NaN     1.529139e+10  0.000000   39.305868   33.565408   
 23            NaN     8.229506e+10  0.000000   30.372392   26.847215   
 24            NaN     4.400834e+10  3.189066   25.843693   21.304372   
 25            NaN     3.309351e+10  0.000000   30.188818   26.016934   
 26            NaN     8.297625e+09  1.759944   15.062785   11.123702   
 27            NaN     8.297625e+09  1.759944   46.213256   43.426614   
 28            NaN     7.548073e+10  2.697795   26.679433   23.137114   
 29            NaN     3.358319e+11  2.378828   28.952242   25.628569   
 ...           ...              ...       ...         ...         ...   
 12402         NaN     5.056250e+06       NaN   26.367161   18.370316   
 12403         NaN     6.090515e+06  0.000000  101.527532   98.722627   
 12404         NaN     2.454980e+06  0.000000   87.614214   83.398009   
 12405      341.49     6.130000e+05  0.000000  138.798183  135.310291   
 12406     7409.04     6.478820e+06  0.000000  111.298989  108.101388   
 12407       21.34     2.525880e+07       NaN  101.741676   97.821406   
 12408       13.31     6.832300e+04       NaN  103.630932   99.495356   
 12409      325.80     1.513400e+06       NaN  117.036897  113.936303   
 12410   324933.56     1.647950e+07  0.000000  155.051203  152.352542   
 12411         NaN     5.030700e+01  0.000000   54.082095   43.929920   
 12412    36397.97     2.664900e+07  0.000000   98.631737   95.898563   
 12413    12066.97     1.752439e+06  0.000000  156.707518  154.051242   
 12414         NaN     4.387240e+07  0.000000   36.101052   31.258864   
 12415    20389.86     5.667890e+06       NaN   96.410054   93.458586   
 12416         NaN     7.414000e+05       NaN   46.587902   39.621303   
 12417     7643.08     8.341500e+06  0.000000  177.318201  175.189330   
 12418         NaN     2.087610e+07  0.000000   97.719324   93.650634   
 12419  1955027.71     3.079286e+10  4.745098   28.404662   25.284846   
 12420         NaN     1.352860e+06  0.000000   62.310842   52.696796   
 12421     3511.39     1.087100e+06       NaN  133.087476  129.509499   
 12422         NaN     1.251480e+06  0.000000   40.526796   32.954224   
 12423     1397.75     2.591100e+05       NaN  120.579113  117.004424   
 12424     2543.52     2.978880e+06       NaN  136.118383  132.533338   
 12425         NaN     1.008350e+06  0.000000  203.020793  201.705518   
 12426         NaN     9.723105e+06  0.000000   92.442072   87.823448   
 12427    21161.00     3.593920e+07  0.000000   77.625749   72.675407   
 12428         NaN     1.307280e+06       NaN  107.750798  104.637808   
 12429         NaN     2.437080e+07       NaN   50.831281   43.750673   
 12430     4128.76     1.930267e+06  0.000000  166.089639  163.153470   
 12431  3077175.95     8.105353e+08  0.614675   48.148329   36.451469   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000179  0.122162  20040205  
 1     -0.000004  0.083046  20040205  
 2      0.024078  0.151466  20040205  
 3     -0.061402  0.259477  20040205  
 4     -0.019242  0.289236  20040205  
 5      0.025615  0.280554  20040205  
 6     -0.001804 -0.009021  20040205  
 7      0.117913  0.187456  20040205  
 8      0.664637  1.088970  20040205  
 9      0.052337  0.277612  20040205  
 10    -0.068054  0.499781  20040205  
 11     0.502143  0.865206  20040205  
 12     0.169495  0.550116  20040205  
 13     0.328020  0.486449  20040205  
 14    -0.000004  0.055781  20040205  
 15    -0.112893  0.103382  20040205  
 16     0.396562  0.681908  20040205  
 17     0.028370  0.080528  20040205  
 18     0.100774  0.492507  20040205  
 19     0.069096  0.184480  20040205  
 20     0.180988  0.387505  20040205  
 21    -0.176074  0.066281  20040205  
 22     0.831642  0.999408  20040205  
 23     0.080768  0.430535  20040205  
 24    -0.013416  0.332049  20040205  
 25     0.411662  0.702703  20040205  
 26     0.014377  0.231991  20040205  
 27     0.338663  0.687510  20040205  
 28     0.301952  0.510160  20040205  
 29     0.006445  0.290438  20040205  
 ...         ...       ...       ...  
 12402 -0.000004 -0.022156  20040205  
 12403  0.394273  0.661264  20040205  
 12404  0.702763  1.133403  20040205  
 12405  1.106887  1.185633  20040205  
 12406  0.673670  0.926282  20040205  
 12407  0.660901  0.977655  20040205  
 12408  1.015195  1.296040  20040205  
 12409  0.880712  1.026354  20040205  
 12410  0.763066  0.985621  20040205  
 12411  1.075826  1.331922  20040205  
 12412  0.416663  0.764369  20040205  
 12413  0.706377  1.079828  20040205  
 12414  0.390347  0.253924  20040205  
 12415  0.330526  0.690020  20040205  
 12416  0.384384  0.671824  20040205  
 12417  0.678284  0.938614  20040205  
 12418  0.679885  0.938345  20040205  
 12419  0.236199  0.356820  20040205  
 12420  1.026201  1.068162  20040205  
 12421  0.952919  1.272286  20040205  
 12422  0.224543  0.533317  20040205  
 12423  1.130661  1.357257  20040205  
 12424  0.973340  1.156714  20040205  
 12425  0.162349  0.395654  20040205  
 12426  0.330470  0.495981  20040205  
 12427  0.839773  1.114777  20040205  
 12428  0.523617  0.777793  20040205  
 12429  0.683522  0.942006  20040205  
 12430  1.022907  1.282344  20040205  
 12431  0.787999  1.062361  20040205  
 
 [12432 rows x 92 columns],
 '20040206':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -1.347             0.00               0.0   
 1      USA0011            -0.155             0.00               0.0   
 2      USA0031            -0.478             0.00               0.0   
 3      USA0062            -0.373             0.43               0.0   
 4      USA00E2            -0.340             0.00               0.0   
 5      USA00F1            -0.501             0.00               0.0   
 6      USA00G2            -0.382             0.00               0.0   
 7      USA00H1            -0.542             0.00               0.0   
 8      USA00I1             1.146             0.00               0.0   
 9      USA00J1             0.026             0.00               0.0   
 10     USA00K1             0.024             0.00               0.0   
 11     USA00P1             0.246             0.00               0.0   
 12     USA00R1            -0.067             0.00               0.0   
 13     USA00S1             2.069             0.00               0.0   
 14     USA00V1            -0.584             0.00               0.0   
 15     USA0131            -0.950             1.00               0.0   
 16     USA0161            -1.427             1.00               0.0   
 17     USA01I1            -0.446             0.00               0.0   
 18     USA01J2             0.380             0.00               0.0   
 19     USA01L1            -0.074             0.00               0.0   
 20     USA01P1             0.100             0.00               0.0   
 21     USA01Q1            -0.223             0.00               0.0   
 22     USA0202             1.279             0.00               0.0   
 23     USA0231            -0.160             0.00               0.0   
 24     USA0281            -0.297             0.00               0.0   
 25     USA0291             0.474             0.00               0.0   
 26     USA02A1            -0.477             0.00               0.0   
 27     USA02B1            -0.673             0.00               0.0   
 28     USA02H1             0.068             0.00               0.0   
 29     USA02P1            -1.005             0.00               0.0   
 ...        ...               ...              ...               ...   
 12400  USAZY41            -0.578             0.00               0.0   
 12401  USAZY51             0.722             0.00               0.0   
 12402  USAZY61            -2.791             0.00               0.0   
 12403  USAZY71             2.793             0.00               0.0   
 12404  USAZYI1             0.336             0.00               0.0   
 12405  USAZYJ1             1.445             0.00               0.0   
 12406  USAZYK1             1.175             0.00               0.0   
 12407  USAZYM1             1.309             0.00               0.0   
 12408  USAZYR1            -2.791             0.00               0.0   
 12409  USAZYS1             0.829             0.00               0.0   
 12410  USAZYT1            -2.791             0.00               0.0   
 12411  USAZYV1             2.663             0.00               0.0   
 12412  USAZYX1             0.992             0.00               0.0   
 12413  USAZZ41             2.793             0.00               0.0   
 12414  USAZZ51            -0.031             0.00               0.0   
 12415  USAZZ61             2.395             0.00               0.0   
 12416  USAZZ71             0.766             0.00               0.0   
 12417  USAZZ81            -0.676             0.00               0.0   
 12418  USAZZ91             1.556             0.00               0.0   
 12419  USAZZA1             0.685             0.00               0.0   
 12420  USAZZB1             0.001             0.00               0.0   
 12421  USAZZD1             1.642             0.00               0.0   
 12422  USAZZF1            -0.241             0.00               0.0   
 12423  USAZZI1             0.559             0.00               0.0   
 12424  USAZZJ1             2.579             0.00               0.0   
 12425  USAZZL1             1.506             0.00               0.0   
 12426  USAZZP1             0.897             0.00               0.0   
 12427  USAZZR1             0.314             0.00               0.0   
 12428  USAZZX1            -2.196             0.00               0.0   
 12429  USAZZY1            -1.661             0.00               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12400               0.0              0.0           0.0            0.0   
 12401               0.0              0.0           0.0            0.0   
 12402               0.0              0.0           0.0            0.0   
 12403               0.0              0.0           0.0            0.0   
 12404               0.0              0.0           0.0            0.0   
 12405               0.0              0.0           0.0            0.0   
 12406               0.0              0.0           0.0            0.0   
 12407               0.0              0.0           0.0            0.0   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.069           0.000  ...           NaN          NaN   
 1            -2.068           0.000  ...           NaN          NaN   
 2            -2.025           0.000  ...           NaN          NaN   
 3            -2.204           0.000  ...           NaN          NaN   
 4            -2.119           0.000  ...           NaN          NaN   
 5            -2.016           0.000  ...           NaN          NaN   
 6            -2.074           0.000  ...           NaN          NaN   
 7            -1.828           0.000  ...           NaN          NaN   
 8            -0.740           0.000  ...           NaN          NaN   
 9            -1.961           0.862  ...           NaN          NaN   
 10           -2.209           0.000  ...           NaN          NaN   
 11           -1.036           0.000  ...           NaN          NaN   
 12           -1.708           0.000  ...           NaN          NaN   
 13           -1.541           0.000  ...           NaN        760.0   
 14           -2.068           0.000  ...           NaN          NaN   
 15           -2.309           0.000  ...           NaN          NaN   
 16           -1.199           0.000  ...           NaN       3330.0   
 17           -2.010           0.000  ...           NaN          NaN   
 18           -1.871           0.000  ...           NaN          NaN   
 19           -1.936           0.000  ...           NaN          NaN   
 20           -1.742           0.000  ...           NaN          NaN   
 21           -2.428           1.000  ...           NaN          NaN   
 22           -0.383           0.000  ...           NaN          NaN   
 23           -1.956           0.000  ...           NaN          NaN   
 24           -2.092           0.000  ...           NaN          NaN   
 25           -1.240           0.000  ...           NaN          NaN   
 26           -2.040           0.000  ...           NaN          NaN   
 27           -1.325           0.000  ...           NaN         60.0   
 28           -1.452           0.000  ...           NaN          NaN   
 29           -2.065           0.000  ...           NaN       3750.0   
 ...             ...             ...  ...           ...          ...   
 12400        -2.068           0.000  ...           NaN          NaN   
 12401        -1.255           0.000  ...           NaN          NaN   
 12402        -0.346           0.000  ...           NaN      10000.0   
 12403         0.131           0.000  ...           NaN       1300.0   
 12404        -0.686           0.000  ...           NaN          NaN   
 12405        -0.706           0.000  ...           NaN          NaN   
 12406         0.028           0.000  ...           NaN        893.0   
 12407        -0.257           0.000  ...           NaN          NaN   
 12408        -0.298           0.000  ...           NaN     593067.0   
 12409         0.149           0.000  ...           NaN          NaN   
 12410        -1.058           0.000  ...           NaN     210390.0   
 12411        -0.701           0.000  ...           NaN      87530.0   
 12412        -1.265           0.000  ...           NaN       1000.0   
 12413        -1.486           0.000  ...           NaN     231000.0   
 12414        -1.291           0.000  ...           NaN          NaN   
 12415        -0.744           0.000  ...           NaN      50835.0   
 12416        -0.676           0.000  ...           NaN          NaN   
 12417        -1.529           1.000  ...           NaN     105200.0   
 12418         0.042           0.000  ...           NaN          NaN   
 12419        -0.103           0.000  ...           NaN          NaN   
 12420        -1.605           0.000  ...           NaN          NaN   
 12421         0.265           0.000  ...           NaN          NaN   
 12422        -0.017           0.000  ...           NaN      92300.0   
 12423        -1.732           1.000  ...           NaN          NaN   
 12424        -1.486           0.000  ...           NaN          0.0   
 12425        -0.350           0.000  ...           NaN          NaN   
 12426        -0.996           1.000  ...           NaN          NaN   
 12427        -0.676           0.000  ...           NaN          NaN   
 12428         0.093           0.000  ...           NaN     267000.0   
 12429        -0.217           0.000  ...           NaN     107900.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.590731e+10  0.186916   19.974429   14.360718   
 1             NaN     5.868801e+09  0.000000   22.929357   16.772328   
 2             NaN     6.933074e+10  2.274838   26.919395   22.805965   
 3             NaN     3.087596e+10  2.076412   30.595400   28.239555   
 4             NaN     5.580638e+10  2.246642   36.028856   32.641691   
 5             NaN     1.883088e+11  0.374370   19.737029   15.493775   
 6             NaN     1.534352e+10  4.881809   27.544042   19.571048   
 7             NaN     8.382332e+10  0.000000   29.711725   24.278544   
 8             NaN     1.764552e+10  0.083595   40.835081   32.613650   
 9             NaN     4.299181e+10  1.735016   28.003153   24.860506   
 10            NaN     3.721948e+10  0.000000   43.496137   34.717054   
 11            NaN     2.565731e+10  1.309942   24.670255   20.211459   
 12            NaN     6.867907e+09  2.380952   20.610240   15.667591   
 13            NaN     1.612618e+10  1.326595   32.078820   29.566646   
 14            NaN     1.209260e+10  1.331558   18.271998   13.841666   
 15            NaN     3.548722e+10  1.628743   39.184374   35.804885   
 16            NaN     3.548722e+10  1.628743   39.769130   36.156619   
 17            NaN     2.880484e+10  0.187178   19.236257   15.755701   
 18            NaN     2.708628e+10  1.894279   31.785429   28.355143   
 19            NaN     9.129425e+10  3.381587   29.108991   25.126634   
 20            NaN     1.721114e+11  0.000000   43.528380   39.246271   
 21            NaN     1.253222e+11  1.787165   27.530782   24.241313   
 22            NaN     1.632635e+10  0.000000   38.505364   33.291762   
 23            NaN     8.444857e+10  0.000000   29.765627   26.400754   
 24            NaN     4.428732e+10  3.189066   25.321690   20.869736   
 25            NaN     3.434596e+10  0.000000   29.662375   25.809894   
 26            NaN     8.412233e+09  1.759944   14.786941   10.937058   
 27            NaN     8.412233e+09  1.759944   45.350148   42.681052   
 28            NaN     7.573392e+10  2.697795   26.190832   22.698046   
 29            NaN     3.324254e+11  2.378828   28.373309   25.128869   
 ...           ...              ...       ...         ...         ...   
 12400         NaN     5.056250e+06       NaN   25.955510   18.037353   
 12401         NaN     6.090515e+06  0.000000   99.264408   96.571955   
 12402      116.95     3.347700e+06  0.000000   90.357859   86.301164   
 12403      341.99     4.904000e+05  0.000000  134.833864  131.554885   
 12404         NaN     6.478820e+06  0.000000  108.519739  105.441414   
 12405         NaN     2.525880e+07       NaN  103.643551  100.131195   
 12406       13.29     6.832300e+04       NaN  101.877131   97.996455   
 12407         NaN     1.513400e+06       NaN  107.343987  104.025056   
 12408   338706.85     1.934550e+07  0.000000  153.035122  150.242229   
 12409         NaN     5.030700e+01  0.000000   52.824614   43.235696   
 12410    35439.61     2.862300e+07  0.000000   97.177799   94.369152   
 12411    10960.02     1.617636e+06  0.000000  153.927177  151.342185   
 12412    21878.14     4.413200e+07  0.000000   35.651616   30.833946   
 12413    22154.68     5.369580e+06       NaN   93.828525   90.935633   
 12414         NaN     7.414000e+05       NaN   45.617831   38.781295   
 12415     7620.65     7.785400e+06  0.000000  173.884219  171.854740   
 12416         NaN     2.087610e+07  0.000000   95.595054   91.690170   
 12417  2000496.05     3.111971e+10  4.745098   27.960569   24.893517   
 12418         NaN     1.352860e+06  0.000000   60.824129   51.533512   
 12419         NaN     1.087100e+06       NaN  125.680772  122.003391   
 12420         NaN     1.251480e+06  0.000000   39.753480   32.341822   
 12421         NaN     2.591100e+05       NaN  109.387973  105.441514   
 12422     2200.19     3.081600e+06       NaN  133.418691  130.001161   
 12423         NaN     1.008350e+06  0.000000  198.370534  197.061325   
 12424         NaN     9.511445e+06  0.000000   91.121759   86.728138   
 12425         NaN     3.593920e+07  0.000000   76.227708   71.543292   
 12426         NaN     1.307280e+06       NaN  105.327539  102.333441   
 12427         NaN     2.437080e+07       NaN   49.450364   42.641070   
 12428     3987.17     2.031860e+06  0.000000  162.507628  159.712557   
 12429  3088088.14     8.607342e+08  0.614675   47.220687   35.873797   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000176  0.087685  20040206  
 1      0.000000  0.086155  20040206  
 2      0.020802  0.133100  20040206  
 3     -0.065748  0.250009  20040206  
 4     -0.024298  0.277089  20040206  
 5      0.025311  0.262980  20040206  
 6     -0.002605 -0.014478  20040206  
 7      0.116183  0.179083  20040206  
 8      0.642379  1.096684  20040206  
 9      0.051787  0.281567  20040206  
 10    -0.068126  0.513276  20040206  
 11     0.499269  0.865113  20040206  
 12     0.174406  0.543316  20040206  
 13     0.254740  0.472040  20040206  
 14     0.000000  0.044369  20040206  
 15    -0.116380  0.069357  20040206  
 16     0.420390  0.633897  20040206  
 17     0.028081  0.070145  20040206  
 18     0.095522  0.497595  20040206  
 19     0.064247  0.180314  20040206  
 20     0.157599  0.388778  20040206  
 21    -0.173612  0.056005  20040206  
 22     0.814529  1.013158  20040206  
 23     0.054134  0.409871  20040206  
 24    -0.011582  0.320310  20040206  
 25     0.400654  0.706108  20040206  
 26     0.013822  0.217087  20040206  
 27     0.359211  0.683485  20040206  
 28     0.298006  0.517459  20040206  
 29     0.001439  0.261205  20040206  
 ...         ...       ...       ...  
 12400  0.000000 -0.023229  20040206  
 12401  0.393364  0.696575  20040206  
 12402  0.832547  1.166608  20040206  
 12403  1.063086  1.256978  20040206  
 12404  0.668092  0.910914  20040206  
 12405  0.658767  1.015949  20040206  
 12406  1.013404  1.312558  20040206  
 12407  0.875742  1.117852  20040206  
 12408  0.855841  0.981482  20040206  
 12409  1.072016  1.348900  20040206  
 12410  0.488523  0.753324  20040206  
 12411  0.661199  1.094466  20040206  
 12412  0.388501  0.288627  20040206  
 12413  0.281731  0.698337  20040206  
 12414  0.375840  0.652737  20040206  
 12415  0.640065  0.932318  20040206  
 12416  0.673222  0.943608  20040206  
 12417  0.260651  0.354493  20040206  
 12418  1.019965  1.109478  20040206  
 12419  0.950247  1.346972  20040206  
 12420  0.223891  0.540909  20040206  
 12421  1.128176  1.457245  20040206  
 12422  0.991576  1.199166  20040206  
 12423  0.162446  0.400575  20040206  
 12424  0.281329  0.512224  20040206  
 12425  0.830550  1.124077  20040206  
 12426  0.518494  0.774153  20040206  
 12427  0.673168  0.918631  20040206  
 12428  1.044792  1.228140  20040206  
 12429  0.895010  1.126108  20040206  
 
 [12430 rows x 92 columns],
 '20040209':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.102             0.00               0.0   
 1      USA0011             0.394             0.00               0.0   
 2      USA0031             0.082             0.00               0.0   
 3      USA0062             0.341             0.43               0.0   
 4      USA00E2             0.383             0.00               0.0   
 5      USA00F1             0.148             0.00               0.0   
 6      USA00G2            -0.061             0.00               0.0   
 7      USA00H1             0.371             0.00               0.0   
 8      USA00I1             0.254             0.00               0.0   
 9      USA00J1             0.440             0.00               0.0   
 10     USA00K1            -0.167             0.00               0.0   
 11     USA00P1             0.288             0.00               0.0   
 12     USA00R1             0.171             0.00               0.0   
 13     USA00S1            -2.540             0.00               0.0   
 14     USA00V1            -0.015             0.00               0.0   
 15     USA0131            -1.098             1.00               0.0   
 16     USA0161             0.567             1.00               0.0   
 17     USA01I1            -0.268             0.00               0.0   
 18     USA01J2             0.129             0.00               0.0   
 19     USA01L1             1.096             0.00               0.0   
 20     USA01P1             0.499             0.00               0.0   
 21     USA01Q1             0.551             0.00               0.0   
 22     USA0202             0.284             0.00               0.0   
 23     USA0231             0.105             0.00               0.0   
 24     USA0281             0.182             0.00               0.0   
 25     USA0291             0.055             0.00               0.0   
 26     USA02A1             0.271             0.00               0.0   
 27     USA02B1             1.445             0.00               0.0   
 28     USA02H1             0.043             0.00               0.0   
 29     USA02P1             0.174             0.00               0.0   
 ...        ...               ...              ...               ...   
 12402  USAZY41             0.130             0.00               0.0   
 12403  USAZY51            -2.504             0.00               0.0   
 12404  USAZY61             0.944             0.00               0.0   
 12405  USAZY71             0.746             0.00               0.0   
 12406  USAZYI1             0.782             0.00               0.0   
 12407  USAZYJ1             1.333             0.00               0.0   
 12408  USAZYK1             0.142             0.00               0.0   
 12409  USAZYM1             0.509             0.00               0.0   
 12410  USAZYR1            -1.340             0.00               0.0   
 12411  USAZYS1             0.826             0.00               0.0   
 12412  USAZYT1            -1.747             0.00               0.0   
 12413  USAZYV1            -2.168             0.00               0.0   
 12414  USAZYX1            -0.325             0.00               0.0   
 12415  USAZZ41             0.887             0.00               0.0   
 12416  USAZZ51             1.066             0.00               0.0   
 12417  USAZZ61             2.822             0.00               0.0   
 12418  USAZZ71             1.083             0.00               0.0   
 12419  USAZZ81             0.848             0.00               0.0   
 12420  USAZZ91             1.475             0.00               0.0   
 12421  USAZZA1             0.780             0.00               0.0   
 12422  USAZZB1             0.600             0.00               0.0   
 12423  USAZZD1             0.150             0.00               0.0   
 12424  USAZZF1             2.822             0.00               0.0   
 12425  USAZZI1             1.093             0.00               0.0   
 12426  USAZZJ1             2.822             0.00               0.0   
 12427  USAZZL1            -2.720             0.00               0.0   
 12428  USAZZP1             0.864             0.00               0.0   
 12429  USAZZR1             0.895             0.00               0.0   
 12430  USAZZX1             0.844             0.00               0.0   
 12431  USAZZY1            -0.339             0.00               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12402               0.0              0.0           0.0            0.0   
 12403               0.0              0.0           0.0            0.0   
 12404               0.0              0.0           0.0            0.0   
 12405               0.0              0.0           0.0            0.0   
 12406               0.0              0.0           0.0            0.0   
 12407               0.0              0.0           0.0            0.0   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 12431               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.063           0.000  ...           NaN          NaN   
 1            -2.063           0.000  ...           NaN          NaN   
 2            -2.020           0.000  ...           NaN          NaN   
 3            -2.198           0.000  ...           NaN          NaN   
 4            -2.120           0.000  ...           NaN          NaN   
 5            -2.011           0.000  ...           NaN          NaN   
 6            -2.068           0.000  ...           NaN          NaN   
 7            -1.823           0.000  ...           NaN          NaN   
 8            -0.736           0.000  ...           NaN          NaN   
 9            -1.958           0.862  ...           NaN          NaN   
 10           -2.207           0.000  ...           NaN          NaN   
 11           -1.032           0.000  ...           NaN          NaN   
 12           -1.705           0.000  ...           NaN          NaN   
 13           -1.560           0.000  ...           NaN      34555.0   
 14           -2.063           0.000  ...           NaN          NaN   
 15           -2.321           0.000  ...           NaN       1170.0   
 16           -1.199           0.000  ...           NaN        481.0   
 17           -2.005           0.000  ...           NaN          NaN   
 18           -1.867           0.000  ...           NaN          NaN   
 19           -1.931           0.000  ...           NaN          NaN   
 20           -1.737           0.000  ...           NaN          NaN   
 21           -2.422           1.000  ...           NaN          NaN   
 22           -0.380           0.000  ...           NaN          NaN   
 23           -1.951           0.000  ...           NaN          NaN   
 24           -2.087           0.000  ...           NaN          NaN   
 25           -1.235           0.000  ...           NaN          NaN   
 26           -2.034           0.000  ...           NaN          NaN   
 27           -1.310           0.000  ...           NaN        100.0   
 28           -1.448           0.000  ...           NaN          NaN   
 29           -2.060           0.000  ...           NaN       3750.0   
 ...             ...             ...  ...           ...          ...   
 12402        -2.063           0.000  ...           NaN          NaN   
 12403        -1.285           0.000  ...           NaN        500.0   
 12404        -0.348           0.000  ...           NaN          NaN   
 12405         0.133           0.000  ...           NaN          NaN   
 12406        -0.689           0.000  ...           NaN       5000.0   
 12407        -0.708           0.000  ...           NaN          NaN   
 12408         0.030           0.000  ...           NaN      67330.0   
 12409        -0.258           0.000  ...           NaN          NaN   
 12410        -0.300           0.000  ...           NaN     446784.0   
 12411         0.151           0.000  ...           NaN          NaN   
 12412        -1.039           0.000  ...           NaN      87510.0   
 12413        -0.713           0.000  ...           NaN    1744920.0   
 12414        -1.266           0.000  ...           NaN        700.0   
 12415        -1.489           0.000  ...           NaN      94660.0   
 12416        -1.295           0.000  ...           NaN          NaN   
 12417        -0.697           0.000  ...           NaN     914136.0   
 12418        -0.677           0.000  ...           NaN          NaN   
 12419        -1.521           1.000  ...           NaN      27000.0   
 12420         0.041           0.000  ...           NaN          NaN   
 12421        -0.103           0.000  ...           NaN          NaN   
 12422        -1.602           0.000  ...           NaN          NaN   
 12423         0.270           0.000  ...           NaN     113300.0   
 12424        -0.007           0.000  ...           NaN       1464.0   
 12425        -1.751           1.000  ...           NaN          NaN   
 12426        -1.510           0.000  ...           NaN          0.0   
 12427        -0.377           0.000  ...           NaN       5200.0   
 12428        -1.016           1.000  ...           NaN          NaN   
 12429        -0.677           0.000  ...           NaN          NaN   
 12430         0.095           0.000  ...           NaN      70260.0   
 12431        -0.221           0.000  ...           NaN      73200.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.526814e+10  0.186916   19.259599   13.846441   
 1             NaN     5.986549e+09  0.000000   22.280509   16.437467   
 2             NaN     6.931512e+10  2.274838   25.999782   21.973421   
 3             NaN     3.060074e+10  2.076412   29.598876   27.291386   
 4             NaN     5.575313e+10  2.246642   34.874356   31.350585   
 5             NaN     1.873957e+11  0.374370   19.073969   14.943432   
 6             NaN     1.536716e+10  4.881809   26.642763   18.863612   
 7             NaN     8.285523e+10  0.000000   28.777903   23.400830   
 8             NaN     1.766389e+10  0.083595   39.553907   31.341917   
 9             NaN     4.277685e+10  1.735016   27.125562   23.961705   
 10            NaN     3.665567e+10  0.000000   42.044881   33.303331   
 11            NaN     2.586552e+10  1.309942   24.098654   19.479666   
 12            NaN     6.829243e+09  2.380952   20.004144   15.133892   
 13            NaN     1.607421e+10  1.326595   32.010512   29.501994   
 14            NaN     1.220180e+10  1.331558   17.717974   13.347702   
 15            NaN     3.517516e+10  1.628743   38.008502   34.632581   
 16            NaN     3.517516e+10  1.628743   38.248332   34.760499   
 17            NaN     2.840750e+10  0.187178   18.684772   15.286967   
 18            NaN     2.679989e+10  1.894279   30.697418   27.314205   
 19            NaN     9.167900e+10  3.381587   28.325819   24.422192   
 20            NaN     1.715551e+11  0.000000   41.903183   37.682680   
 21            NaN     1.287877e+11  1.787165   26.787928   23.459188   
 22            NaN     1.644278e+10  0.000000   37.287769   31.980500   
 23            NaN     8.439730e+10  0.000000   28.718251   25.427798   
 24            NaN     4.428732e+10  3.189066   24.505425   20.114781   
 25            NaN     3.367156e+10  0.000000   28.718120   24.844016   
 26            NaN     8.443750e+09  1.759944   14.378373   10.587841   
 27            NaN     8.443750e+09  1.759944   44.323022   41.609762   
 28            NaN     7.548073e+10  2.697795   25.351770   21.873318   
 29            NaN     3.295200e+11  2.378828   27.442003   24.331411   
 ...           ...              ...       ...         ...         ...   
 12402         NaN     5.056250e+06       NaN   25.308309   17.588560   
 12403      728.65     6.927600e+06  0.000000   95.907016   93.169534   
 12404         NaN     3.347700e+06  0.000000   95.563522   92.171235   
 12405         NaN     4.904000e+05  0.000000  129.635907  126.397687   
 12406     7225.14     6.478820e+06  0.000000  105.573566  102.503579   
 12407         NaN     2.525880e+07       NaN   99.999868   96.407784   
 12408       16.60     6.832300e+04       NaN   96.825715   92.815358   
 12409         NaN     1.513400e+06       NaN  105.027609  101.753470   
 12410   360826.01     2.006200e+07  0.000000  147.560798  144.820000   
 12411         NaN     5.030700e+01  0.000000   51.450428   41.735397   
 12412    36228.02     2.961000e+07  0.000000   93.870367   91.101353   
 12413    12386.55     1.752439e+06  0.000000  148.629435  146.169315   
 12414    19594.50     4.397624e+07  0.000000   34.407317   29.723659   
 12415    23720.46     5.369580e+06       NaN   89.117587   86.124518   
 12416         NaN     7.414000e+05       NaN   44.316386   37.581864   
 12417     8269.10     6.673200e+06  0.000000  168.964145  166.906132   
 12418         NaN     2.087610e+07  0.000000   92.143409   88.241454   
 12419  2037861.15     3.099113e+10  4.745098   27.162882   24.077966   
 12420         NaN     1.352860e+06  0.000000   58.827315   49.477892   
 12421         NaN     1.087100e+06       NaN  122.002978  118.328022   
 12422         NaN     1.251480e+06  0.000000   38.634113   31.333215   
 12423     1436.47     2.591100e+05       NaN  106.077283  102.171465   
 12424     2310.12     2.978880e+06       NaN  129.856840  126.432412   
 12425         NaN     1.008350e+06  0.000000  190.764897  189.461437   
 12426         NaN     9.335071e+06  0.000000   88.583065   84.256437   
 12427    14856.52     3.838960e+07  0.000000   74.441098   69.935532   
 12428         NaN     1.307280e+06       NaN  101.211692   98.222810   
 12429         NaN     2.437080e+07       NaN   47.935984   41.098334   
 12430     2742.14     2.031860e+06  0.000000  156.708707  153.943294   
 12431  2552153.15     8.687276e+08  0.614675   46.038752   34.600572   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000177  0.098891  20040209  
 1     -0.000002  0.099239  20040209  
 2      0.020870  0.133035  20040209  
 3     -0.065686  0.260950  20040209  
 4     -0.027651  0.276137  20040209  
 5      0.025272  0.269532  20040209  
 6     -0.002515 -0.011105  20040209  
 7      0.115884  0.186206  20040209  
 8      0.642623  1.095213  20040209  
 9      0.050926  0.282616  20040209  
 10    -0.069977  0.518421  20040209  
 11     0.498999  0.868625  20040209  
 12     0.173052  0.545383  20040209  
 13     0.243282  0.390521  20040209  
 14    -0.000002  0.048634  20040209  
 15    -0.125295  0.051171  20040209  
 16     0.418535  0.659131  20040209  
 17     0.027723  0.059340  20040209  
 18     0.094870  0.485774  20040209  
 19     0.063829  0.225043  20040209  
 20     0.157712  0.393938  20040209  
 21    -0.174014  0.073416  20040209  
 22     0.815145  0.995204  20040209  
 23     0.053933  0.400198  20040209  
 24    -0.011957  0.318315  20040209  
 25     0.400922  0.697657  20040209  
 26     0.013841  0.221026  20040209  
 27     0.364506  0.720971  20040209  
 28     0.297734  0.510117  20040209  
 29     0.001328  0.266437  20040209  
 ...         ...       ...       ...  
 12402 -0.000002 -0.018189  20040209  
 12403  0.376728  0.612139  20040209  
 12404  0.830544  1.117877  20040209  
 12405  1.063699  1.204799  20040209  
 12406  0.665472  0.920185  20040209  
 12407  0.656086  1.016772  20040209  
 12408  1.013594  1.300084  20040209  
 12409  0.874287  1.090658  20040209  
 12410  0.853859  1.010874  20040209  
 12411  1.072303  1.361653  20040209  
 12412  0.495901  0.744024  20040209  
 12413  0.653781  0.965688  20040209  
 12414  0.385801  0.262211  20040209  
 12415  0.278013  0.692492  20040209  
 12416  0.371741  0.668381  20040209  
 12417  0.661608  0.956566  20040209  
 12418  0.671092  0.947627  20040209  
 12419  0.262222  0.381772  20040209  
 12420  1.019120  1.128405  20040209  
 12421  0.949397  1.338197  20040209  
 12422  0.223283  0.547332  20040209  
 12423  1.129858  1.423921  20040209  
 12424  0.995555  1.281154  20040209  
 12425  0.150957  0.405591  20040209  
 12426  0.267797  0.532193  20040209  
 12427  0.816383  1.013091  20040209  
 12428  0.506742  0.774460  20040209  
 12429  0.671060  0.926590  20040209  
 12430  1.045348  1.274830  20040209  
 12431  0.892244  1.126846  20040209  
 
 [12432 rows x 92 columns],
 '20040210':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.178             0.00               0.0   
 1      USA0011             0.261             0.00               0.0   
 2      USA0031             0.177             0.00               0.0   
 3      USA0062            -0.078             0.43               0.0   
 4      USA00E2            -0.531             0.00               0.0   
 5      USA00F1             0.088             0.00               0.0   
 6      USA00G2             0.356             0.00               0.0   
 7      USA00H1             0.226             0.00               0.0   
 8      USA00I1             0.181             0.00               0.0   
 9      USA00J1             0.256             0.00               0.0   
 10     USA00K1            -1.298             0.00               0.0   
 11     USA00P1            -0.339             0.00               0.0   
 12     USA00R1            -0.191             0.00               0.0   
 13     USA00S1             0.413             0.00               0.0   
 14     USA00V1            -0.439             0.00               0.0   
 15     USA0131            -0.104             1.00               0.0   
 16     USA0161             1.109             1.00               0.0   
 17     USA01I1             0.324             0.00               0.0   
 18     USA01J2            -0.659             0.00               0.0   
 19     USA01L1             0.613             0.00               0.0   
 20     USA01P1             0.021             0.00               0.0   
 21     USA01Q1             0.235             0.00               0.0   
 22     USA0202             0.250             0.00               0.0   
 23     USA0231            -0.547             0.00               0.0   
 24     USA0281             0.300             0.00               0.0   
 25     USA0291            -0.090             0.00               0.0   
 26     USA02A1            -0.327             0.00               0.0   
 27     USA02B1             0.678             0.00               0.0   
 28     USA02H1             0.071             0.00               0.0   
 29     USA02P1            -0.166             0.00               0.0   
 ...        ...               ...              ...               ...   
 12401  USAZY41             0.044             0.00               0.0   
 12402  USAZY51             0.775             0.00               0.0   
 12403  USAZY61             0.823             0.00               0.0   
 12404  USAZY71             1.547             0.00               0.0   
 12405  USAZYI1             2.848             0.00               0.0   
 12406  USAZYJ1             0.234             0.00               0.0   
 12407  USAZYK1             1.721             0.00               0.0   
 12408  USAZYM1             1.154             0.00               0.0   
 12409  USAZYR1             2.848             0.00               0.0   
 12410  USAZYS1             1.038             0.00               0.0   
 12411  USAZYT1            -0.389             0.00               0.0   
 12412  USAZYV1             0.868             0.00               0.0   
 12413  USAZYX1             0.562             0.00               0.0   
 12414  USAZZ41            -0.828             0.00               0.0   
 12415  USAZZ51             0.717             0.00               0.0   
 12416  USAZZ61             2.848             0.00               0.0   
 12417  USAZZ71             2.848             0.00               0.0   
 12418  USAZZ81             0.776             0.00               0.0   
 12419  USAZZ91             2.601             0.00               0.0   
 12420  USAZZA1             1.177             0.00               0.0   
 12421  USAZZB1             0.335             0.00               0.0   
 12422  USAZZD1            -2.139             0.00               0.0   
 12423  USAZZF1             0.755             0.00               0.0   
 12424  USAZZI1             2.848             0.00               0.0   
 12425  USAZZJ1             1.296             0.00               0.0   
 12426  USAZZL1             1.325             0.00               0.0   
 12427  USAZZP1             1.632             0.00               0.0   
 12428  USAZZR1             0.784             0.00               0.0   
 12429  USAZZX1             2.848             0.00               0.0   
 12430  USAZZY1            -1.421             0.00               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12401               0.0              0.0           0.0            0.0   
 12402               0.0              0.0           0.0            0.0   
 12403               0.0              0.0           0.0            0.0   
 12404               0.0              0.0           0.0            0.0   
 12405               0.0              0.0           0.0            0.0   
 12406               0.0              0.0           0.0            0.0   
 12407               0.0              0.0           0.0            0.0   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.067           0.000  ...           NaN          NaN   
 1            -2.066           0.000  ...           NaN          NaN   
 2            -2.025           0.000  ...           NaN          NaN   
 3            -2.206           0.000  ...           NaN          NaN   
 4            -2.125           0.000  ...           NaN          NaN   
 5            -2.014           0.000  ...           NaN          NaN   
 6            -2.072           0.000  ...           NaN          NaN   
 7            -1.826           0.000  ...           NaN          NaN   
 8            -0.747           0.000  ...           NaN          NaN   
 9            -1.961           0.862  ...           NaN          NaN   
 10           -2.211           0.000  ...           NaN          NaN   
 11           -1.036           0.000  ...           NaN          NaN   
 12           -1.706           0.000  ...           NaN          NaN   
 13           -1.574           0.000  ...           NaN      33720.0   
 14           -2.066           0.000  ...           NaN          NaN   
 15           -2.329           0.000  ...           NaN          NaN   
 16           -1.224           0.000  ...           NaN       1400.0   
 17           -2.009           0.000  ...           NaN          NaN   
 18           -1.874           0.000  ...           NaN          NaN   
 19           -1.937           0.000  ...           NaN          NaN   
 20           -1.747           0.000  ...           NaN          NaN   
 21           -2.427           1.000  ...           NaN          NaN   
 22           -0.389           0.000  ...           NaN          NaN   
 23           -1.955           0.000  ...           NaN          NaN   
 24           -2.089           0.000  ...           NaN          NaN   
 25           -1.241           0.000  ...           NaN          NaN   
 26           -2.038           0.000  ...           NaN          NaN   
 27           -1.307           0.000  ...           NaN          NaN   
 28           -1.454           0.000  ...           NaN          NaN   
 29           -2.067           0.000  ...           NaN       3750.0   
 ...             ...             ...  ...           ...          ...   
 12401        -2.066           0.000  ...           NaN          NaN   
 12402        -1.287           0.000  ...           NaN          NaN   
 12403        -0.351           0.000  ...           NaN          NaN   
 12404         0.134           0.000  ...           NaN       1203.0   
 12405        -0.709           0.000  ...           NaN       7500.0   
 12406        -0.712           0.000  ...           NaN          NaN   
 12407         0.028           0.000  ...           NaN      41800.0   
 12408        -0.259           0.000  ...           NaN          NaN   
 12409        -0.321           0.000  ...           NaN     260554.0   
 12410         0.152           0.000  ...           NaN          NaN   
 12411        -1.026           0.000  ...           NaN     127461.0   
 12412        -0.707           0.000  ...           NaN    1000391.0   
 12413        -1.259           0.000  ...           NaN        900.0   
 12414        -1.473           0.000  ...           NaN      91450.0   
 12415        -1.302           0.000  ...           NaN          NaN   
 12416        -0.731           0.000  ...           NaN     369010.0   
 12417        -0.727           0.000  ...           NaN      10000.0   
 12418        -1.539           1.000  ...           NaN      36600.0   
 12419         0.045           0.000  ...           NaN          NaN   
 12420        -0.100           0.000  ...           NaN          NaN   
 12421        -1.603           0.000  ...           NaN          NaN   
 12422         0.333           0.000  ...           NaN     408200.0   
 12423         0.005           0.000  ...           NaN        294.0   
 12424        -1.806           1.000  ...           NaN        845.0   
 12425        -1.512           0.000  ...           NaN          0.0   
 12426        -0.381           0.000  ...           NaN       4200.0   
 12427        -1.018           1.000  ...           NaN          NaN   
 12428        -0.683           0.000  ...           NaN          NaN   
 12429         0.072           0.000  ...           NaN       4400.0   
 12430        -0.201           0.000  ...           NaN     105800.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.622689e+10  0.186916   18.717526   13.450138   
 1             NaN     5.961760e+09  0.000000   21.852508   16.101981   
 2             NaN     6.890885e+10  2.274838   25.280529   21.376693   
 3             NaN     3.063514e+10  2.076412   28.719618   26.490751   
 4             NaN     5.637882e+10  2.246642   33.898628   30.483469   
 5             NaN     1.917525e+11  0.374370   18.578132   14.544555   
 6             NaN     1.566663e+10  4.881809   25.943853   18.385919   
 7             NaN     8.386204e+10  0.000000   27.961098   22.755589   
 8             NaN     1.791366e+10  0.083595   38.421531   30.486124   
 9             NaN     4.282646e+10  1.735016   26.439525   23.367068   
 10            NaN     3.668893e+10  0.000000   40.975279   32.430677   
 11            NaN     2.612727e+10  1.309942   23.379381   18.925423   
 12            NaN     6.834767e+09  2.380952   19.424988   14.705412   
 13            NaN     1.610964e+10  1.326595   30.861840   28.677877   
 14            NaN     1.218910e+10  1.331558   17.283299   13.024560   
 15            NaN     3.502313e+10  1.628743   36.858036   33.668573   
 16            NaN     3.502313e+10  1.628743   37.358091   33.933961   
 17            NaN     2.884502e+10  0.187178   18.164821   14.869003   
 18            NaN     2.641689e+10  1.894279   29.696979   26.418505   
 19            NaN     9.249127e+10  3.381587   27.718773   23.896082   
 20            NaN     1.717637e+11  0.000000   40.598568   36.497154   
 21            NaN     1.282224e+11  1.787165   26.052354   22.812328   
 22            NaN     1.640397e+10  0.000000   36.207632   31.090041   
 23            NaN     8.547406e+10  0.000000   27.906969   24.712380   
 24            NaN     4.442681e+10  3.189066   23.890021   19.593928   
 25            NaN     3.369565e+10  0.000000   27.863969   24.137943   
 26            NaN     8.438020e+09  1.759944   13.963902   10.309872   
 27            NaN     8.438020e+09  1.759944   43.224669   40.571033   
 28            NaN     7.550994e+10  2.697795   24.567654   21.211347   
 29            NaN     3.256126e+11  2.378828   26.707078   23.594280   
 ...           ...              ...       ...         ...         ...   
 12401         NaN     5.056250e+06       NaN   24.693038   17.221323   
 12402         NaN     6.927600e+06  0.000000   96.077324   93.542890   
 12403         NaN     3.347700e+06  0.000000   93.166290   89.861077   
 12404      330.13     4.904000e+05  0.000000  125.294851  122.038502   
 12405     7166.04     6.241790e+06  0.000000  101.838834   98.734389   
 12406         NaN     2.525880e+07       NaN   95.469789   92.024737   
 12407       17.74     6.832300e+04       NaN   94.503079   90.606814   
 12408         NaN     1.513400e+06       NaN  102.124155   98.898519   
 12409   350820.24     1.934550e+07  0.000000  144.266232  141.592106   
 12410         NaN     5.030700e+01  0.000000   50.213932   40.735682   
 12411    38115.44     3.010350e+07  0.000000   91.403454   88.739464   
 12412    12414.66     1.752439e+06  0.000000  145.073660  142.657102   
 12413    19109.29     4.439160e+07  0.000000   33.554208   28.962910   
 12414    23411.27     5.518735e+06       NaN   86.971395   84.046632   
 12415         NaN     7.414000e+05       NaN   43.181236   36.648487   
 12416     8077.73     6.117100e+06  0.000000  165.600791  163.572682   
 12417      740.91     1.908672e+07  0.000000   89.722939   85.912328   
 12418  1998814.05     3.093440e+10  4.745098   27.272688   24.398019   
 12419         NaN     1.352860e+06  0.000000   57.404395   47.940834   
 12420         NaN     1.087100e+06       NaN  118.934436  115.319995   
 12421         NaN     1.251480e+06  0.000000   37.744565   30.581903   
 12422     1445.40     3.454800e+05       NaN  106.155892  102.451139   
 12423     2207.05     2.978880e+06       NaN  124.516582  121.193595   
 12424      249.96     7.035000e+05  0.000000  189.471023  188.216140   
 12425         NaN     9.367553e+06  0.000000   86.512722   82.335877   
 12426    15078.50     3.838960e+07  0.000000   72.534075   68.213701   
 12427         NaN     1.307280e+06       NaN   98.206507   95.242409   
 12428         NaN     2.437080e+07       NaN   46.657590   40.043491   
 12429     2621.30     1.930267e+06  0.000000  153.343709  150.610801   
 12430  2582038.71     8.840750e+08  0.614675   44.683598   33.668280   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000177  0.095356  20040210  
 1      0.000001  0.103563  20040210  
 2      0.019988  0.130234  20040210  
 3     -0.067357  0.253893  20040210  
 4     -0.028424  0.255767  20040210  
 5      0.025402  0.264285  20040210  
 6     -0.002788 -0.003448  20040210  
 7      0.116006  0.181799  20040210  
 8      0.637915  1.094675  20040210  
 9      0.051025  0.278618  20040210  
 10    -0.070021  0.490739  20040210  
 11     0.498101  0.856265  20040210  
 12     0.174265  0.537390  20040210  
 13     0.237936  0.417288  20040210  
 14     0.000001  0.036635  20040210  
 15    -0.126910  0.065805  20040210  
 16     0.407326  0.672137  20040210  
 17     0.027877  0.064838  20040210  
 18     0.093254  0.460690  20040210  
 19     0.062614  0.222345  20040210  
 20     0.154525  0.386449  20040210  
 21    -0.174133  0.068322  20040210  
 22     0.810591  0.988407  20040210  
 23     0.053918  0.383882  20040210  
 24    -0.011036  0.320384  20040210  
 25     0.399111  0.689402  20040210  
 26     0.013738  0.209893  20040210  
 27     0.367147  0.720049  20040210  
 28     0.296250  0.506052  20040210  
 29    -0.000146  0.271053  20040210  
 ...         ...       ...       ...  
 12401  0.000001 -0.017340  20040210  
 12402  0.376649  0.611658  20040210  
 12403  0.829300  1.107507  20040210  
 12404  1.063616  1.234145  20040210  
 12405  0.656286  0.978148  20040210  
 12406  0.654585  1.011062  20040210  
 12407  1.012343  1.331100  20040210  
 12408  0.873470  1.115149  20040210  
 12409  0.843743  1.094855  20040210  
 12410  1.072015  1.377918  20040210  
 12411  0.503064  0.763822  20040210  
 12412  0.657201  1.046145  20040210  
 12413  0.390501  0.277281  20040210  
 12414  0.287016  0.665297  20040210  
 12415  0.369569  0.657911  20040210  
 12416  0.645438  1.008057  20040210  
 12417  0.647457  0.962855  20040210  
 12418  0.255096  0.382169  20040210  
 12419  1.020427  1.173150  20040210  
 12420  0.950337  1.356521  20040210  
 12421  0.223854  0.540084  20040210  
 12422  1.159504  1.400177  20040210  
 12423  1.001210  1.272127  20040210  
 12424  0.125977  0.436720  20040210  
 12425  0.267848  0.531859  20040210  
 12426  0.814869  1.051441  20040210  
 12427  0.506595  0.807159  20040210  
 12428  0.668611  0.922634  20040210  
 12429  1.033721  1.319069  20040210  
 12430  0.901669  1.105373  20040210  
 
 [12431 rows x 92 columns],
 '20040211':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.392             0.00               0.0   
 1      USA0011            -0.216             0.00               0.0   
 2      USA0031            -0.124             0.00               0.0   
 3      USA0062            -0.270             0.43               0.0   
 4      USA00E2             0.194             0.00               0.0   
 5      USA00F1             0.118             0.00               0.0   
 6      USA00G2             0.141             0.00               0.0   
 7      USA00H1            -0.156             0.00               0.0   
 8      USA00I1            -0.027             0.00               0.0   
 9      USA00J1            -0.237             0.00               0.0   
 10     USA00K1            -0.358             0.00               0.0   
 11     USA00P1             0.340             0.00               0.0   
 12     USA00R1            -0.003             0.00               0.0   
 13     USA00S1            -0.536             0.00               0.0   
 14     USA00V1             0.482             0.00               0.0   
 15     USA0131            -0.457             1.00               0.0   
 16     USA0161            -0.620             1.00               0.0   
 17     USA01I1             0.097             0.00               0.0   
 18     USA01J2             0.759             0.00               0.0   
 19     USA01L1             0.355             0.00               0.0   
 20     USA01P1            -0.767             0.00               0.0   
 21     USA01Q1            -0.379             0.00               0.0   
 22     USA0202             0.057             0.00               0.0   
 23     USA0231            -0.138             0.00               0.0   
 24     USA0281             0.185             0.00               0.0   
 25     USA0291            -0.346             0.00               0.0   
 26     USA02A1             0.008             0.00               0.0   
 27     USA02B1             0.936             0.00               0.0   
 28     USA02H1             0.225             0.00               0.0   
 29     USA02P1             0.286             0.00               0.0   
 ...        ...               ...              ...               ...   
 12401  USAZY41            -0.449             0.00               0.0   
 12402  USAZY51            -1.058             0.00               0.0   
 12403  USAZY61             1.567             0.00               0.0   
 12404  USAZY71            -0.843             0.00               0.0   
 12405  USAZYI1            -0.633             0.00               0.0   
 12406  USAZYJ1             0.222             0.00               0.0   
 12407  USAZYK1            -0.921             0.00               0.0   
 12408  USAZYM1            -0.721             0.00               0.0   
 12409  USAZYR1             1.935             0.00               0.0   
 12410  USAZYS1            -0.828             0.00               0.0   
 12411  USAZYT1             1.519             0.00               0.0   
 12412  USAZYV1            -2.836             0.00               0.0   
 12413  USAZYX1            -0.163             0.00               0.0   
 12414  USAZZ41             0.854             0.00               0.0   
 12415  USAZZ51            -1.070             0.00               0.0   
 12416  USAZZ61             1.332             0.00               0.0   
 12417  USAZZ71            -0.445             0.00               0.0   
 12418  USAZZ81            -0.963             0.00               0.0   
 12419  USAZZ91            -0.856             0.00               0.0   
 12420  USAZZA1            -0.867             0.00               0.0   
 12421  USAZZB1            -1.249             0.00               0.0   
 12422  USAZZD1            -0.678             0.00               0.0   
 12423  USAZZF1            -2.836             0.00               0.0   
 12424  USAZZI1            -2.836             0.00               0.0   
 12425  USAZZJ1            -2.402             0.00               0.0   
 12426  USAZZL1            -0.780             0.00               0.0   
 12427  USAZZP1            -2.836             0.00               0.0   
 12428  USAZZR1            -0.731             0.00               0.0   
 12429  USAZZX1            -0.732             0.00               0.0   
 12430  USAZZY1            -0.764             0.00               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12401               0.0              0.0           0.0            0.0   
 12402               0.0              0.0           0.0            0.0   
 12403               0.0              0.0           0.0            0.0   
 12404               0.0              0.0           0.0            0.0   
 12405               0.0              0.0           0.0            0.0   
 12406               0.0              0.0           0.0            0.0   
 12407               0.0              0.0           0.0            0.0   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.087           0.000  ...           NaN          NaN   
 1            -2.087           0.000  ...           NaN          NaN   
 2            -2.049           0.000  ...           NaN          NaN   
 3            -2.233           0.000  ...           NaN          NaN   
 4            -2.147           0.000  ...           NaN          NaN   
 5            -2.036           0.000  ...           NaN          NaN   
 6            -2.093           0.000  ...           NaN          NaN   
 7            -1.845           0.000  ...           NaN          NaN   
 8            -0.778           0.000  ...           NaN          NaN   
 9            -1.981           0.862  ...           NaN          NaN   
 10           -2.231           0.000  ...           NaN          NaN   
 11           -1.050           0.000  ...           NaN          NaN   
 12           -1.718           0.000  ...           NaN          NaN   
 13           -1.562           0.000  ...           NaN      27888.0   
 14           -2.087           0.000  ...           NaN          NaN   
 15           -2.356           0.000  ...           NaN          NaN   
 16           -1.236           0.000  ...           NaN        955.0   
 17           -2.028           0.000  ...           NaN          NaN   
 18           -1.898           0.000  ...           NaN          NaN   
 19           -1.961           0.000  ...           NaN          NaN   
 20           -1.781           0.000  ...           NaN          NaN   
 21           -2.449           1.000  ...           NaN          NaN   
 22           -0.422           0.000  ...           NaN          NaN   
 23           -1.976           0.000  ...           NaN          NaN   
 24           -2.110           0.000  ...           NaN          NaN   
 25           -1.267           0.000  ...           NaN          NaN   
 26           -2.058           0.000  ...           NaN          NaN   
 27           -1.379           0.000  ...           NaN        500.0   
 28           -1.471           0.000  ...           NaN          NaN   
 29           -2.091           0.000  ...           NaN       3750.0   
 ...             ...             ...  ...           ...          ...   
 12401        -2.087           0.000  ...           NaN          NaN   
 12402        -1.299           0.000  ...           NaN       1250.0   
 12403        -0.516           0.000  ...           NaN       2000.0   
 12404         0.130           0.000  ...           NaN        850.0   
 12405        -0.718           0.000  ...           NaN          NaN   
 12406        -0.768           0.000  ...           NaN          NaN   
 12407         0.024           0.000  ...           NaN      29000.0   
 12408        -0.265           0.000  ...           NaN          NaN   
 12409        -0.409           0.000  ...           NaN      89946.0   
 12410         0.147           0.000  ...           NaN          NaN   
 12411        -1.090           0.000  ...           NaN      18100.0   
 12412        -0.296           0.000  ...           NaN    2099229.0   
 12413        -1.308           0.000  ...           NaN       9700.0   
 12414        -1.513           0.000  ...           NaN     125011.0   
 12415        -1.319           0.000  ...           NaN          NaN   
 12416        -0.874           0.000  ...           NaN     956421.0   
 12417        -0.737           0.000  ...           NaN          NaN   
 12418        -1.542           1.000  ...           NaN      24800.0   
 12419         0.037           0.000  ...           NaN          NaN   
 12420        -0.108           0.000  ...           NaN          NaN   
 12421        -1.622           0.000  ...           NaN          NaN   
 12422         0.325           0.000  ...           NaN     151000.0   
 12423         0.041           0.000  ...           NaN     101426.0   
 12424        -1.723           1.000  ...           NaN      24500.0   
 12425        -1.479           0.000  ...           NaN          0.0   
 12426        -0.394           0.000  ...           NaN          NaN   
 12427        -0.329           1.000  ...           NaN        334.0   
 12428        -0.700           0.000  ...           NaN          NaN   
 12429         0.061           0.000  ...           NaN          NaN   
 12430        -0.119           0.000  ...           NaN     155800.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.754518e+10  0.186916   19.293835   13.902106   
 1             NaN     5.899788e+09  0.000000   22.437892   16.501933   
 2             NaN     6.969013e+10  2.274838   25.787450   21.842773   
 3             NaN     3.104797e+10  2.076412   29.370203   27.124659   
 4             NaN     5.652526e+10  2.246642   34.783414   31.310698   
 5             NaN     1.939701e+11  0.374370   19.046574   14.955649   
 6             NaN     1.573755e+10  4.881809   26.480247   18.853065   
 7             NaN     8.498502e+10  0.000000   28.488756   23.253791   
 8             NaN     1.836177e+10  0.083595   38.961035   31.254822   
 9             NaN     4.287606e+10  1.735016   26.949768   23.886819   
 10            NaN     3.708809e+10  0.000000   41.726767   33.208320   
 11            NaN     2.649610e+10  1.309942   23.783751   19.539077   
 12            NaN     6.766275e+09  2.380952   19.641042   15.042610   
 13            NaN     1.619704e+10  1.326595   31.514882   29.340597   
 14            NaN     1.266143e+10  1.331558   17.866824   13.522674   
 15            NaN     3.559924e+10  1.628743   37.714415   34.476506   
 16            NaN     3.559924e+10  1.628743   38.118007   34.732615   
 17            NaN     2.935397e+10  0.187178   18.529244   15.187334   
 18            NaN     2.724501e+10  1.894279   30.713864   27.286856   
 19            NaN     9.359210e+10  3.381587   28.376710   24.554757   
 20            NaN     1.686344e+11  0.000000   41.529970   37.328699   
 21            NaN     1.273130e+11  1.787165   26.660730   23.338082   
 22            NaN     1.663683e+10  0.000000   36.686252   31.784566   
 23            NaN     8.637136e+10  0.000000   28.510143   25.299370   
 24            NaN     4.443677e+10  3.189066   24.425234   20.077924   
 25            NaN     3.398467e+10  0.000000   28.242390   24.634568   
 26            NaN     8.415098e+09  1.759944   14.230609   10.555483   
 27            NaN     8.415098e+09  1.759944   44.324123   41.731772   
 28            NaN     7.721412e+10  2.697795   25.103708   21.793894   
 29            NaN     3.314236e+11  2.378828   27.390845   24.235315   
 ...           ...              ...       ...         ...         ...   
 12401         NaN     5.056250e+06       NaN   25.180208   17.569554   
 12402      744.53     6.927600e+06  0.000000   97.736436   95.146229   
 12403       96.27     2.454980e+06  0.000000   92.244659   88.992198   
 12404      330.91     4.904000e+05  0.000000  126.370096  123.135913   
 12405         NaN     6.241790e+06  0.000000  102.415170   99.374116   
 12406         NaN     2.525880e+07       NaN   97.142091   93.733509   
 12407       18.39     6.832300e+04       NaN   95.751702   91.871050   
 12408         NaN     1.513400e+06       NaN  103.755395  100.552229   
 12409   340606.18     1.827075e+07  0.000000  147.279664  144.709205   
 12410         NaN     5.030700e+01  0.000000   50.948226   41.594676   
 12411    37928.46     2.862300e+07  0.000000   93.505042   90.876152   
 12412    14119.52     2.696060e+06  0.000000  163.639747  161.221313   
 12413    23528.81     4.413200e+07  0.000000   34.190663   29.582159   
 12414    23942.27     5.369580e+06       NaN   88.924190   86.108552   
 12415         NaN     7.414000e+05       NaN   44.128876   37.426280   
 12416     8438.37     5.004900e+06  0.000000  170.073743  168.060998   
 12417         NaN     1.908672e+07  0.000000   90.804761   87.111909   
 12418  1986961.43     3.116218e+10  4.745098   27.090867   24.032848   
 12419         NaN     1.352860e+06  0.000000   58.299864   49.020978   
 12420         NaN     1.087100e+06       NaN  121.405181  117.891508   
 12421         NaN     1.251480e+06  0.000000   38.618919   31.294465   
 12422     1407.12     3.454800e+05       NaN  113.746162  110.581441   
 12423     2826.50     3.081600e+06       NaN  127.379511  124.014574   
 12424      245.30     8.207500e+05  0.000000  194.106872  192.713379   
 12425         NaN     9.631428e+06  0.000000   88.386518   84.099054   
 12426         NaN     3.838960e+07  0.000000   73.858131   69.592937   
 12427        5.45     2.723500e+06       NaN  106.683988  103.286134   
 12428         NaN     2.437080e+07       NaN   47.371113   40.719450   
 12429         NaN     1.930267e+06  0.000000  156.152737  153.481756   
 12430  2623787.29     9.176475e+08  0.614675   45.620532   34.367703   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000177  0.111002  20040211  
 1      0.000003  0.094008  20040211  
 2      0.018245  0.118893  20040211  
 3     -0.069996  0.244814  20040211  
 4     -0.028858  0.263688  20040211  
 5      0.024480  0.263900  20040211  
 6     -0.003306 -0.006541  20040211  
 7      0.115849  0.170991  20040211  
 8      0.627510  1.066670  20040211  
 9      0.050835  0.258809  20040211  
 10    -0.069090  0.497933  20040211  
 11     0.497254  0.860240  20040211  
 12     0.176775  0.532476  20040211  
 13     0.251330  0.407006  20040211  
 14     0.000003  0.052343  20040211  
 15    -0.129068  0.056946  20040211  
 16     0.408041  0.630479  20040211  
 17     0.028283  0.058852  20040211  
 18     0.090623  0.484121  20040211  
 19     0.060264  0.217336  20040211  
 20     0.146485  0.356998  20040211  
 21    -0.173725  0.049452  20040211  
 22     0.798263  0.961259  20040211  
 23     0.052911  0.387509  20040211  
 24    -0.011035  0.317790  20040211  
 25     0.393028  0.664854  20040211  
 26     0.013470  0.208971  20040211  
 27     0.339503  0.696886  20040211  
 28     0.295016  0.503631  20040211  
 29    -0.002248  0.276050  20040211  
 ...         ...       ...       ...  
 12401  0.000003 -0.030574  20040211  
 12402  0.377830  0.567866  20040211  
 12403  0.753193  1.079640  20040211  
 12404  1.063104  1.159394  20040211  
 12405  0.656181  0.914254  20040211  
 12406  0.632213  1.000288  20040211  
 12407  1.011887  1.286229  20040211  
 12408  0.873414  1.070746  20040211  
 12409  0.804539  1.027088  20040211  
 12410  1.070994  1.331295  20040211  
 12411  0.477834  0.776742  20040211  
 12412  0.858740  1.127544  20040211  
 12413  0.373563  0.243374  20040211  
 12414  0.275040  0.656096  20040211  
 12415  0.367943  0.603278  20040211  
 12416  0.581535  0.961664  20040211  
 12417  0.647025  0.922685  20040211  
 12418  0.261271  0.352914  20040211  
 12419  1.018548  1.112660  20040211  
 12420  0.948595  1.300468  20040211  
 12421  0.222749  0.492502  20040211  
 12422  1.156588  1.295232  20040211  
 12423  1.020104  1.205503  20040211  
 12424  0.174522  0.457734  20040211  
 12425  0.291306  0.474846  20040211  
 12426  0.811758  1.013631  20040211  
 12427  0.842788  1.025647  20040211  
 12428  0.665132  0.876057  20040211  
 12429  1.030045  1.270102  20040211  
 12430  0.943369  1.143465  20040211  
 
 [12431 rows x 92 columns],
 '20040212':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.239             0.00               0.0   
 1      USA0011             0.157             0.00               0.0   
 2      USA0031            -0.054             0.00               0.0   
 3      USA0062             0.511             0.43               0.0   
 4      USA00E2             0.462             0.00               0.0   
 5      USA00F1             0.115             0.00               0.0   
 6      USA00G2            -0.112             0.00               0.0   
 7      USA00H1             0.318             0.00               0.0   
 8      USA00I1            -0.133             0.00               0.0   
 9      USA00J1             0.283             0.00               0.0   
 10     USA00K1             0.735             0.00               0.0   
 11     USA00P1             0.414             0.00               0.0   
 12     USA00R1             0.454             0.00               0.0   
 13     USA00S1             0.558             0.00               0.0   
 14     USA00V1             0.260             0.00               0.0   
 15     USA0131             0.808             1.00               0.0   
 16     USA0161             0.573             1.00               0.0   
 17     USA01I1            -0.074             0.00               0.0   
 18     USA01J2             0.758             0.00               0.0   
 19     USA01L1             0.505             0.00               0.0   
 20     USA01P1            -0.096             0.00               0.0   
 21     USA01Q1             0.339             0.00               0.0   
 22     USA0202            -0.198             0.00               0.0   
 23     USA0231             0.373             0.00               0.0   
 24     USA0281             0.380             0.00               0.0   
 25     USA0291             0.221             0.00               0.0   
 26     USA02A1             0.448             0.00               0.0   
 27     USA02B1            -2.159             0.00               0.0   
 28     USA02H1             0.284             0.00               0.0   
 29     USA02P1             0.524             0.00               0.0   
 ...        ...               ...              ...               ...   
 12403  USAZY41            -0.213             0.00               0.0   
 12404  USAZY51             0.000             0.00               0.0   
 12405  USAZY61            -0.224             0.00               0.0   
 12406  USAZY71            -0.660             0.00               0.0   
 12407  USAZYI1            -0.335             0.00               0.0   
 12408  USAZYJ1             0.056             0.00               0.0   
 12409  USAZYK1            -0.210             0.00               0.0   
 12410  USAZYM1            -0.346             0.00               0.0   
 12411  USAZYR1            -2.795             0.00               0.0   
 12412  USAZYS1            -0.356             0.00               0.0   
 12413  USAZYT1             2.846             0.00               0.0   
 12414  USAZYV1             2.846             0.00               0.0   
 12415  USAZYX1            -2.795             0.00               0.0   
 12416  USAZZ41            -1.937             0.00               0.0   
 12417  USAZZ51            -0.122             0.00               0.0   
 12418  USAZZ61            -0.306             0.00               0.0   
 12419  USAZZ71            -0.287             0.00               0.0   
 12420  USAZZ81            -0.406             0.00               0.0   
 12421  USAZZ91             0.036             0.00               0.0   
 12422  USAZZA1            -0.370             0.00               0.0   
 12423  USAZZB1            -0.257             0.00               0.0   
 12424  USAZZD1            -0.341             0.00               0.0   
 12425  USAZZF1            -2.773             0.00               0.0   
 12426  USAZZI1             2.846             0.00               0.0   
 12427  USAZZJ1            -1.920             0.00               0.0   
 12428  USAZZL1             2.765             0.00               0.0   
 12429  USAZZP1            -0.483             0.00               0.0   
 12430  USAZZR1            -0.171             0.00               0.0   
 12431  USAZZX1            -2.795             0.00               0.0   
 12432  USAZZY1             0.623             0.00               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12403               0.0              0.0           0.0            0.0   
 12404               0.0              0.0           0.0            0.0   
 12405               0.0              0.0           0.0            0.0   
 12406               0.0              0.0           0.0            0.0   
 12407               0.0              0.0           0.0            0.0   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 12431               0.0              0.0           0.0            0.0   
 12432               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.077           0.000  ...           NaN          NaN   
 1            -2.077           0.000  ...           NaN          NaN   
 2            -2.037           0.000  ...           NaN          NaN   
 3            -2.217           0.000  ...           NaN          NaN   
 4            -2.135           0.000  ...           NaN          NaN   
 5            -2.025           0.000  ...           NaN          NaN   
 6            -2.083           0.000  ...           NaN          NaN   
 7            -1.839           0.000  ...           NaN          NaN   
 8            -0.771           0.000  ...           NaN          NaN   
 9            -1.973           0.862  ...           NaN          NaN   
 10           -2.221           0.000  ...           NaN          NaN   
 11           -1.042           0.000  ...           NaN          NaN   
 12           -1.713           0.000  ...           NaN          NaN   
 13           -1.548           0.000  ...           NaN      51533.0   
 14           -2.077           0.000  ...           NaN          NaN   
 15           -2.340           0.000  ...           NaN          NaN   
 16           -1.241           0.000  ...           NaN          NaN   
 17           -2.019           0.000  ...           NaN          NaN   
 18           -1.889           0.000  ...           NaN          NaN   
 19           -1.950           0.000  ...           NaN          NaN   
 20           -1.768           0.000  ...           NaN          NaN   
 21           -2.451           1.000  ...           NaN          NaN   
 22           -0.419           0.000  ...           NaN          NaN   
 23           -1.966           0.000  ...           NaN          NaN   
 24           -2.099           0.000  ...           NaN          NaN   
 25           -1.261           0.000  ...           NaN          NaN   
 26           -2.049           0.000  ...           NaN          NaN   
 27           -1.454           0.000  ...           NaN        545.0   
 28           -1.465           0.000  ...           NaN          NaN   
 29           -2.079           0.000  ...           NaN       3750.0   
 ...             ...             ...  ...           ...          ...   
 12403        -2.077           0.000  ...           NaN          NaN   
 12404        -1.295           0.000  ...           NaN          NaN   
 12405        -0.538           0.000  ...           NaN          NaN   
 12406         0.132           0.000  ...           NaN          NaN   
 12407        -0.714           0.000  ...           NaN      30000.0   
 12408        -0.767           0.000  ...           NaN          NaN   
 12409         0.020           0.000  ...           NaN      12600.0   
 12410        -0.274           0.000  ...           NaN          NaN   
 12411        -0.459           0.000  ...           NaN     455666.0   
 12412         0.146           0.000  ...           NaN          NaN   
 12413        -1.006           0.000  ...           NaN      56250.0   
 12414        -0.251           0.000  ...           NaN     923250.0   
 12415        -1.380           0.000  ...           NaN       8500.0   
 12416        -1.533           0.000  ...           NaN     156650.0   
 12417        -1.308           0.000  ...           NaN          NaN   
 12418        -0.876           0.000  ...           NaN      16500.0   
 12419        -0.732           0.000  ...           NaN          NaN   
 12420        -1.547           1.000  ...           NaN      46000.0   
 12421         0.033           0.000  ...           NaN          NaN   
 12422        -0.108           0.000  ...           NaN          NaN   
 12423        -1.616           0.000  ...           NaN          NaN   
 12424         0.327           0.000  ...           NaN     200000.0   
 12425        -0.013           0.000  ...           NaN      30750.0   
 12426        -1.650           1.000  ...           NaN      38500.0   
 12427        -1.605           0.000  ...           NaN          0.0   
 12428        -0.334           0.000  ...           NaN       1500.0   
 12429        -0.317           1.000  ...           NaN          NaN   
 12430        -0.691           0.000  ...           NaN          NaN   
 12431         0.026           0.000  ...           NaN      10000.0   
 12432        -0.114           0.000  ...           NaN     225000.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.752521e+10  0.186916   18.677687   13.532025   
 1             NaN     5.825421e+09  0.000000   21.773861   16.077536   
 2             NaN     6.839321e+10  2.274838   25.033645   21.250160   
 3             NaN     3.177901e+10  2.076412   28.575116   26.410240   
 4             NaN     5.633888e+10  2.246642   33.701169   30.404762   
 5             NaN     1.954311e+11  0.374370   18.523025   14.546728   
 6             NaN     1.580848e+10  4.881809   25.660741   18.334089   
 7             NaN     8.439126e+10  0.000000   27.681955   22.639423   
 8             NaN     1.799446e+10  0.083595   38.012369   30.492813   
 9             NaN     4.295047e+10  1.735016   26.203177   23.264979   
 10            NaN     3.668893e+10  0.000000   40.557544   32.320811   
 11            NaN     2.647825e+10  1.309942   23.271121   19.016619   
 12            NaN     6.716564e+09  2.380952   19.111311   14.641351   
 13            NaN     1.610492e+10  1.326595   30.672185   28.565987   
 14            NaN     1.238463e+10  1.331558   17.312796   13.153165   
 15            NaN     3.550322e+10  1.628743   36.621036   33.564667   
 16            NaN     3.550322e+10  1.628743   37.057934   33.811426   
 17            NaN     2.901913e+10  0.187178   18.077338   14.791120   
 18            NaN     2.715184e+10  1.894279   29.989374   26.714624   
 19            NaN     9.343179e+10  3.381587   27.637249   23.901127   
 20            NaN     1.673132e+11  0.000000   40.392481   36.351064   
 21            NaN     1.266740e+11  1.787165   25.956312   22.763882   
 22            NaN     1.636516e+10  0.000000   35.721805   30.932864   
 23            NaN     8.621753e+10  0.000000   27.709811   24.627750   
 24            NaN     4.461611e+10  3.189066   23.717526   19.528050   
 25            NaN     3.367156e+10  0.000000   27.467049   23.957539   
 26            NaN     8.352064e+09  1.759944   13.887654   10.295127   
 27            NaN     8.352064e+09  1.759944   44.086212   41.620480   
 28            NaN     7.739915e+10  2.697795   24.418433   21.162848   
 29            NaN     3.292194e+11  2.378828   26.664537   23.587410   
 ...           ...              ...       ...         ...         ...   
 12403         NaN     5.056250e+06       NaN   24.460926   17.149860   
 12404         NaN     6.927600e+06  0.000000   95.599900   93.157983   
 12405         NaN     2.454980e+06  0.000000   86.609879   83.094634   
 12406         NaN     4.904000e+05  0.000000  123.138850  120.005483   
 12407     7846.95     6.241790e+06  0.000000  100.506966   97.576597   
 12408         NaN     2.525880e+07       NaN   95.909092   92.666768   
 12409       18.96     6.832300e+04       NaN   95.536003   91.912223   
 12410         NaN     1.513400e+06       NaN  101.618339   98.581849   
 12411   349742.02     1.934550e+07  0.000000  143.573280  141.045878   
 12412         NaN     5.030700e+01  0.000000   49.625420   40.628763   
 12413    38135.14     2.664900e+07  0.000000   91.575306   88.955605   
 12414    13944.77     2.426454e+06  0.000000  159.584473  157.382178   
 12415    26977.14     4.568960e+07  0.000000   34.946132   30.461441   
 12416    25069.55     5.518735e+06       NaN   87.471468   84.749560   
 12417         NaN     7.414000e+05       NaN   42.833446   36.500643   
 12418     8437.27     5.004900e+06  0.000000  165.495710  163.613561   
 12419         NaN     1.908672e+07  0.000000   89.331405   85.812008   
 12420  1612581.86     3.148291e+10  4.745098   26.327571   23.435070   
 12421         NaN     1.352860e+06  0.000000   55.952300   46.882347   
 12422         NaN     1.087100e+06       NaN  119.229919  115.896260   
 12423         NaN     1.251480e+06  0.000000   37.384911   30.469409   
 12424     1435.67     3.454800e+05       NaN  111.420559  108.363070   
 12425     3020.59     3.287040e+06       NaN  125.556924  122.360551   
 12426      297.80     7.035000e+05  0.000000  189.765497  188.480906   
 12427         NaN     1.055557e+07  0.000000   87.416231   83.324858   
 12428    14266.00     3.634760e+07  0.000000   72.589257   68.230597   
 12429         NaN     2.723500e+06       NaN  105.532740  102.391138   
 12430         NaN     2.437080e+07       NaN   45.992535   39.610399   
 12431     2342.39     2.031860e+06  0.000000  152.145821  149.538339   
 12432  2865962.29     9.131712e+08  0.614675   44.389113   33.463692   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000177  0.116280  20040212  
 1     -0.000001  0.104766  20040212  
 2      0.019125  0.120706  20040212  
 3     -0.067350  0.263337  20040212  
 4     -0.027916  0.272854  20040212  
 5      0.024838  0.261035  20040212  
 6     -0.002938 -0.004114  20040212  
 7      0.114527  0.179609  20040212  
 8      0.628224  1.053589  20040212  
 9      0.050184  0.265737  20040212  
 10    -0.069181  0.525649  20040212  
 11     0.497792  0.868100  20040212  
 12     0.175003  0.538132  20040212  
 13     0.254332  0.431453  20040212  
 14    -0.000001  0.058971  20040212  
 15    -0.126329  0.096250  20040212  
 16     0.402197  0.648551  20040212  
 17     0.027927  0.056333  20040212  
 18     0.090704  0.484305  20040212  
 19     0.060938  0.223858  20040212  
 20     0.148918  0.370288  20040212  
 21    -0.179683  0.058190  20040212  
 22     0.797912  0.961247  20040212  
 23     0.053300  0.394907  20040212  
 24    -0.010669  0.322393  20040212  
 25     0.392658  0.672957  20040212  
 26     0.013457  0.225302  20040212  
 27     0.299949  0.600872  20040212  
 28     0.294373  0.506097  20040212  
 29    -0.000843  0.288370  20040212  
 ...         ...       ...       ...  
 12403 -0.000001 -0.021736  20040212  
 12404  0.376049  0.586277  20040212  
 12405  0.740340  1.134986  20040212  
 12406  1.062746  1.160486  20040212  
 12407  0.655712  0.923209  20040212  
 12408  0.630424  1.001456  20040212  
 12409  1.008989  1.279681  20040212  
 12410  0.867589  1.065709  20040212  
 12411  0.778468  0.896907  20040212  
 12412  1.069711  1.327833  20040212  
 12413  0.515233  0.876766  20040212  
 12414  0.878653  1.152342  20040212  
 12415  0.335330  0.162883  20040212  
 12416  0.261950  0.582570  20040212  
 12417  0.370029  0.629683  20040212  
 12418  0.577637  0.905891  20040212  
 12419  0.646916  0.923999  20040212  
 12420  0.255107  0.351003  20040212  
 12421  1.014928  1.109103  20040212  
 12422  0.947334  1.293814  20040212  
 12423  0.221578  0.500737  20040212  
 12424  1.156659  1.293082  20040212  
 12425  0.993208  1.146086  20040212  
 12426  0.205629  0.580334  20040212  
 12427  0.227169  0.393744  20040212  
 12428  0.838736  1.107299  20040212  
 12429  0.846536  1.025399  20040212  
 12430  0.666742  0.887532  20040212  
 12431  1.011563  1.193945  20040212  
 12432  0.944310  1.165474  20040212  
 
 [12433 rows x 92 columns],
 '20040213':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.292             0.00               0.0   
 1      USA0011             0.246             0.00               0.0   
 2      USA0031             0.489             0.00               0.0   
 3      USA0062             0.710             0.43               0.0   
 4      USA00E2             0.238             0.00               0.0   
 5      USA00F1             0.685             0.00               0.0   
 6      USA00G2             0.130             0.00               0.0   
 7      USA00H1             0.416             0.00               0.0   
 8      USA00I1             0.092             0.00               0.0   
 9      USA00J1             0.379             0.00               0.0   
 10     USA00K1             0.692             0.00               0.0   
 11     USA00P1            -0.149             0.00               0.0   
 12     USA00R1             0.407             0.00               0.0   
 13     USA00S1             0.611             0.00               0.0   
 14     USA00V1             0.360             0.00               0.0   
 15     USA0131             0.981             1.00               0.0   
 16     USA0161             0.189             1.00               0.0   
 17     USA01I1             0.421             0.00               0.0   
 18     USA01J2             0.097             0.00               0.0   
 19     USA01L1             0.063             0.00               0.0   
 20     USA01P1             0.596             0.00               0.0   
 21     USA01Q1             0.466             0.00               0.0   
 22     USA0202            -0.317             0.00               0.0   
 23     USA0231             0.863             0.00               0.0   
 24     USA0281             0.084             0.00               0.0   
 25     USA0291             0.351             0.00               0.0   
 26     USA02A1             0.624             0.00               0.0   
 27     USA02B1             2.889             0.00               0.0   
 28     USA02H1             0.489             0.00               0.0   
 29     USA02P1             0.433             0.00               0.0   
 ...        ...               ...              ...               ...   
 12396  USAZY41            -0.457             0.00               0.0   
 12397  USAZY51             2.723             0.00               0.0   
 12398  USAZY61            -0.571             0.00               0.0   
 12399  USAZY71            -2.866             0.00               0.0   
 12400  USAZYI1            -0.194             0.00               0.0   
 12401  USAZYJ1            -0.702             0.00               0.0   
 12402  USAZYK1            -1.124             0.00               0.0   
 12403  USAZYM1            -2.866             0.00               0.0   
 12404  USAZYR1            -1.295             0.00               0.0   
 12405  USAZYS1            -1.231             0.00               0.0   
 12406  USAZYT1            -2.866             0.00               0.0   
 12407  USAZYV1             2.622             0.00               0.0   
 12408  USAZYX1            -1.225             0.00               0.0   
 12409  USAZZ41             1.307             0.00               0.0   
 12410  USAZZ51            -0.608             0.00               0.0   
 12411  USAZZ61            -0.942             0.00               0.0   
 12412  USAZZ71            -1.140             0.00               0.0   
 12413  USAZZ81             0.045             0.00               0.0   
 12414  USAZZ91            -1.791             0.00               0.0   
 12415  USAZZA1            -2.866             0.00               0.0   
 12416  USAZZB1            -0.118             0.00               0.0   
 12417  USAZZD1             2.326             0.00               0.0   
 12418  USAZZF1            -1.063             0.00               0.0   
 12419  USAZZI1            -0.779             0.00               0.0   
 12420  USAZZJ1            -2.414             0.00               0.0   
 12421  USAZZL1            -1.941             0.00               0.0   
 12422  USAZZP1            -1.275             0.00               0.0   
 12423  USAZZR1            -1.210             0.00               0.0   
 12424  USAZZX1            -1.197             0.00               0.0   
 12425  USAZZY1            -0.784             0.00               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12396               0.0              0.0           0.0            0.0   
 12397               0.0              0.0           0.0            0.0   
 12398               0.0              0.0           0.0            0.0   
 12399               0.0              0.0           0.0            0.0   
 12400               0.0              0.0           0.0            0.0   
 12401               0.0              0.0           0.0            0.0   
 12402               0.0              0.0           0.0            0.0   
 12403               0.0              0.0           0.0            0.0   
 12404               0.0              0.0           0.0            0.0   
 12405               0.0              0.0           0.0            0.0   
 12406               0.0              0.0           0.0            0.0   
 12407               0.0              0.0           0.0            0.0   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.071           0.000  ...           NaN          NaN   
 1            -2.071           0.000  ...           NaN          NaN   
 2            -2.028           0.000  ...           NaN          NaN   
 3            -2.202           0.000  ...           NaN          NaN   
 4            -2.119           0.000  ...           NaN          NaN   
 5            -2.020           0.000  ...           NaN          NaN   
 6            -2.076           0.000  ...           NaN          NaN   
 7            -1.836           0.000  ...           NaN          NaN   
 8            -0.766           0.000  ...           NaN          NaN   
 9            -1.967           0.862  ...           NaN          NaN   
 10           -2.210           0.000  ...           NaN          NaN   
 11           -1.035           0.000  ...           NaN          NaN   
 12           -1.707           0.000  ...           NaN          NaN   
 13           -1.532           0.000  ...           NaN      37760.0   
 14           -2.071           0.000  ...           NaN          NaN   
 15           -2.323           0.000  ...           NaN          NaN   
 16           -1.249           0.000  ...           NaN       1710.0   
 17           -2.013           0.000  ...           NaN          NaN   
 18           -1.880           0.000  ...           NaN          NaN   
 19           -1.942           0.000  ...           NaN          NaN   
 20           -1.755           0.000  ...           NaN          NaN   
 21           -2.437           1.000  ...           NaN          NaN   
 22           -0.419           0.000  ...           NaN          NaN   
 23           -1.962           0.000  ...           NaN          NaN   
 24           -2.096           0.000  ...           NaN          NaN   
 25           -1.262           0.000  ...           NaN          NaN   
 26           -2.043           0.000  ...           NaN          NaN   
 27           -1.365           0.000  ...           NaN        200.0   
 28           -1.463           0.000  ...           NaN          NaN   
 29           -2.068           0.000  ...           NaN       3750.0   
 ...             ...             ...  ...           ...          ...   
 12396        -2.071           0.000  ...           NaN          NaN   
 12397        -1.207           0.000  ...           NaN        500.0   
 12398        -0.540           0.000  ...           NaN          NaN   
 12399         0.041           0.000  ...           NaN       5800.0   
 12400        -0.698           0.000  ...           NaN      10000.0   
 12401        -0.763           0.000  ...           NaN          NaN   
 12402         0.022           0.000  ...           NaN       3000.0   
 12403        -0.359           0.000  ...           NaN       1000.0   
 12404        -0.448           0.000  ...           NaN     207004.0   
 12405         0.143           0.000  ...           NaN          NaN   
 12406        -1.043           0.000  ...           NaN      40315.0   
 12407        -0.127           0.000  ...           NaN     716335.0   
 12408        -1.379           0.000  ...           NaN        900.0   
 12409        -1.497           0.000  ...           NaN      84100.0   
 12410        -1.289           0.000  ...           NaN          NaN   
 12411        -0.872           0.000  ...           NaN       4500.0   
 12412        -0.725           0.000  ...           NaN          NaN   
 12413        -1.534           1.000  ...           NaN      24800.0   
 12414         0.030           0.000  ...           NaN          NaN   
 12415        -0.267           0.000  ...           NaN      30000.0   
 12416        -1.619           0.000  ...           NaN          NaN   
 12417         0.402           0.000  ...           NaN     755000.0   
 12418        -0.015           0.000  ...           NaN       5000.0   
 12419        -1.640           1.000  ...           NaN          NaN   
 12420        -1.613           0.000  ...           NaN          0.0   
 12421        -0.352           0.000  ...           NaN      14000.0   
 12422        -0.312           1.000  ...           NaN          NaN   
 12423        -0.679           0.000  ...           NaN          NaN   
 12424         0.023           0.000  ...           NaN          NaN   
 12425        -0.123           0.000  ...           NaN      70400.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.776489e+10  0.186916   18.018092   13.095840   
 1             NaN     5.651897e+09  0.000000   20.993272   15.562923   
 2             NaN     6.923699e+10  2.274838   24.206754   20.567388   
 3             NaN     3.131458e+10  2.076412   27.702982   25.599530   
 4             NaN     5.632557e+10  2.246642   32.575158   29.437146   
 5             NaN     1.949354e+11  0.374370   18.034156   14.103832   
 6             NaN     1.576119e+10  4.881809   24.760998   17.748182   
 7             NaN     8.346190e+10  0.000000   26.755005   21.913210   
 8             NaN     1.860052e+10  0.083595   36.951143   29.534965   
 9             NaN     4.296701e+10  1.735016   25.242870   22.391447   
 10            NaN     3.610683e+10  0.000000   39.168147   31.251149   
 11            NaN     2.607968e+10  1.309942   22.639814   18.380092   
 12            NaN     6.696679e+09  2.380952   18.589335   14.170904   
 13            NaN     1.597028e+10  1.326595   29.748028   27.674477   
 14            NaN     1.239225e+10  1.331558   16.716188   12.740146   
 15            NaN     3.556724e+10  1.628743   35.344206   32.433162   
 16            NaN     3.556724e+10  1.628743   35.958200   32.743386   
 17            NaN     2.919771e+10  0.187178   17.466770   14.312728   
 18            NaN     2.671363e+10  1.894279   28.892048   25.730879   
 19            NaN     9.246989e+10  3.381587   26.718798   23.150004   
 20            NaN     1.671741e+11  0.000000   39.010900   35.129914   
 21            NaN     1.256909e+11  1.787165   25.112964   22.043381   
 22            NaN     1.605467e+10  0.000000   34.811829   29.996833   
 23            NaN     8.852487e+10  0.000000   26.979376   23.835132   
 24            NaN     4.429728e+10  3.189066   22.939842   18.923346   
 25            NaN     3.340662e+10  0.000000   26.688783   23.188950   
 26            NaN     8.317681e+09  1.759944   13.537986   10.016769   
 27            NaN     8.317681e+09  1.759944   43.647118   41.173075   
 28            NaN     7.700962e+10  2.697795   23.729327   20.486884   
 29            NaN     3.278168e+11  2.378828   25.859481   22.898924   
 ...           ...              ...       ...         ...         ...   
 12396         NaN     5.056250e+06       NaN   23.847354   16.864186   
 12397      763.53     6.350300e+06  0.000000   93.886771   91.379681   
 12398         NaN     2.454980e+06  0.000000   83.734577   80.220172   
 12399      330.14     7.356000e+05  0.000000  118.993775  115.879988   
 12400     7176.51     6.162780e+06  0.000000   97.080614   94.178474   
 12401         NaN     2.525880e+07       NaN   93.443899   90.263062   
 12402       18.74     6.832300e+04       NaN   92.688206   89.164947   
 12403      242.61     1.816080e+06       NaN   97.486585   94.433391   
 12404   353355.21     1.934550e+07  0.000000  139.218488  136.815354   
 12405         NaN     5.030700e+01  0.000000   48.762609   39.890807   
 12406    36872.68     2.763600e+07  0.000000   89.254618   86.664827   
 12407    14385.18     2.022045e+06  0.000000  155.818894  153.579853   
 12408    27439.14     4.579344e+07  0.000000   33.762748   29.544213   
 12409    24336.83     5.369580e+06       NaN   84.331598   81.737832   
 12410         NaN     7.414000e+05       NaN   41.693308   35.533651   
 12411     8389.40     5.004900e+06  0.000000  160.610391  158.757454   
 12412         NaN     1.908672e+07  0.000000   87.138657   83.641523   
 12413  1608339.19     3.170412e+10  4.745098   25.505572   22.697254   
 12414         NaN     1.352860e+06  0.000000   54.476777   45.518160   
 12415     3671.07     1.630650e+06       NaN  116.134463  112.946407   
 12416         NaN     1.251480e+06  0.000000   36.417119   29.682121   
 12417     1156.22     2.591100e+05       NaN  110.226183  107.063847   
 12418     3024.67     3.287040e+06       NaN  121.974949  118.876774   
 12419         NaN     7.035000e+05  0.000000  183.603638  182.327234   
 12420         NaN     1.070749e+07  0.000000   85.143845   81.048100   
 12421    17129.63     3.675600e+07  0.000000   70.531313   66.380586   
 12422         NaN     2.723500e+06       NaN  102.536692   99.374794   
 12423         NaN     2.437080e+07       NaN   45.368966   38.542450   
 12424         NaN     2.031860e+06  0.000000  147.631757  145.091935   
 12425  2894372.29     9.154093e+08  0.614675   43.024999   32.445065   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000175  0.119966  20040213  
 1     -0.000004  0.112819  20040213  
 2      0.020326  0.132210  20040213  
 3     -0.063425  0.277751  20040213  
 4     -0.023572  0.272210  20040213  
 5      0.024343  0.269578  20040213  
 6     -0.002486  0.007567  20040213  
 7      0.112953  0.184188  20040213  
 8      0.628913  1.060749  20040213  
 9      0.049755  0.267763  20040213  
 10    -0.067389  0.532672  20040213  
 11     0.499143  0.857520  20040213  
 12     0.175053  0.541088  20040213  
 13     0.259446  0.447519  20040213  
 14    -0.000004  0.065545  20040213  
 15    -0.121697  0.131154  20040213  
 16     0.395849  0.634945  20040213  
 17     0.027629  0.063543  20040213  
 18     0.091629  0.472488  20040213  
 19     0.062096  0.215505  20040213  
 20     0.152221  0.389066  20040213  
 21    -0.176595  0.066966  20040213  
 22     0.796319  0.960151  20040213  
 23     0.052381  0.407407  20040213  
 24    -0.012459  0.315263  20040213  
 25     0.389681  0.677367  20040213  
 26     0.013413  0.233605  20040213  
 27     0.340132  0.716099  20040213  
 28     0.292638  0.507314  20040213  
 29     0.001213  0.291552  20040213  
 ...         ...       ...       ...  
 12396 -0.000004 -0.021883  20040213  
 12397  0.416419  0.704532  20040213  
 12398  0.737976  1.127977  20040213  
 12399  1.017636  1.081873  20040213  
 12400  0.661622  0.936898  20040213  
 12401  0.630220  0.991489  20040213  
 12402  1.008822  1.240273  20040213  
 12403  0.825071  0.981529  20040213  
 12404  0.781968  0.940322  20040213  
 12405  1.067026  1.304985  20040213  
 12406  0.495238  0.784349  20040213  
 12407  0.937007  1.201243  20040213  
 12408  0.333585  0.168128  20040213  
 12409  0.276470  0.647696  20040213  
 12410  0.376913  0.642671  20040213  
 12411  0.577975  0.903405  20040213  
 12412  0.648572  0.907601  20040213  
 12413  0.258706  0.365576  20040213  
 12414  1.012719  1.075523  20040213  
 12415  0.869511  1.183341  20040213  
 12416  0.217424  0.503862  20040213  
 12417  1.191730  1.390481  20040213  
 12418  0.990857  1.160339  20040213  
 12419  0.207396  0.538566  20040213  
 12420  0.220780  0.330492  20040213  
 12421  0.828397  1.030488  20040213  
 12422  0.847870  1.010198  20040213  
 12423  0.670864  0.857486  20040213  
 12424  1.009428  1.207605  20040213  
 12425  0.938908  1.140321  20040213  
 
 [12426 rows x 92 columns],
 '20040217':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.160             0.00               0.0   
 1      USA0011             0.065             0.00               0.0   
 2      USA0031             1.582             0.00               0.0   
 3      USA0062            -1.785             0.43               0.0   
 4      USA00E2             1.027             0.00               0.0   
 5      USA00F1            -0.166             0.00               0.0   
 6      USA00G2            -0.493             0.00               0.0   
 7      USA00H1            -0.791             0.00               0.0   
 8      USA00I1            -1.921             0.00               0.0   
 9      USA00J1            -0.405             0.00               0.0   
 10     USA00K1            -2.859             0.00               0.0   
 11     USA00P1            -0.320             0.00               0.0   
 12     USA00R1            -0.392             0.00               0.0   
 13     USA00S1            -1.861             0.00               0.0   
 14     USA00V1            -0.550             0.00               0.0   
 15     USA0131            -0.557             1.00               0.0   
 16     USA0161            -0.500             1.00               0.0   
 17     USA01I1            -2.859             0.00               0.0   
 18     USA01J2             0.033             0.00               0.0   
 19     USA01L1            -2.827             0.00               0.0   
 20     USA01P1             1.695             0.00               0.0   
 21     USA01Q1            -1.794             0.00               0.0   
 22     USA0202             0.500             0.00               0.0   
 23     USA0231            -1.827             0.00               0.0   
 24     USA0281            -0.363             0.00               0.0   
 25     USA0291            -0.267             0.00               0.0   
 26     USA02A1            -0.499             0.00               0.0   
 27     USA02B1             0.080             0.00               0.0   
 28     USA02H1            -2.859             0.00               0.0   
 29     USA02P1             1.225             0.00               0.0   
 ...        ...               ...              ...               ...   
 12395  USAZY41            -0.034             0.00               0.0   
 12396  USAZY51             0.547             0.00               0.0   
 12397  USAZY61             0.559             0.00               0.0   
 12398  USAZY71             2.859             0.00               0.0   
 12399  USAZYI1             0.456             0.00               0.0   
 12400  USAZYJ1             0.968             0.00               0.0   
 12401  USAZYK1             1.119             0.00               0.0   
 12402  USAZYM1             1.614             0.00               0.0   
 12403  USAZYR1            -2.859             0.00               0.0   
 12404  USAZYS1             0.916             0.00               0.0   
 12405  USAZYT1             1.643             0.00               0.0   
 12406  USAZYV1             2.852             0.00               0.0   
 12407  USAZYX1             1.296             0.00               0.0   
 12408  USAZZ41             0.769             0.00               0.0   
 12409  USAZZ51             0.169             0.00               0.0   
 12410  USAZZ61             0.511             0.00               0.0   
 12411  USAZZ71             0.327             0.00               0.0   
 12412  USAZZ81            -0.339             0.00               0.0   
 12413  USAZZ91             2.032             0.00               0.0   
 12414  USAZZA1             0.739             0.00               0.0   
 12415  USAZZB1             0.148             0.00               0.0   
 12416  USAZZD1             1.200             0.00               0.0   
 12417  USAZZF1             2.859             0.00               0.0   
 12418  USAZZI1             0.383             0.00               0.0   
 12419  USAZZJ1             1.689             0.00               0.0   
 12420  USAZZL1            -0.445             0.00               0.0   
 12421  USAZZP1             1.171             0.00               0.0   
 12422  USAZZR1             0.386             0.00               0.0   
 12423  USAZZX1            -2.859             0.00               0.0   
 12424  USAZZY1            -0.289             0.00               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12395               0.0              0.0           0.0            0.0   
 12396               0.0              0.0           0.0            0.0   
 12397               0.0              0.0           0.0            0.0   
 12398               0.0              0.0           0.0            0.0   
 12399               0.0              0.0           0.0            0.0   
 12400               0.0              0.0           0.0            0.0   
 12401               0.0              0.0           0.0            0.0   
 12402               0.0              0.0           0.0            0.0   
 12403               0.0              0.0           0.0            0.0   
 12404               0.0              0.0           0.0            0.0   
 12405               0.0              0.0           0.0            0.0   
 12406               0.0              0.0           0.0            0.0   
 12407               0.0              0.0           0.0            0.0   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.068           0.000  ...           NaN          NaN   
 1            -2.068           0.000  ...           NaN          NaN   
 2            -2.198           0.000  ...           NaN       5900.0   
 3            -2.145           0.000  ...           NaN      19000.0   
 4            -2.190           0.000  ...           NaN       5660.0   
 5            -2.016           0.000  ...           NaN       4975.0   
 6            -2.074           0.000  ...           NaN          NaN   
 7            -1.835           0.000  ...           NaN          NaN   
 8            -0.726           0.000  ...           NaN       2280.0   
 9            -1.966           0.862  ...           NaN          NaN   
 10           -2.085           0.000  ...           NaN       6850.0   
 11           -1.041           0.000  ...           NaN          NaN   
 12           -1.711           0.000  ...           NaN          NaN   
 13           -1.433           0.000  ...           NaN      85395.0   
 14           -2.068           0.000  ...           NaN          NaN   
 15           -2.326           0.000  ...           NaN          NaN   
 16           -1.206           0.000  ...           NaN        600.0   
 17           -1.302           0.000  ...           NaN       5250.0   
 18           -1.884           0.000  ...           NaN          NaN   
 19           -1.790           0.000  ...           NaN      15784.0   
 20           -2.113           0.000  ...           NaN      26600.0   
 21           -2.395           1.000  ...           NaN      14650.0   
 22           -0.437           0.000  ...           NaN          NaN   
 23           -1.922           0.000  ...           NaN      13750.0   
 24           -2.093           0.000  ...           NaN          NaN   
 25           -1.274           0.000  ...           NaN          NaN   
 26           -2.041           0.000  ...           NaN          NaN   
 27           -1.370           0.000  ...           NaN          NaN   
 28           -1.269           0.000  ...           NaN       4980.0   
 29           -2.142           0.000  ...           NaN      12750.0   
 ...             ...             ...  ...           ...          ...   
 12395        -2.068           0.000  ...           NaN          NaN   
 12396        -1.213           0.000  ...           NaN          NaN   
 12397        -0.545           0.000  ...           NaN        500.0   
 12398        -0.010           0.000  ...           NaN      21350.0   
 12399        -0.705           0.000  ...           NaN      26900.0   
 12400        -0.768           0.000  ...           NaN          NaN   
 12401         0.025           0.000  ...           NaN      46000.0   
 12402        -0.362           0.000  ...           NaN          NaN   
 12403        -0.406           0.000  ...           NaN     339566.0   
 12404         0.138           0.000  ...           NaN          NaN   
 12405        -1.075           0.000  ...           NaN      87771.0   
 12406        -0.312           0.000  ...           NaN     312596.0   
 12407        -1.419           0.000  ...           NaN       4500.0   
 12408        -1.495           0.000  ...           NaN     120200.0   
 12409        -1.301           0.000  ...           NaN          NaN   
 12410        -0.882           0.000  ...           NaN     170449.0   
 12411        -0.733           0.000  ...           NaN          NaN   
 12412        -1.512           1.000  ...           NaN      31000.0   
 12413         0.026           0.000  ...           NaN          NaN   
 12414        -0.273           0.000  ...           NaN          NaN   
 12415        -1.623           0.000  ...           NaN          NaN   
 12416         0.397           0.000  ...           NaN     182500.0   
 12417        -0.142           0.000  ...           NaN     105000.0   
 12418        -1.643           1.000  ...           NaN          NaN   
 12419        -1.657           0.000  ...           NaN          0.0   
 12420        -0.324           0.000  ...           NaN      11472.0   
 12421        -0.328           1.000  ...           NaN          NaN   
 12422        -0.518           0.000  ...           NaN          NaN   
 12423         0.333           0.000  ...           NaN     191550.0   
 12424        -0.088           0.000  ...           NaN     141900.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.842404e+10  0.186916   17.897852   12.980924   
 1             NaN     5.720067e+09  0.000000   20.901114   15.427751   
 2             NaN     7.031516e+10  2.274838   25.665593   22.013033   
 3             NaN     3.135759e+10  2.076412   27.879829   25.699596   
 4             NaN     5.613919e+10  2.246642   32.580174   29.368880   
 5             NaN     1.959789e+11  0.374370   17.924886   13.996810   
 6             NaN     1.574543e+10  4.881809   24.750424   17.659594   
 7             NaN     8.331991e+10  0.000000   26.760869   21.886731   
 8             NaN     1.871072e+10  0.083595   36.974026   29.624680   
 9             NaN     4.295047e+10  1.735016   25.156191   22.328940   
 10            NaN     3.648936e+10  0.000000   40.484813   32.607698   
 11            NaN     2.647230e+10  1.309942   22.347190   18.205429   
 12            NaN     6.716564e+09  2.380952   18.589138   14.245620   
 13            NaN     1.649467e+10  1.326595   30.265872   27.964271   
 14            NaN     1.235924e+10  1.331558   16.727724   12.734408   
 15            NaN     3.570326e+10  1.628743   35.027565   32.113491   
 16            NaN     3.570326e+10  1.628743   35.643237   32.503674   
 17            NaN     2.923789e+10  0.187178   25.521587   22.917455   
 18            NaN     2.743823e+10  1.894279   28.681547   25.519821   
 19            NaN     9.332491e+10  3.381587   28.106454   24.482104   
 20            NaN     1.685649e+11  0.000000   43.610115   40.370383   
 21            NaN     1.256909e+11  1.787165   25.623260   22.527543   
 22            NaN     1.658508e+10  0.000000   34.490320   29.811103   
 23            NaN     8.829414e+10  0.000000   27.326044   24.165485   
 24            NaN     4.479545e+10  3.189066   22.800502   18.777648   
 25            NaN     3.347888e+10  0.000000   26.412707   22.978290   
 26            NaN     8.329142e+09  1.759944   13.424437    9.978237   
 27            NaN     8.329142e+09  1.759944   42.896129   40.577963   
 28            NaN     7.712648e+10  2.697795   27.431043   24.550610   
 29            NaN     3.311230e+11  2.378828   25.977576   22.861873   
 ...           ...              ...       ...         ...         ...   
 12395         NaN     5.056250e+06       NaN   23.701549   16.751394   
 12396         NaN     6.350300e+06  0.000000   91.374450   88.888975   
 12397       98.77     2.454980e+06  0.000000   82.373051   78.820630   
 12398      353.72     6.130000e+05  0.000000  116.319519  113.190992   
 12399     7010.96     6.162780e+06  0.000000   96.238962   93.358689   
 12400         NaN     2.525880e+07       NaN   92.730455   89.587513   
 12401       20.72     6.832300e+04       NaN   91.528271   88.014754   
 12402         NaN     1.816080e+06       NaN  101.092525   98.336066   
 12403   359632.54     2.113675e+07  0.000000  138.327375  135.862044   
 12404         NaN     5.030700e+01  0.000000   48.408902   39.679558   
 12405    37190.91     2.714250e+07  0.000000   88.382962   85.953330   
 12406    13592.54     1.617636e+06  0.000000  156.207287  154.037121   
 12407    28759.10     4.527424e+07  0.000000   33.621771   29.398354   
 12408    23686.08     5.369580e+06       NaN   82.783852   80.151468   
 12409         NaN     7.414000e+05       NaN   41.215183   35.179646   
 12410     7684.21     5.004900e+06  0.000000  159.151863  157.295629   
 12411         NaN     1.908672e+07  0.000000   86.406135   82.978889   
 12412  1526111.75     3.177296e+10  4.745098   25.380316   22.566651   
 12413         NaN     1.352860e+06  0.000000   53.676917   44.561309   
 12414         NaN     1.630650e+06       NaN  118.142253  115.239904   
 12415         NaN     1.251480e+06  0.000000   36.111331   29.420881   
 12416      936.38     2.591100e+05       NaN  103.063456   99.473772   
 12417     3272.21     2.876160e+06       NaN  121.033092  117.953596   
 12418         NaN     7.035000e+05  0.000000  181.609901  180.326196   
 12419         NaN     1.054223e+07  0.000000   84.706504   80.576574   
 12420    19315.33     3.757280e+07  0.000000   69.938866   65.793230   
 12421         NaN     2.723500e+06       NaN  101.374787   98.256659   
 12422         NaN     2.437080e+07       NaN   45.039464   38.081260   
 12423     2264.92     3.047790e+06  0.000000  156.728343  154.123500   
 12424  2974751.15     9.368318e+08  0.614675   42.748239   32.141804   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000172  0.107744  20040217  
 1      0.000001  0.104238  20040217  
 2     -0.062753  0.113912  20040217  
 3     -0.037096  0.242696  20040217  
 4     -0.058811  0.248750  20040217  
 5      0.025016  0.249170  20040217  
 6     -0.002927 -0.012536  20040217  
 7      0.112372  0.151106  20040217  
 8      0.648469  1.024910  20040217  
 9      0.049387  0.244054  20040217  
 10    -0.008015  0.499030  20040217  
 11     0.495939  0.840257  20040217  
 12     0.172439  0.515609  20040217  
 13     0.306853  0.440519  20040217  
 14     0.000001  0.041252  20040217  
 15    -0.124461  0.087768  20040217  
 16     0.416373  0.634241  20040217  
 17     0.369970  0.400586  20040217  
 18     0.088889  0.453183  20040217  
 19     0.134406  0.208549  20040217  
 20    -0.021627  0.263181  20040217  
 21    -0.158157  0.024015  20040217  
 22     0.788016  0.961155  20040217  
 23     0.070650  0.361230  20040217  
 24    -0.011988  0.298288  20040217  
 25     0.383610  0.655595  20040217  
 26     0.013188  0.210567  20040217  
 27     0.337222  0.676899  20040217  
 28     0.386070  0.511814  20040217  
 29    -0.035707  0.281508  20040217  
 ...         ...       ...       ...  
 12395  0.000001 -0.014913  20040217  
 12396  0.413148  0.708543  20040217  
 12397  0.735894  1.150238  20040217  
 12398  0.994312  1.189734  20040217  
 12399  0.658261  0.936634  20040217  
 12400  0.627900  1.021254  20040217  
 12401  1.011009  1.272204  20040217  
 12402  0.823980  0.972563  20040217  
 12403  0.802715  0.918582  20040217  
 12404  1.065845  1.339072  20040217  
 12405  0.479715  0.830285  20040217  
 12406  0.848142  1.185102  20040217  
 12407  0.313631  0.203371  20040217  
 12408  0.276650  0.644854  20040217  
 12409  0.370446  0.643617  20040217  
 12410  0.573141  0.929981  20040217  
 12411  0.645027  0.927547  20040217  
 12412  0.268765  0.357104  20040217  
 12413  1.011761  1.143942  20040217  
 12414  0.867295  1.146349  20040217  
 12415  0.215139  0.508713  20040217  
 12416  1.190934  1.477759  20040217  
 12417  0.930421  1.193032  20040217  
 12418  0.205193  0.555454  20040217  
 12419  0.198484  0.382161  20040217  
 12420  0.842465  1.056349  20040217  
 12421  0.840766  1.054941  20040217  
 12422  0.748889  0.929083  20040217  
 12423  1.160139  1.284846  20040217  
 12424  0.956597  1.164046  20040217  
 
 [12425 rows x 92 columns],
 '20040218':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.395             0.00               0.0   
 1      USA0011             0.142             0.00               0.0   
 2      USA0031             0.046             0.00               0.0   
 3      USA0062             0.502             0.43               0.0   
 4      USA00E2            -0.178             0.00               0.0   
 5      USA00F1             0.340             0.00               0.0   
 6      USA00G2            -0.875             0.00               0.0   
 7      USA00H1             0.335             0.00               0.0   
 8      USA00I1             1.074             0.00               0.0   
 9      USA00J1             0.721             0.00               0.0   
 10     USA00K1             1.480             0.00               0.0   
 11     USA00P1            -0.139             0.00               0.0   
 12     USA00R1             0.183             0.00               0.0   
 13     USA00S1             0.220             0.00               0.0   
 14     USA00V1            -0.217             0.00               0.0   
 15     USA0131             0.387             1.00               0.0   
 16     USA0161             0.529             1.00               0.0   
 17     USA01I1             0.174             0.00               0.0   
 18     USA01J2             0.231             0.00               0.0   
 19     USA01L1            -0.384             0.00               0.0   
 20     USA01P1             0.685             0.00               0.0   
 21     USA01Q1             0.738             0.00               0.0   
 22     USA0202            -0.036             0.00               0.0   
 23     USA0231             0.738             0.00               0.0   
 24     USA0281            -0.012             0.00               0.0   
 25     USA0291             0.237             0.00               0.0   
 26     USA02A1             0.036             0.00               0.0   
 27     USA02B1             0.421             0.00               0.0   
 28     USA02H1             0.448             0.00               0.0   
 29     USA02P1             0.012             0.00               0.0   
 ...        ...               ...              ...               ...   
 12394  USAZY41            -0.920             0.00               0.0   
 12395  USAZY51            -0.574             0.00               0.0   
 12396  USAZY61            -0.071             0.00               0.0   
 12397  USAZY71            -0.783             0.00               0.0   
 12398  USAZYI1            -0.784             0.00               0.0   
 12399  USAZYJ1             2.793             0.00               0.0   
 12400  USAZYK1            -0.399             0.00               0.0   
 12401  USAZYM1            -0.463             0.00               0.0   
 12402  USAZYR1            -0.651             0.00               0.0   
 12403  USAZYS1            -0.544             0.00               0.0   
 12404  USAZYT1             2.344             0.00               0.0   
 12405  USAZYV1            -2.886             0.00               0.0   
 12406  USAZYX1            -0.202             0.00               0.0   
 12407  USAZZ41            -2.287             0.00               0.0   
 12408  USAZZ51            -0.206             0.00               0.0   
 12409  USAZZ61            -0.514             0.00               0.0   
 12410  USAZZ71            -0.379             0.00               0.0   
 12411  USAZZ81             1.156             0.00               0.0   
 12412  USAZZ91            -1.445             0.00               0.0   
 12413  USAZZA1            -0.362             0.00               0.0   
 12414  USAZZB1            -0.149             0.00               0.0   
 12415  USAZZD1            -2.886             0.00               0.0   
 12416  USAZZF1            -0.355             0.00               0.0   
 12417  USAZZI1             0.110             0.00               0.0   
 12418  USAZZJ1             0.238             0.00               0.0   
 12419  USAZZL1            -1.943             0.00               0.0   
 12420  USAZZP1             0.214             0.00               0.0   
 12421  USAZZR1            -0.517             0.00               0.0   
 12422  USAZZX1             2.496             0.00               0.0   
 12423  USAZZY1            -2.886             0.00               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12394               0.0              0.0           0.0            0.0   
 12395               0.0              0.0           0.0            0.0   
 12396               0.0              0.0           0.0            0.0   
 12397               0.0              0.0           0.0            0.0   
 12398               0.0              0.0           0.0            0.0   
 12399               0.0              0.0           0.0            0.0   
 12400               0.0              0.0           0.0            0.0   
 12401               0.0              0.0           0.0            0.0   
 12402               0.0              0.0           0.0            0.0   
 12403               0.0              0.0           0.0            0.0   
 12404               0.0              0.0           0.0            0.0   
 12405               0.0              0.0           0.0            0.0   
 12406               0.0              0.0           0.0            0.0   
 12407               0.0              0.0           0.0            0.0   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.075           0.000  ...           NaN          NaN   
 1            -2.075           0.000  ...           NaN          NaN   
 2            -2.204           0.000  ...           NaN       5900.0   
 3            -2.145           0.000  ...           NaN          NaN   
 4            -2.195           0.000  ...           NaN       5660.0   
 5            -2.023           0.000  ...           NaN          NaN   
 6            -2.080           0.000  ...           NaN          NaN   
 7            -1.844           0.000  ...           NaN          NaN   
 8            -0.723           0.000  ...           NaN          NaN   
 9            -1.973           0.862  ...           NaN          NaN   
 10           -2.091           0.000  ...           NaN          NaN   
 11           -1.042           0.000  ...           NaN          NaN   
 12           -1.721           0.000  ...           NaN          NaN   
 13           -1.454           0.000  ...           NaN      14318.0   
 14           -2.075           0.000  ...           NaN          NaN   
 15           -2.327           0.000  ...           NaN          NaN   
 16           -1.199           0.000  ...           NaN        100.0   
 17           -1.304           0.000  ...           NaN       5250.0   
 18           -1.888           0.000  ...           NaN          NaN   
 19           -1.792           0.000  ...           NaN          NaN   
 20           -2.118           0.000  ...           NaN          NaN   
 21           -2.404           1.000  ...           NaN          NaN   
 22           -0.436           0.000  ...           NaN          NaN   
 23           -1.929           0.000  ...           NaN      13750.0   
 24           -2.100           0.000  ...           NaN          NaN   
 25           -1.279           0.000  ...           NaN          NaN   
 26           -2.047           0.000  ...           NaN          NaN   
 27           -1.372           0.000  ...           NaN        120.0   
 28           -1.270           0.000  ...           NaN       4980.0   
 29           -2.146           0.000  ...           NaN      12750.0   
 ...             ...             ...  ...           ...          ...   
 12394        -2.075           0.000  ...           NaN          NaN   
 12395        -1.217           0.000  ...           NaN          NaN   
 12396        -0.534           0.000  ...           NaN          NaN   
 12397        -0.012           0.000  ...           NaN     155000.0   
 12398        -0.709           0.000  ...           NaN      18200.0   
 12399        -0.735           0.000  ...           NaN        200.0   
 12400         0.019           0.000  ...           NaN       4000.0   
 12401        -0.367           0.000  ...           NaN          NaN   
 12402        -0.401           0.000  ...           NaN     146613.0   
 12403         0.135           0.000  ...           NaN        208.0   
 12404        -1.049           0.000  ...           NaN       5705.0   
 12405        -0.413           0.000  ...           NaN     250577.0   
 12406        -1.414           0.000  ...           NaN       5400.0   
 12407        -1.523           0.000  ...           NaN     313174.0   
 12408        -1.301           0.000  ...           NaN          NaN   
 12409        -0.889           0.000  ...           NaN     359492.0   
 12410        -0.736           0.000  ...           NaN          NaN   
 12411        -1.487           1.000  ...           NaN      36400.0   
 12412         0.027           0.000  ...           NaN          NaN   
 12413        -0.276           0.000  ...           NaN          NaN   
 12414        -1.633           0.000  ...           NaN          NaN   
 12415         0.330           0.000  ...           NaN    3525500.0   
 12416        -0.146           0.000  ...           NaN      46250.0   
 12417        -1.657           1.000  ...           NaN          NaN   
 12418        -1.642           0.000  ...           NaN          0.0   
 12419        -0.345           0.000  ...           NaN      21300.0   
 12420        -0.326           1.000  ...           NaN          NaN   
 12421        -0.513           0.000  ...           NaN          NaN   
 12422         0.413           0.000  ...           NaN       5000.0   
 12423        -0.222           0.000  ...           NaN     178800.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.752521e+10  0.186916   17.619942   12.728238   
 1             NaN     5.732462e+09  0.000000   20.474139   15.020661   
 2             NaN     6.967451e+10  2.274838   25.097316   21.447522   
 3             NaN     3.076415e+10  2.076412   27.158370   25.061093   
 4             NaN     5.569988e+10  2.246642   31.778930   28.607699   
 5             NaN     1.939962e+11  0.374370   17.574502   13.627111   
 6             NaN     1.583212e+10  4.881809   24.519365   17.448585   
 7             NaN     8.271325e+10  0.000000   26.283556   21.375217   
 8             NaN     1.887600e+10  0.083595   36.726681   29.149672   
 9             NaN     4.275205e+10  1.735016   24.751563   21.837011   
 10            NaN     3.710472e+10  0.000000   39.731033   31.918505   
 11            NaN     2.630574e+10  1.309942   21.974761   17.730997   
 12            NaN     6.744181e+09  2.380952   18.168999   13.873447   
 13            NaN     1.655845e+10  1.326595   29.495104   27.281620   
 14            NaN     1.243034e+10  1.331558   16.413713   12.439369   
 15            NaN     3.567926e+10  1.628743   34.066323   31.188207   
 16            NaN     3.567926e+10  1.628743   34.902205   31.757396   
 17            NaN     2.901020e+10  0.187178   24.677128   22.347748   
 18            NaN     2.722775e+10  1.894279   27.994632   24.883693   
 19            NaN     9.257677e+10  3.381587   27.416860   23.946040   
 20            NaN     1.676609e+11  0.000000   42.885633   39.610894   
 21            NaN     1.259366e+11  1.787165   24.917636   21.918717   
 22            NaN     1.705081e+10  0.000000   33.783366   29.078509   
 23            NaN     8.747375e+10  0.000000   26.679333   23.581713   
 24            NaN     4.498476e+10  3.189066   22.449564   18.334775   
 25            NaN     3.437004e+10  0.000000   25.875703   22.390793   
 26            NaN     8.260377e+09  1.759944   13.147820    9.733193   
 27            NaN     8.260377e+09  1.759944   41.822765   39.468958   
 28            NaN     7.696093e+10  2.697795   26.628839   23.901256   
 29            NaN     3.281173e+11  2.378828   25.184319   22.149013   
 ...           ...              ...       ...         ...         ...   
 12394         NaN     5.056250e+06       NaN   23.460046   16.611254   
 12395         NaN     6.350300e+06  0.000000   89.709035   87.227755   
 12396         NaN     2.454980e+06  0.000000   80.161639   76.572228   
 12397      529.85     6.130000e+05  0.000000  113.925076  110.847197   
 12398     7656.24     6.162780e+06  0.000000   93.599128   90.674288   
 12399       27.25     2.345460e+07       NaN   90.068835   86.751743   
 12400       20.90     6.832300e+04       NaN   89.586853   86.061923   
 12401         NaN     1.816080e+06       NaN   98.860614   96.146085   
 12402   363564.43     2.113675e+07  0.000000  134.912769  132.498681   
 12403        0.00     5.030700e+01  0.000000   47.532893   38.703993   
 12404    37328.35     2.615550e+07  0.000000   86.472776   83.888883   
 12405    13752.00     1.887242e+06  0.000000  153.813132  151.657871   
 12406    30621.05     4.517040e+07  0.000000   32.707086   28.606460   
 12407    26319.59     5.518735e+06       NaN   81.455884   78.765876   
 12408         NaN     7.414000e+05       NaN   40.386220   34.298588   
 12409     7831.28     5.004900e+06  0.000000  155.344467  153.495403   
 12410         NaN     1.908672e+07  0.000000   84.013580   80.542535   
 12411  1512125.10     3.154531e+10  4.745098   25.261911   22.379069   
 12412         NaN     1.352860e+06  0.000000   52.654310   43.602950   
 12413         NaN     1.630650e+06       NaN  115.436382  112.489698   
 12414         NaN     1.251480e+06  0.000000   35.464184   28.752999   
 12415     1577.38     3.454800e+05       NaN  102.290728   98.866589   
 12416     3566.53     2.876160e+06       NaN  115.449363  112.326672   
 12417         NaN     7.035000e+05  0.000000  177.351832  176.088530   
 12418         NaN     1.036728e+07  0.000000   82.463086   78.480194   
 12419    23865.78     3.838960e+07  0.000000   68.401318   64.285944   
 12420         NaN     2.723500e+06       NaN   98.768169   95.638015   
 12421         NaN     2.437080e+07       NaN   44.051739   37.007730   
 12422     2270.15     2.336639e+06  0.000000  155.118757  152.478191   
 12423  3113471.67     9.892688e+08  0.614675   43.606933   33.736635   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000168  0.099968  20040218  
 1      0.000001  0.102711  20040218  
 2     -0.062394  0.107962  20040218  
 3     -0.033889  0.279104  20040218  
 4     -0.058073  0.229239  20040218  
 5      0.025133  0.254522  20040218  
 6     -0.002525 -0.025087  20040218  
 7      0.111293  0.163088  20040218  
 8      0.651038  1.076996  20040218  
 9      0.048845  0.260843  20040218  
 10    -0.007795  0.555800  20040218  
 11     0.497427  0.842338  20040218  
 12     0.170292  0.515331  20040218  
 13     0.299128  0.463438  20040218  
 14     0.000001  0.041365  20040218  
 15    -0.121417  0.109603  20040218  
 16     0.422166  0.655101  20040218  
 17     0.371330  0.397418  20040218  
 18     0.089777  0.481161  20040218  
 19     0.136168  0.228012  20040218  
 20    -0.020755  0.284952  20040218  
 21    -0.158830  0.055503  20040218  
 22     0.789449  0.954969  20040218  
 23     0.070369  0.395253  20040218  
 24    -0.012222  0.301413  20040218  
 25     0.383565  0.661680  20040218  
 26     0.013246  0.216127  20040218  
 27     0.338494  0.687466  20040218  
 28     0.387572  0.534798  20040218  
 29    -0.034427  0.263165  20040218  
 ...         ...       ...       ...  
 12394  0.000001 -0.035915  20040218  
 12395  0.413112  0.690108  20040218  
 12396  0.742077  1.142563  20040218  
 12397  0.993833  1.107614  20040218  
 12398  0.657880  0.913113  20040218  
 12399  0.645336  1.087421  20040218  
 12400  1.008585  1.249028  20040218  
 12401  0.822536  0.929519  20040218  
 12402  0.806608  0.975443  20040218  
 12403  1.064786  1.315714  20040218  
 12404  0.494129  0.869924  20040218  
 12405  0.800561  1.064494  20040218  
 12406  0.318352  0.192866  20040218  
 12407  0.265695  0.579067  20040218  
 12408  0.372686  0.636164  20040218  
 12409  0.571330  0.899558  20040218  
 12410  0.644944  0.922394  20040218  
 12411  0.283041  0.398370  20040218  
 12412  1.012643  1.100348  20040218  
 12413  0.866723  1.120440  20040218  
 12414  0.212776  0.498576  20040218  
 12415  1.158810  1.363327  20040218  
 12416  0.929272  1.227371  20040218  
 12417  0.201079  0.542174  20040218  
 12418  0.208346  0.383050  20040218  
 12419  0.833533  0.996007  20040218  
 12420  0.842607  1.033214  20040218  
 12421  0.752474  0.916945  20040218  
 12422  1.198753  1.411240  20040218  
 12423  0.892658  1.079473  20040218  
 
 [12424 rows x 92 columns],
 '20040219':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.339             0.00               0.0   
 1      USA0011            -0.156             0.00               0.0   
 2      USA0031             0.355             0.00               0.0   
 3      USA0062             0.786             0.43               0.0   
 4      USA00E2             0.314             0.00               0.0   
 5      USA00F1             0.716             0.00               0.0   
 6      USA00G2            -0.162             0.00               0.0   
 7      USA00H1             0.431             0.00               0.0   
 8      USA00I1            -0.148             0.00               0.0   
 9      USA00J1             0.322             0.00               0.0   
 10     USA00K1             1.358             0.00               0.0   
 11     USA00P1            -0.045             0.00               0.0   
 12     USA00R1             0.190             0.00               0.0   
 13     USA00S1            -0.989             0.00               0.0   
 14     USA00V1             0.515             0.00               0.0   
 15     USA0131             0.883             1.00               0.0   
 16     USA0161            -1.175             1.00               0.0   
 17     USA01I1            -0.028             0.00               0.0   
 18     USA01J2             0.489             0.00               0.0   
 19     USA01L1             0.226             0.00               0.0   
 20     USA01P1             0.158             0.00               0.0   
 21     USA01Q1             0.457             0.00               0.0   
 22     USA0202            -0.564             0.00               0.0   
 23     USA0231             0.667             0.00               0.0   
 24     USA0281             1.306             0.00               0.0   
 25     USA0291             0.264             0.00               0.0   
 26     USA02A1             0.946             0.00               0.0   
 27     USA02B1            -1.360             0.00               0.0   
 28     USA02H1             0.444             0.00               0.0   
 29     USA02P1             0.277             0.00               0.0   
 ...        ...               ...              ...               ...   
 12394  USAZY41             0.054             0.00               0.0   
 12395  USAZY51            -2.734             0.00               0.0   
 12396  USAZY61            -0.317             0.00               0.0   
 12397  USAZY71            -0.868             0.00               0.0   
 12398  USAZYI1             2.803             0.00               0.0   
 12399  USAZYJ1            -0.433             0.00               0.0   
 12400  USAZYK1            -1.032             0.00               0.0   
 12401  USAZYM1            -0.605             0.00               0.0   
 12402  USAZYR1            -2.734             0.00               0.0   
 12403  USAZYS1            -1.199             0.00               0.0   
 12404  USAZYT1             2.682             0.00               0.0   
 12405  USAZYV1             2.803             0.00               0.0   
 12406  USAZYX1            -0.269             0.00               0.0   
 12407  USAZZ41             1.709             0.00               0.0   
 12408  USAZZ51            -0.616             0.00               0.0   
 12409  USAZZ61            -0.585             0.00               0.0   
 12410  USAZZ71            -1.006             0.00               0.0   
 12411  USAZZ81            -0.609             0.00               0.0   
 12412  USAZZ91            -1.087             0.00               0.0   
 12413  USAZZA1            -1.072             0.00               0.0   
 12414  USAZZB1             0.206             0.00               0.0   
 12415  USAZZD1            -1.360             0.00               0.0   
 12416  USAZZF1             2.803             0.00               0.0   
 12417  USAZZI1            -0.661             0.00               0.0   
 12418  USAZZJ1             2.803             0.00               0.0   
 12419  USAZZL1            -2.734             0.00               0.0   
 12420  USAZZP1            -1.164             0.00               0.0   
 12421  USAZZR1            -1.249             0.00               0.0   
 12422  USAZZX1             2.803             0.00               0.0   
 12423  USAZZY1             0.894             0.00               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12394               0.0              0.0           0.0            0.0   
 12395               0.0              0.0           0.0            0.0   
 12396               0.0              0.0           0.0            0.0   
 12397               0.0              0.0           0.0            0.0   
 12398               0.0              0.0           0.0            0.0   
 12399               0.0              0.0           0.0            0.0   
 12400               0.0              0.0           0.0            0.0   
 12401               0.0              0.0           0.0            0.0   
 12402               0.0              0.0           0.0            0.0   
 12403               0.0              0.0           0.0            0.0   
 12404               0.0              0.0           0.0            0.0   
 12405               0.0              0.0           0.0            0.0   
 12406               0.0              0.0           0.0            0.0   
 12407               0.0              0.0           0.0            0.0   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.050           0.000  ...           NaN          NaN   
 1            -2.050           0.000  ...           NaN          NaN   
 2            -2.183           0.000  ...           NaN       5900.0   
 3            -2.112           0.000  ...           NaN          NaN   
 4            -2.162           0.000  ...           NaN       5660.0   
 5            -2.001           0.000  ...           NaN          NaN   
 6            -2.054           0.000  ...           NaN          NaN   
 7            -1.812           0.000  ...           NaN          NaN   
 8            -0.710           0.000  ...           NaN          NaN   
 9            -1.950           0.862  ...           NaN          NaN   
 10           -2.063           0.000  ...           NaN          NaN   
 11           -1.022           0.000  ...           NaN          NaN   
 12           -1.700           0.000  ...           NaN          NaN   
 13           -1.466           0.000  ...           NaN      58494.0   
 14           -2.050           0.000  ...           NaN          NaN   
 15           -2.291           0.000  ...           NaN          NaN   
 16           -1.248           0.000  ...           NaN       3365.0   
 17           -1.286           0.000  ...           NaN       5250.0   
 18           -1.863           0.000  ...           NaN          NaN   
 19           -1.768           0.000  ...           NaN          NaN   
 20           -2.087           0.000  ...           NaN          NaN   
 21           -2.371           1.000  ...           NaN          NaN   
 22           -0.427           0.000  ...           NaN          NaN   
 23           -1.904           0.000  ...           NaN      13750.0   
 24           -2.078           0.000  ...           NaN          NaN   
 25           -1.263           0.000  ...           NaN          NaN   
 26           -2.023           0.000  ...           NaN          NaN   
 27           -1.411           0.000  ...           NaN        200.0   
 28           -1.266           0.000  ...           NaN       4980.0   
 29           -2.117           0.000  ...           NaN      12750.0   
 ...             ...             ...  ...           ...          ...   
 12394        -2.050           0.000  ...           NaN          NaN   
 12395        -1.234           0.000  ...           NaN        100.0   
 12396        -0.525           0.000  ...           NaN          NaN   
 12397        -0.008           0.000  ...           NaN        700.0   
 12398        -0.633           0.000  ...           NaN      21300.0   
 12399        -0.723           0.000  ...           NaN        400.0   
 12400         0.020           0.000  ...           NaN        900.0   
 12401        -0.365           0.000  ...           NaN          NaN   
 12402        -0.513           0.000  ...           NaN    2335259.0   
 12403         0.136           0.000  ...           NaN        196.0   
 12404        -0.972           0.000  ...           NaN      11061.0   
 12405        -0.306           0.000  ...           NaN     241860.0   
 12406        -1.380           0.000  ...           NaN       1100.0   
 12407        -1.478           0.000  ...           NaN     112600.0   
 12408        -1.271           0.000  ...           NaN          NaN   
 12409        -0.879           0.000  ...           NaN     208180.0   
 12410        -0.720           0.000  ...           NaN          NaN   
 12411        -1.490           1.000  ...           NaN      24600.0   
 12412         0.027           0.000  ...           NaN          NaN   
 12413        -0.269           0.000  ...           NaN          NaN   
 12414        -1.615           0.000  ...           NaN          NaN   
 12415         0.330           0.000  ...           NaN     379400.0   
 12416        -0.091           0.000  ...           NaN     127677.0   
 12417        -1.639           1.000  ...           NaN          NaN   
 12418        -1.467           0.000  ...           NaN          0.0   
 12419        -0.413           0.000  ...           NaN       9100.0   
 12420        -0.324           1.000  ...           NaN          NaN   
 12421        -0.493           0.000  ...           NaN          NaN   
 12422         0.484           0.000  ...           NaN     126800.0   
 12423        -0.179           0.000  ...           NaN     116400.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.632676e+10  0.186916   17.516673   12.577750   
 1             NaN     5.720067e+09  0.000000   20.302279   14.859677   
 2             NaN     6.772131e+10  2.274838   24.803665   21.212145   
 3             NaN     3.072115e+10  2.076412   26.928090   24.845121   
 4             NaN     5.600607e+10  2.246642   31.454659   28.304473   
 5             NaN     1.916482e+11  0.374370   17.534504   13.523738   
 6             NaN     1.576119e+10  4.881809   24.313823   17.269528   
 7             NaN     8.165481e+10  0.000000   25.980325   21.138177   
 8             NaN     1.838748e+10  0.083595   36.368136   28.853678   
 9             NaN     4.290913e+10  1.735016   24.452051   21.579037   
 10            NaN     3.675546e+10  0.000000   39.414412   31.647299   
 11            NaN     2.572870e+10  1.309942   21.816319   17.509981   
 12            NaN     6.791683e+09  2.380952   17.999362   13.710393   
 13            NaN     1.668836e+10  1.326595   29.412727   27.217973   
 14            NaN     1.241257e+10  1.331558   16.291283   12.320093   
 15            NaN     3.562325e+10  1.628743   33.831996   30.993407   
 16            NaN     3.562325e+10  1.628743   34.793188   31.631874   
 17            NaN     2.880037e+10  0.187178   24.427886   22.104792   
 18            NaN     2.709664e+10  1.894279   27.684762   24.608052   
 19            NaN     9.253402e+10  3.381587   27.115815   23.676815   
 20            NaN     1.646011e+11  0.000000   42.327691   39.066766   
 21            NaN     1.253468e+11  1.787165   24.569024   21.648910   
 22            NaN     1.683088e+10  0.000000   33.578490   28.862137   
 23            NaN     8.698921e+10  0.000000   26.421906   23.315299   
 24            NaN     4.537333e+10  3.189066   22.583670   18.326492   
 25            NaN     3.437004e+10  0.000000   25.581407   22.106992   
 26            NaN     8.297625e+09  1.759944   13.417115    9.804013   
 27            NaN     8.297625e+09  1.759944   41.604848   39.265885   
 28            NaN     7.778868e+10  2.697795   26.366536   23.620265   
 29            NaN     3.266145e+11  2.378828   24.918938   21.881234   
 ...           ...              ...       ...         ...         ...   
 12394         NaN     5.056250e+06       NaN   23.233695   16.445259   
 12395      768.76     6.638950e+06  0.000000   89.663556   87.134813   
 12396         NaN     2.454980e+06  0.000000   78.402574   74.719554   
 12397      530.65     6.130000e+05  0.000000  112.159040  109.044051   
 12398     8363.01     5.767730e+06  0.000000   92.655246   89.539686   
 12399       39.06     2.345460e+07       NaN   87.642991   84.379790   
 12400       20.35     6.832300e+04       NaN   88.473590   84.910901   
 12401         NaN     1.816080e+06       NaN   97.902051   95.159837   
 12402   432701.56     2.525662e+07  0.000000  135.858289  133.484195   
 12403        0.00     5.030700e+01  0.000000   47.513910   38.673215   
 12404    35708.82     2.467500e+07  0.000000   85.907535   83.148859   
 12405    13188.01     1.617636e+06  0.000000  153.004823  150.791859   
 12406    31229.14     4.491080e+07  0.000000   32.377716   28.282240   
 12407    26091.07     5.369580e+06       NaN   80.710416   78.096876   
 12408         NaN     7.414000e+05       NaN   40.226015   34.122918   
 12409     7111.09     5.004900e+06  0.000000  153.916767  152.062196   
 12410         NaN     1.908672e+07  0.000000   83.926193   80.458382   
 12411  1485041.00     3.162971e+10  4.745098   24.839477   22.066961   
 12412         NaN     1.352860e+06  0.000000   52.157198   43.114171   
 12413         NaN     1.630650e+06       NaN  114.544194  111.566119   
 12414         NaN     1.251480e+06  0.000000   35.081214   28.403192   
 12415     1646.29     3.454800e+05       NaN  106.770641  103.719391   
 12416     3970.00     2.670720e+06       NaN  114.919599  111.593701   
 12417         NaN     7.035000e+05  0.000000  175.801530  174.533490   
 12418         NaN     9.623930e+06  0.000000   82.391454   78.254472   
 12419    25828.51     4.084000e+07  0.000000   69.325280   65.324487   
 12420         NaN     2.723500e+06       NaN   98.072868   94.909295   
 12421         NaN     2.437080e+07       NaN   43.919206   36.863141   
 12422     2188.78     2.031860e+06  0.000000  154.359494  151.621689   
 12423  3177561.05     9.739213e+08  0.614675   43.497799   33.518150   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000167  0.109781  20040219  
 1     -0.000002  0.097217  20040219  
 2     -0.064902  0.106885  20040219  
 3     -0.030173  0.292700  20040219  
 4     -0.054636  0.235774  20040219  
 5      0.023872  0.262061  20040219  
 6     -0.002120 -0.017049  20040219  
 7      0.115681  0.168829  20040219  
 8      0.651740  1.067581  20040219  
 9      0.048359  0.256081  20040219  
 10    -0.006425  0.570507  20040219  
 11     0.500173  0.844996  20040219  
 12     0.170198  0.514451  20040219  
 13     0.284145  0.427405  20040219  
 14    -0.000002  0.053872  20040219  
 15    -0.117365  0.132931  20040219  
 16     0.390026  0.603630  20040219  
 17     0.371364  0.398859  20040219  
 18     0.090707  0.484278  20040219  
 19     0.137139  0.234579  20040219  
 20    -0.018115  0.286959  20040219  
 21    -0.156116  0.053295  20040219  
 22     0.789286  0.945960  20040219  
 23     0.070877  0.398949  20040219  
 24    -0.013715  0.324693  20040219  
 25     0.382640  0.660754  20040219  
 26     0.013213  0.230154  20040219  
 27     0.310687  0.622019  20040219  
 28     0.381377  0.540471  20040219  
 29    -0.032570  0.267679  20040219  
 ...         ...       ...       ...  
 12394 -0.000002 -0.018911  20040219  
 12395  0.397119  0.627762  20040219  
 12396  0.741738  1.137951  20040219  
 12397  0.993334  1.112214  20040219  
 12398  0.689332  1.024465  20040219  
 12399  0.645381  1.083840  20040219  
 12400  1.006951  1.233406  20040219  
 12401  0.819456  0.936005  20040219  
 12402  0.747744  0.876289  20040219  
 12403  1.063087  1.299612  20040219  
 12404  0.524238  0.933356  20040219  
 12405  0.848336  1.211244  20040219  
 12406  0.325751  0.198286  20040219  
 12407  0.278029  0.656470  20040219  
 12408  0.379130  0.637973  20040219  
 12409  0.569635  0.903654  20040219  
 12410  0.647106  0.909877  20040219  
 12411  0.272246  0.365681  20040219  
 12412  1.010083  1.094929  20040219  
 12413  0.866103  1.110823  20040219  
 12414  0.211412  0.504142  20040219  
 12415  1.157838  1.286621  20040219  
 12416  0.952765  1.321778  20040219  
 12417  0.199830  0.530419  20040219  
 12418  0.283771  0.519971  20040219  
 12419  0.796496  0.938781  20040219  
 12420  0.839645  1.011762  20040219  
 12421  0.757384  0.907465  20040219  
 12422  1.232419  1.462942  20040219  
 12423  0.910260  1.146288  20040219  
 
 [12424 rows x 92 columns],
 '20040220':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.315             0.00               0.0   
 1      USA0011            -0.245             0.00               0.0   
 2      USA0031            -0.232             0.00               0.0   
 3      USA0062            -0.723             0.43               0.0   
 4      USA00E2            -0.434             0.00               0.0   
 5      USA00F1            -0.008             0.00               0.0   
 6      USA00G2             0.528             0.00               0.0   
 7      USA00H1             0.028             0.00               0.0   
 8      USA00I1            -0.846             0.00               0.0   
 9      USA00J1             0.058             0.00               0.0   
 10     USA00K1            -1.365             0.00               0.0   
 11     USA00P1            -0.589             0.00               0.0   
 12     USA00R1            -0.487             0.00               0.0   
 13     USA00S1             0.000             0.00               0.0   
 14     USA00V1             0.063             0.00               0.0   
 15     USA0131            -0.591             1.00               0.0   
 16     USA0161            -0.539             1.00               0.0   
 17     USA01I1            -0.178             0.00               0.0   
 18     USA01J2            -0.714             0.00               0.0   
 19     USA01L1            -0.076             0.00               0.0   
 20     USA01P1             1.702             0.00               0.0   
 21     USA01Q1             0.201             0.00               0.0   
 22     USA0202            -0.850             0.00               0.0   
 23     USA0231            -0.736             0.00               0.0   
 24     USA0281            -0.187             0.00               0.0   
 25     USA0291            -0.767             0.00               0.0   
 26     USA02A1            -0.394             0.00               0.0   
 27     USA02B1            -0.634             0.00               0.0   
 28     USA02H1            -0.201             0.00               0.0   
 29     USA02P1             0.229             0.00               0.0   
 ...        ...               ...              ...               ...   
 12393  USAZY41             0.449             0.00               0.0   
 12394  USAZY51            -0.128             0.00               0.0   
 12395  USAZY61            -2.810             0.00               0.0   
 12396  USAZY71            -0.024             0.00               0.0   
 12397  USAZYI1             2.702             0.00               0.0   
 12398  USAZYJ1            -0.349             0.00               0.0   
 12399  USAZYK1            -0.427             0.00               0.0   
 12400  USAZYM1             0.239             0.00               0.0   
 12401  USAZYR1             2.275             0.00               0.0   
 12402  USAZYS1            -0.217             0.00               0.0   
 12403  USAZYT1            -2.810             0.00               0.0   
 12404  USAZYV1            -2.476             0.00               0.0   
 12405  USAZYX1             0.974             0.00               0.0   
 12406  USAZZ41             2.900             0.00               0.0   
 12407  USAZZ51            -0.063             0.00               0.0   
 12408  USAZZ61            -0.107             0.00               0.0   
 12409  USAZZ71             2.859             0.00               0.0   
 12410  USAZZ81             0.652             0.00               0.0   
 12411  USAZZ91            -0.144             0.00               0.0   
 12412  USAZZA1             2.900             0.00               0.0   
 12413  USAZZB1            -0.561             0.00               0.0   
 12414  USAZZD1            -0.206             0.00               0.0   
 12415  USAZZF1            -2.810             0.00               0.0   
 12416  USAZZI1             0.368             0.00               0.0   
 12417  USAZZJ1            -1.018             0.00               0.0   
 12418  USAZZL1             1.135             0.00               0.0   
 12419  USAZZP1            -0.189             0.00               0.0   
 12420  USAZZR1            -0.439             0.00               0.0   
 12421  USAZZX1             0.174             0.00               0.0   
 12422  USAZZY1             0.725             0.00               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12393               0.0              0.0           0.0            0.0   
 12394               0.0              0.0           0.0            0.0   
 12395               0.0              0.0           0.0            0.0   
 12396               0.0              0.0           0.0            0.0   
 12397               0.0              0.0           0.0            0.0   
 12398               0.0              0.0           0.0            0.0   
 12399               0.0              0.0           0.0            0.0   
 12400               0.0              0.0           0.0            0.0   
 12401               0.0              0.0           0.0            0.0   
 12402               0.0              0.0           0.0            0.0   
 12403               0.0              0.0           0.0            0.0   
 12404               0.0              0.0           0.0            0.0   
 12405               0.0              0.0           0.0            0.0   
 12406               0.0              0.0           0.0            0.0   
 12407               0.0              0.0           0.0            0.0   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.043           0.000  ...           NaN          NaN   
 1            -2.043           0.000  ...           NaN          NaN   
 2            -2.175           0.000  ...           NaN       5900.0   
 3            -2.101           0.000  ...           NaN          NaN   
 4            -2.154           0.000  ...           NaN       5660.0   
 5            -1.994           0.000  ...           NaN          NaN   
 6            -2.047           0.000  ...           NaN          NaN   
 7            -1.807           0.000  ...           NaN          NaN   
 8            -0.704           0.000  ...           NaN          NaN   
 9            -1.945           0.862  ...           NaN          NaN   
 10           -2.056           0.000  ...           NaN          NaN   
 11           -1.015           0.000  ...           NaN          NaN   
 12           -1.697           0.000  ...           NaN          NaN   
 13           -1.482           0.000  ...           NaN          NaN   
 14           -2.043           0.000  ...           NaN          NaN   
 15           -2.280           0.000  ...           NaN          NaN   
 16           -1.243           0.000  ...           NaN       1080.0   
 17           -1.280           0.000  ...           NaN       5250.0   
 18           -1.857           0.000  ...           NaN          NaN   
 19           -1.760           0.000  ...           NaN          NaN   
 20           -2.017           0.000  ...           NaN       1000.0   
 21           -2.361           1.000  ...           NaN          NaN   
 22           -0.423           0.000  ...           NaN          NaN   
 23           -1.898           0.000  ...           NaN      13750.0   
 24           -2.071           0.000  ...           NaN          NaN   
 25           -1.259           0.000  ...           NaN          NaN   
 26           -2.016           0.000  ...           NaN          NaN   
 27           -1.407           0.000  ...           NaN          NaN   
 28           -1.260           0.000  ...           NaN       4980.0   
 29           -2.100           0.000  ...           NaN       1000.0   
 ...             ...             ...  ...           ...          ...   
 12393        -2.043           0.000  ...           NaN          NaN   
 12394        -1.228           0.000  ...           NaN          NaN   
 12395        -0.599           0.000  ...           NaN        200.0   
 12396        -0.013           0.000  ...           NaN        500.0   
 12397        -0.611           0.000  ...           NaN      18700.0   
 12398        -0.720           0.000  ...           NaN          NaN   
 12399         0.022           0.000  ...           NaN       2900.0   
 12400        -0.360           0.000  ...           NaN          NaN   
 12401        -0.486           0.000  ...           NaN     648019.0   
 12402         0.136           0.000  ...           NaN        284.0   
 12403        -1.093           0.000  ...           NaN      24368.0   
 12404        -0.340           0.000  ...           NaN      62000.0   
 12405        -1.360           0.000  ...           NaN       3200.0   
 12406        -1.437           0.000  ...           NaN     203025.0   
 12407        -1.325           0.000  ...           NaN          NaN   
 12408        -0.877           0.000  ...           NaN     114870.0   
 12409        -0.662           0.000  ...           NaN      39400.0   
 12410        -1.472           1.000  ...           NaN      33100.0   
 12411         0.027           0.000  ...           NaN          NaN   
 12412        -0.229           0.000  ...           NaN      14000.0   
 12413        -1.612           0.000  ...           NaN          NaN   
 12414         0.333           0.000  ...           NaN     106400.0   
 12415        -0.145           0.000  ...           NaN     268450.0   
 12416        -1.642           1.000  ...           NaN      10000.0   
 12417        -1.470           0.000  ...           NaN          0.0   
 12418        -0.389           0.000  ...           NaN       6539.0   
 12419        -0.322           1.000  ...           NaN          NaN   
 12420        -0.485           0.000  ...           NaN          NaN   
 12421         0.482           0.000  ...           NaN          NaN   
 12422        -0.132           0.000  ...           NaN      66900.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.590731e+10  0.186916   16.876863   12.091908   
 1             NaN     5.627108e+09  0.000000   19.569400   14.296521   
 2             NaN     6.778381e+10  2.274838   23.870139   20.428851   
 3             NaN     3.060074e+10  2.076412   26.116022   24.048046   
 4             NaN     5.591288e+10  2.246642   30.380118   27.315531   
 5             NaN     1.921178e+11  0.374370   16.855737   13.016403   
 6             NaN     1.576119e+10  4.881809   23.453943   16.625003   
 7             NaN     8.202913e+10  0.000000   24.979342   20.314611   
 8             NaN     1.812302e+10  0.083595   35.350209   27.849910   
 9             NaN     4.376897e+10  1.735016   23.450223   20.738503   
 10            NaN     3.612347e+10  0.000000   38.312101   30.730522   
 11            NaN     2.562162e+10  1.309942   21.406339   17.012618   
 12            NaN     6.809358e+09  2.380952   17.678500   13.508223   
 13            NaN     1.681592e+10  1.326595   28.307164   26.154996   
 14            NaN     1.226274e+10  1.331558   15.632311   11.833463   
 15            NaN     3.547922e+10  1.628743   32.769644   29.991162   
 16            NaN     3.547922e+10  1.628743   33.601765   30.498807   
 17            NaN     2.892091e+10  0.187178   23.632327   21.350700   
 18            NaN     2.650660e+10  1.894279   26.911385   23.906114   
 19            NaN     9.256608e+10  3.381587   26.112459   22.783476   
 20            NaN     1.611241e+11  0.000000   41.278272   37.972692   
 21            NaN     1.251993e+11  1.787165   23.642919   20.805022   
 22            NaN     1.668858e+10  0.000000   32.724775   27.968866   
 23            NaN     8.719174e+10  0.000000   25.597231   22.542625   
 24            NaN     4.511428e+10  3.189066   21.712893   17.640169   
 25            NaN     3.367156e+10  0.000000   24.949463   21.417674   
 26            NaN     8.237456e+09  1.759944   12.933324    9.534403   
 27            NaN     8.237456e+09  1.759944   39.872728   37.728524   
 28            NaN     7.757444e+10  2.697795   25.423835   22.703945   
 29            NaN     3.276164e+11  2.378828   24.031464   21.056406   
 ...           ...              ...       ...         ...         ...   
 12393         NaN     5.056250e+06       NaN   22.491673   15.904458   
 12394         NaN     6.638950e+06  0.000000   86.549955   84.155043   
 12395      100.14     3.347700e+06  0.000000   76.629029   73.065698   
 12396      531.08     6.130000e+05  0.000000  106.465582  103.330132   
 12397     8940.74     5.530700e+06  0.000000   88.747293   85.472513   
 12398         NaN     2.345460e+07       NaN   84.302456   81.031669   
 12399       20.37     6.832300e+04       NaN   84.878353   81.297963   
 12400         NaN     1.816080e+06       NaN   93.747114   91.018322   
 12401   448568.34     2.436100e+07  0.000000  130.366099  128.028770   
 12402        0.01     5.030700e+01  0.000000   45.953984   37.185852   
 12403    33981.44     2.911650e+07  0.000000   87.293020   84.869519   
 12404    12875.44     1.752439e+06  0.000000  146.894877  144.698102   
 12405    32582.00     4.454736e+07  0.000000   31.371446   27.355700   
 12406    26282.07     5.071270e+06       NaN   77.740765   74.990038   
 12407         NaN     7.414000e+05       NaN   38.697513   32.808247   
 12408     6587.80     5.004900e+06  0.000000  147.503174  145.636341   
 12409     1142.09     1.729734e+07  0.000000   81.450367   77.880380   
 12410  1503327.71     3.159560e+10  4.745098   24.381374   21.612669   
 12411         NaN     1.352860e+06  0.000000   50.418373   41.523667   
 12412     3708.66     1.413230e+06       NaN  109.891287  106.813546   
 12413         NaN     1.251480e+06  0.000000   34.015205   27.433435   
 12414     1625.48     3.454800e+05       NaN  101.450548   98.340054   
 12415     5800.34     3.081600e+06       NaN  110.470571  107.289372   
 12416      194.06     7.035000e+05  0.000000  168.263409  167.008353   
 12417         NaN     9.476921e+06  0.000000   79.050246   75.159399   
 12418    27156.74     4.002320e+07  0.000000   66.754769   62.747633   
 12419         NaN     2.723500e+06       NaN   94.202632   91.058509   
 12420         NaN     2.437080e+07       NaN   42.579821   35.625376   
 12421         NaN     2.031860e+06  0.000000  147.976015  145.221322   
 12422  3142686.24     9.486621e+08  0.614675   42.282448   32.250001   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000168  0.118170  20040220  
 1     -0.000005  0.097685  20040220  
 2     -0.064577  0.104603  20040220  
 3     -0.028378  0.279530  20040220  
 4     -0.054151  0.228473  20040220  
 5      0.023891  0.256620  20040220  
 6     -0.001894  0.001497  20040220  
 7      0.114960  0.170227  20040220  
 8      0.652894  1.057048  20040220  
 9      0.047882  0.252432  20040220  
 10    -0.006224  0.538823  20040220  
 11     0.501228  0.839096  20040220  
 12     0.168736  0.507320  20040220  
 13     0.273300  0.439888  20040220  
 14    -0.000005  0.052279  20040220  
 15    -0.115579  0.118429  20040220  
 16     0.389742  0.608157  20040220  
 17     0.371842  0.402072  20040220  
 18     0.090808  0.469356  20040220  
 19     0.137872  0.237615  20040220  
 20     0.012700  0.355717  20040220  
 21    -0.155100  0.063766  20040220  
 22     0.789822  0.938380  20040220  
 23     0.070623  0.383575  20040220  
 24    -0.013779  0.313365  20040220  
 25     0.382217  0.648057  20040220  
 26     0.013217  0.214584  20040220  
 27     0.309810  0.625888  20040220  
 28     0.381683  0.541985  20040220  
 29    -0.027636  0.281178  20040220  
 ...         ...       ...       ...  
 12393 -0.000005 -0.010305  20040220  
 12394  0.397082  0.651607  20040220  
 12395  0.704201  1.049714  20040220  
 12396  0.989513  1.128304  20040220  
 12397  0.698268  1.057038  20040220  
 12398  0.644753  1.085742  20040220  
 12399  1.006553  1.248808  20040220  
 12400  0.820530  0.956843  20040220  
 12401  0.759076  1.005577  20040220  
 12402  1.062375  1.315329  20040220  
 12403  0.463113  0.774144  20040220  
 12404  0.830044  1.110188  20040220  
 12405  0.332729  0.234578  20040220  
 12406  0.295353  0.727815  20040220  
 12407  0.350087  0.627967  20040220  
 12408  0.568662  0.924312  20040220  
 12409  0.673102  1.017754  20040220  
 12410  0.278483  0.396882  20040220  
 12411  1.008998  1.112332  20040220  
 12412  0.884152  1.216480  20040220  
 12413  0.209912  0.495833  20040220  
 12414  1.158309  1.314725  20040220  
 12415  0.925307  1.201337  20040220  
 12416  0.195682  0.557183  20040220  
 12417  0.279496  0.480218  20040220  
 12418  0.806418  1.000715  20040220  
 12419  0.839119  1.029811  20040220  
 12420  0.759395  0.917663  20040220  
 12421  1.231167  1.476727  20040220  
 12422  0.931668  1.160463  20040220  
 
 [12423 rows x 92 columns],
 '20040223':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             1.342             0.00               0.0   
 1      USA0011             0.271             0.00               0.0   
 2      USA0031             0.545             0.00               0.0   
 3      USA0062            -0.363             0.43               0.0   
 4      USA00E2             0.302             0.00               0.0   
 5      USA00F1             0.979             0.00               0.0   
 6      USA00G2             0.454             0.00               0.0   
 7      USA00H1             0.596             0.00               0.0   
 8      USA00I1            -1.122             0.00               0.0   
 9      USA00J1             0.817             0.00               0.0   
 10     USA00K1            -0.475             0.00               0.0   
 11     USA00P1            -0.376             0.00               0.0   
 12     USA00R1             0.077             0.00               0.0   
 13     USA00S1             0.739             0.00               0.0   
 14     USA00V1             0.417             0.00               0.0   
 15     USA0131            -0.933             1.00               0.0   
 16     USA0161             0.681             1.00               0.0   
 17     USA01I1            -0.032             0.00               0.0   
 18     USA01J2             0.547             0.00               0.0   
 19     USA01L1             0.889             0.00               0.0   
 20     USA01P1            -0.050             0.00               0.0   
 21     USA01Q1             1.019             0.00               0.0   
 22     USA0202            -0.801             0.00               0.0   
 23     USA0231            -0.299             0.00               0.0   
 24     USA0281             0.966             0.00               0.0   
 25     USA0291            -0.721             0.00               0.0   
 26     USA02A1             0.452             0.00               0.0   
 27     USA02B1            -0.170             0.00               0.0   
 28     USA02H1             0.393             0.00               0.0   
 29     USA02P1             1.059             0.00               0.0   
 ...        ...               ...              ...               ...   
 12393  USAZY41            -0.263             0.00               0.0   
 12394  USAZY51            -1.449             0.00               0.0   
 12395  USAZY61             2.887             0.00               0.0   
 12396  USAZY71            -1.940             0.00               0.0   
 12397  USAZYI1             0.533             0.00               0.0   
 12398  USAZYJ1            -1.241             0.00               0.0   
 12399  USAZYK1            -1.540             0.00               0.0   
 12400  USAZYM1             2.887             0.00               0.0   
 12401  USAZYR1            -2.763             0.00               0.0   
 12402  USAZYS1            -2.181             0.00               0.0   
 12403  USAZYT1             2.222             0.00               0.0   
 12404  USAZYV1             2.531             0.00               0.0   
 12405  USAZYX1             0.297             0.00               0.0   
 12406  USAZZ41            -2.763             0.00               0.0   
 12407  USAZZ51            -1.628             0.00               0.0   
 12408  USAZZ61            -1.672             0.00               0.0   
 12409  USAZZ71             2.669             0.00               0.0   
 12410  USAZZ81            -0.016             0.00               0.0   
 12411  USAZZ91            -0.938             0.00               0.0   
 12412  USAZZA1            -1.960             0.00               0.0   
 12413  USAZZB1            -1.200             0.00               0.0   
 12414  USAZZD1            -1.798             0.00               0.0   
 12415  USAZZF1             2.091             0.00               0.0   
 12416  USAZZI1            -0.553             0.00               0.0   
 12417  USAZZJ1            -2.501             0.00               0.0   
 12418  USAZZL1             0.577             0.00               0.0   
 12419  USAZZP1            -0.707             0.00               0.0   
 12420  USAZZR1            -2.147             0.00               0.0   
 12421  USAZZX1            -1.812             0.00               0.0   
 12422  USAZZY1             2.887             0.00               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12393               0.0              0.0           0.0            0.0   
 12394               0.0              0.0           0.0            0.0   
 12395               0.0              0.0           0.0            0.0   
 12396               0.0              0.0           0.0            0.0   
 12397               0.0              0.0           0.0            0.0   
 12398               0.0              0.0           0.0            0.0   
 12399               0.0              0.0           0.0            0.0   
 12400               0.0              0.0           0.0            0.0   
 12401               0.0              0.0           0.0            0.0   
 12402               0.0              0.0           0.0            0.0   
 12403               0.0              0.0           0.0            0.0   
 12404               0.0              0.0           0.0            0.0   
 12405               0.0              0.0           0.0            0.0   
 12406               0.0              0.0           0.0            0.0   
 12407               0.0              0.0           0.0            0.0   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.006           0.000  ...           NaN          NaN   
 1            -2.006           0.000  ...           NaN          NaN   
 2            -2.135           0.000  ...           NaN       5900.0   
 3            -2.063           0.000  ...           NaN          NaN   
 4            -2.113           0.000  ...           NaN       5660.0   
 5            -1.958           0.000  ...           NaN          NaN   
 6            -2.009           0.000  ...           NaN          NaN   
 7            -1.776           0.000  ...           NaN          NaN   
 8            -0.684           0.000  ...           NaN          NaN   
 9            -1.911           0.862  ...           NaN          NaN   
 10           -2.018           0.000  ...           NaN          NaN   
 11           -0.982           0.000  ...           NaN          NaN   
 12           -1.679           0.000  ...           NaN          NaN   
 13           -1.444           0.000  ...           NaN      12025.0   
 14           -2.006           0.000  ...           NaN          NaN   
 15           -2.235           0.000  ...           NaN          NaN   
 16           -1.139           0.000  ...           NaN       1500.0   
 17           -1.254           0.000  ...           NaN       5250.0   
 18           -1.821           0.000  ...           NaN          NaN   
 19           -1.726           0.000  ...           NaN          NaN   
 20           -1.978           0.000  ...           NaN          NaN   
 21           -2.315           1.000  ...           NaN          NaN   
 22           -0.409           0.000  ...           NaN          NaN   
 23           -1.869           0.000  ...           NaN      13750.0   
 24           -2.035           0.000  ...           NaN          NaN   
 25           -1.241           0.000  ...           NaN          NaN   
 26           -1.979           0.000  ...           NaN          NaN   
 27           -1.391           0.000  ...           NaN          NaN   
 28           -1.236           0.000  ...           NaN       4980.0   
 29           -2.061           0.000  ...           NaN       1000.0   
 ...             ...             ...  ...           ...          ...   
 12393        -2.006           0.000  ...           NaN          NaN   
 12394        -1.201           0.000  ...           NaN          NaN   
 12395        -0.458           0.000  ...           NaN      10000.0   
 12396        -0.006           0.000  ...           NaN       1000.0   
 12397        -0.572           0.000  ...           NaN      28100.0   
 12398        -0.708           0.000  ...           NaN          NaN   
 12399         0.024           0.000  ...           NaN       3105.0   
 12400        -0.271           0.000  ...           NaN      12000.0   
 12401        -0.515           0.000  ...           NaN    1041142.0   
 12402         0.143           0.000  ...           NaN          NaN   
 12403        -1.064           0.000  ...           NaN      13800.0   
 12404        -0.283           0.000  ...           NaN      88512.0   
 12405        -1.312           0.000  ...           NaN        500.0   
 12406        -1.463           0.000  ...           NaN     121370.0   
 12407        -1.285           0.000  ...           NaN          NaN   
 12408        -0.854           0.000  ...           NaN      17994.0   
 12409        -0.560           0.000  ...           NaN      91000.0   
 12410        -1.458           1.000  ...           NaN      33300.0   
 12411         0.025           0.000  ...           NaN          NaN   
 12412        -0.217           0.000  ...           NaN       1000.0   
 12413        -1.596           0.000  ...           NaN          NaN   
 12414         0.336           0.000  ...           NaN      30125.0   
 12415        -0.066           0.000  ...           NaN      79000.0   
 12416        -1.623           1.000  ...           NaN      43000.0   
 12417        -1.470           0.000  ...           NaN          0.0   
 12418        -0.336           0.000  ...           NaN      11670.0   
 12419        -0.312           1.000  ...           NaN          NaN   
 12420        -0.457           0.000  ...           NaN          NaN   
 12421         0.471           0.000  ...           NaN     171000.0   
 12422         0.034           0.000  ...           NaN     122200.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.538799e+10  0.186916   16.977672   12.035930   
 1             NaN     5.490769e+09  0.000000   19.172036   13.990859   
 2             NaN     6.831508e+10  2.274838   23.423783   20.000040   
 3             NaN     3.011051e+10  2.076412   25.905473   23.712949   
 4             NaN     5.531381e+10  2.246642   29.810372   26.739215   
 5             NaN     1.931352e+11  0.374370   16.843234   12.857421   
 6             NaN     1.554054e+10  4.881809   23.063171   16.298476   
 7             NaN     8.140956e+10  0.000000   24.570123   19.880228   
 8             NaN     1.771164e+10  0.083595   35.143177   27.438396   
 9             NaN     4.465361e+10  1.735016   23.203063   20.446556   
 10            NaN     3.527526e+10  0.000000   37.801333   30.175844   
 11            NaN     2.527659e+10  1.309942   21.403292   16.748119   
 12            NaN     6.845814e+09  2.380952   17.417284   13.228566   
 13            NaN     1.688678e+10  1.326595   27.878256   25.623038   
 14            NaN     1.222973e+10  1.331558   15.360352   11.584900   
 15            NaN     3.490310e+10  1.628743   32.449676   29.441906   
 16            NaN     3.490310e+10  1.628743   33.318764   29.874511   
 17            NaN     2.857268e+10  0.187178   23.183303   20.863344   
 18            NaN     2.664462e+10  1.894279   26.617545   23.374171   
 19            NaN     9.441505e+10  3.381587   25.808197   22.400879   
 20            NaN     1.582034e+11  0.000000   40.204272   36.965503   
 21            NaN     1.237246e+11  1.787165   23.378051   20.451417   
 22            NaN     1.614523e+10  0.000000   32.468958   27.537939   
 23            NaN     8.557661e+10  0.000000   25.259174   22.155264   
 24            NaN     4.536336e+10  3.189066   21.438163   17.333956   
 25            NaN     3.265997e+10  0.000000   24.926209   21.207015   
 26            NaN     8.220265e+09  1.759944   12.811828    9.369942   
 27            NaN     8.220265e+09  1.759944   39.086305   36.907084   
 28            NaN     7.683433e+10  2.697795   25.035061   22.221604   
 29            NaN     3.348300e+11  2.378828   23.765094   20.646582   
 ...           ...              ...       ...         ...         ...   
 12393         NaN     5.056250e+06       NaN   22.264863   15.703174   
 12394         NaN     6.638950e+06  0.000000   85.209814   82.691271   
 12395      157.29     2.454980e+06  0.000000   81.002640   77.642746   
 12396      554.97     6.130000e+05  0.000000  104.855989  101.582954   
 12397     9133.14     5.372680e+06  0.000000   86.540087   83.203667   
 12398         NaN     2.345460e+07       NaN   83.446160   80.079955   
 12399       14.38     6.832300e+04       NaN   84.383281   80.711010   
 12400      224.64     1.513400e+06       NaN   91.336033   88.298613   
 12401   400870.80     2.668962e+07  0.000000  128.338067  125.918588   
 12402         NaN     5.030700e+01  0.000000   46.194186   37.170577   
 12403    34721.39     2.763600e+07  0.000000   85.597702   83.155146   
 12404    13221.80     1.617636e+06  0.000000  143.967546  141.537330   
 12405    32154.05     4.413200e+07  0.000000   30.936999   26.788899   
 12406    26187.86     5.369580e+06       NaN   76.595314   73.714338   
 12407         NaN     7.414000e+05       NaN   38.789278   32.592031   
 12408     5476.59     5.004900e+06  0.000000  144.378579  142.425959   
 12409     2323.14     1.550796e+07  0.000000   78.826249   74.774465   
 12410  1520267.50     3.149430e+10  4.745098   23.642446   20.871843   
 12411         NaN     1.352860e+06  0.000000   49.854633   40.794203   
 12412     3612.46     1.413230e+06       NaN  107.881038  104.750589   
 12413         NaN     1.251480e+06  0.000000   34.100982   27.367603   
 12414     1550.90     3.454800e+05       NaN  100.116743   96.880709   
 12415     6309.54     2.773440e+06       NaN  112.217172  109.026966   
 12416      234.26     7.035000e+05  0.000000  164.190253  162.885259   
 12417         NaN     9.951905e+06  0.000000   77.780927   73.768212   
 12418    28419.56     3.879800e+07  0.000000   65.635234   61.409613   
 12419         NaN     2.723500e+06       NaN   92.905255   89.673758   
 12420         NaN     2.437080e+07       NaN   42.695288   35.466946   
 12421     1471.83     2.031860e+06  0.000000  144.833250  142.026319   
 12422  3050902.65     8.821566e+08  0.614675   44.142448   33.749753   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000164  0.152874  20040223  
 1     -0.000005  0.118760  20040223  
 2     -0.063917  0.127992  20040223  
 3     -0.028270  0.310129  20040223  
 4     -0.052933  0.249286  20040223  
 5      0.023792  0.285095  20040223  
 6     -0.001482  0.013072  20040223  
 7      0.113628  0.182801  20040223  
 8      0.654485  1.050861  20040223  
 9      0.047071  0.273314  20040223  
 10    -0.005741  0.561164  20040223  
 11     0.506828  0.870772  20040223  
 12     0.161845  0.519265  20040223  
 13     0.278090  0.475732  20040223  
 14    -0.000005  0.072553  20040223  
 15    -0.113455  0.132686  20040223  
 16     0.428931  0.673960  20040223  
 17     0.372350  0.413169  20040223  
 18     0.091369  0.517710  20040223  
 19     0.138679  0.264730  20040223  
 20     0.013635  0.329597  20040223  
 21    -0.153106  0.101815  20040223  
 22     0.790418  0.940144  20040223  
 23     0.067782  0.391670  20040223  
 24    -0.014230  0.354938  20040223  
 25     0.378491  0.632116  20040223  
 26     0.013202  0.239546  20040223  
 27     0.304125  0.636884  20040223  
 28     0.380967  0.562199  20040223  
 29    -0.027217  0.312336  20040223  
 ...         ...       ...       ...  
 12393 -0.000005 -0.006526  20040223  
 12394  0.398238  0.640486  20040223  
 12395  0.766220  1.118281  20040223  
 12396  0.989970  1.103349  20040223  
 12397  0.709903  1.053732  20040223  
 12398  0.642402  1.070667  20040223  
 12399  1.004610  1.220625  20040223  
 12400  0.858567  1.063627  20040223  
 12401  0.737824  0.887797  20040223  
 12402  1.063419  1.278549  20040223  
 12403  0.465934  0.796556  20040223  
 12404  0.852844  1.254515  20040223  
 12405  0.343511  0.262148  20040223  
 12406  0.268731  0.631921  20040223  
 12407  0.357050  0.612202  20040223  
 12408  0.570359  0.911684  20040223  
 12409  0.715868  1.131046  20040223  
 12410  0.271094  0.390102  20040223  
 12411  1.005220  1.090255  20040223  
 12412  0.885214  1.134931  20040223  
 12413  0.202992  0.492581  20040223  
 12414  1.159068  1.288981  20040223  
 12415  0.959923  1.258803  20040223  
 12416  0.189647  0.551325  20040223  
 12417  0.265179  0.438670  20040223  
 12418  0.826444  1.027229  20040223  
 12419  0.838546  1.028727  20040223  
 12420  0.766768  0.899993  20040223  
 12421  1.225798  1.427548  20040223  
 12422  1.009509  1.296030  20040223  
 
 [12423 rows x 92 columns],
 '20040224':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.102             0.00               0.0   
 1      USA0011            -0.391             0.00               0.0   
 2      USA0031             0.135             0.00               0.0   
 3      USA0062            -0.731             0.43               0.0   
 4      USA00E2            -0.297             0.00               0.0   
 5      USA00F1            -0.057             0.00               0.0   
 6      USA00G2             0.861             0.00               0.0   
 7      USA00H1             0.119             0.00               0.0   
 8      USA00I1             0.120             0.00               0.0   
 9      USA00J1            -0.258             0.00               0.0   
 10     USA00K1            -0.623             0.00               0.0   
 11     USA00P1            -0.457             0.00               0.0   
 12     USA00R1             0.115             0.00               0.0   
 13     USA00S1            -0.538             0.00               0.0   
 14     USA00V1             0.210             0.00               0.0   
 15     USA0131            -1.337             1.00               0.0   
 16     USA0161            -1.742             1.00               0.0   
 17     USA01I1             0.118             0.00               0.0   
 18     USA01J2            -0.359             0.00               0.0   
 19     USA01L1            -0.096             0.00               0.0   
 20     USA01P1            -0.551             0.00               0.0   
 21     USA01Q1            -0.283             0.00               0.0   
 22     USA0202            -0.626             0.00               0.0   
 23     USA0231            -0.368             0.00               0.0   
 24     USA0281            -0.185             0.00               0.0   
 25     USA0291            -0.613             0.00               0.0   
 26     USA02A1             0.287             0.00               0.0   
 27     USA02B1             0.004             0.00               0.0   
 28     USA02H1            -0.342             0.00               0.0   
 29     USA02P1            -0.134             0.00               0.0   
 ...        ...               ...              ...               ...   
 12394  USAZY41             0.979             0.00               0.0   
 12395  USAZY51             0.353             0.00               0.0   
 12396  USAZY61            -2.771             0.00               0.0   
 12397  USAZY71             0.188             0.00               0.0   
 12398  USAZYI1             0.991             0.00               0.0   
 12399  USAZYJ1            -0.251             0.00               0.0   
 12400  USAZYK1            -0.097             0.00               0.0   
 12401  USAZYM1            -0.421             0.00               0.0   
 12402  USAZYR1             2.817             0.00               0.0   
 12403  USAZYS1            -0.245             0.00               0.0   
 12404  USAZYT1             2.871             0.00               0.0   
 12405  USAZYV1            -2.771             0.00               0.0   
 12406  USAZYX1             1.419             0.00               0.0   
 12407  USAZZ41            -2.771             0.00               0.0   
 12408  USAZZ51             0.029             0.00               0.0   
 12409  USAZZ61             0.225             0.00               0.0   
 12410  USAZZ71             0.081             0.00               0.0   
 12411  USAZZ81            -0.656             0.00               0.0   
 12412  USAZZ91             0.379             0.00               0.0   
 12413  USAZZA1             0.171             0.00               0.0   
 12414  USAZZB1            -0.143             0.00               0.0   
 12415  USAZZD1             2.871             0.00               0.0   
 12416  USAZZF1            -0.549             0.00               0.0   
 12417  USAZZI1            -0.441             0.00               0.0   
 12418  USAZZJ1             2.548             0.00               0.0   
 12419  USAZZL1             0.113             0.00               0.0   
 12420  USAZZP1             0.129             0.00               0.0   
 12421  USAZZR1             0.089             0.00               0.0   
 12422  USAZZX1            -2.771             0.00               0.0   
 12423  USAZZY1            -1.556             0.00               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12394               0.0              0.0           0.0            0.0   
 12395               0.0              0.0           0.0            0.0   
 12396               0.0              0.0           0.0            0.0   
 12397               0.0              0.0           0.0            0.0   
 12398               0.0              0.0           0.0            0.0   
 12399               0.0              0.0           0.0            0.0   
 12400               0.0              0.0           0.0            0.0   
 12401               0.0              0.0           0.0            0.0   
 12402               0.0              0.0           0.0            0.0   
 12403               0.0              0.0           0.0            0.0   
 12404               0.0              0.0           0.0            0.0   
 12405               0.0              0.0           0.0            0.0   
 12406               0.0              0.0           0.0            0.0   
 12407               0.0              0.0           0.0            0.0   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.004           0.000  ...           NaN          NaN   
 1            -2.004           0.000  ...           NaN          NaN   
 2            -2.134           0.000  ...           NaN       5900.0   
 3            -2.064           0.000  ...           NaN          NaN   
 4            -2.116           0.000  ...           NaN       5660.0   
 5            -1.961           0.000  ...           NaN          NaN   
 6            -2.007           0.000  ...           NaN          NaN   
 7            -1.774           0.000  ...           NaN          NaN   
 8            -0.678           0.000  ...           NaN          NaN   
 9            -1.909           0.862  ...           NaN          NaN   
 10           -2.017           0.000  ...           NaN          NaN   
 11           -0.981           0.000  ...           NaN          NaN   
 12           -1.687           0.000  ...           NaN          NaN   
 13           -1.444           0.000  ...           NaN      98078.0   
 14           -2.004           0.000  ...           NaN          NaN   
 15           -2.236           0.000  ...           NaN          NaN   
 16           -1.129           0.000  ...           NaN        880.0   
 17           -1.251           0.000  ...           NaN       5250.0   
 18           -1.819           0.000  ...           NaN          NaN   
 19           -1.722           0.000  ...           NaN          NaN   
 20           -1.977           0.000  ...           NaN          NaN   
 21           -2.314           1.000  ...           NaN          NaN   
 22           -0.404           0.000  ...           NaN          NaN   
 23           -1.867           0.000  ...           NaN      13750.0   
 24           -2.038           0.000  ...           NaN          NaN   
 25           -1.237           0.000  ...           NaN          NaN   
 26           -1.977           0.000  ...           NaN          NaN   
 27           -1.398           0.000  ...           NaN        145.0   
 28           -1.236           0.000  ...           NaN       4980.0   
 29           -2.059           0.000  ...           NaN       1000.0   
 ...             ...             ...  ...           ...          ...   
 12394        -2.004           0.000  ...           NaN          NaN   
 12395        -1.205           0.000  ...           NaN          NaN   
 12396        -0.471           0.000  ...           NaN      30000.0   
 12397        -0.004           0.000  ...           NaN       1050.0   
 12398        -0.626           0.000  ...           NaN      16000.0   
 12399        -0.709           0.000  ...           NaN          NaN   
 12400         0.020           0.000  ...           NaN          NaN   
 12401        -0.269           0.000  ...           NaN          NaN   
 12402        -0.500           0.000  ...           NaN     662611.0   
 12403         0.146           0.000  ...           NaN          NaN   
 12404        -1.056           0.000  ...           NaN      64180.0   
 12405        -0.334           0.000  ...           NaN     594662.0   
 12406        -1.299           0.000  ...           NaN        400.0   
 12407        -1.410           0.000  ...           NaN     180670.0   
 12408        -1.287           0.000  ...           NaN          NaN   
 12409        -0.871           0.000  ...           NaN     857774.0   
 12410        -0.559           0.000  ...           NaN          NaN   
 12411        -1.449           1.000  ...           NaN      31700.0   
 12412         0.030           0.000  ...           NaN          NaN   
 12413        -0.204           0.000  ...           NaN          NaN   
 12414        -1.594           0.000  ...           NaN          NaN   
 12415         0.360           0.000  ...           NaN      60000.0   
 12416        -0.063           0.000  ...           NaN     120377.0   
 12417        -1.632           1.000  ...           NaN          NaN   
 12418        -1.463           0.000  ...           NaN          0.0   
 12419        -0.338           0.000  ...           NaN       6500.0   
 12420        -0.309           1.000  ...           NaN          NaN   
 12421        -0.455           0.000  ...           NaN          NaN   
 12422         0.273           0.000  ...           NaN    5360895.0   
 12423         0.011           0.000  ...           NaN      85800.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.590731e+10  0.186916   16.837640   12.067131   
 1             NaN     5.311048e+09  0.000000   19.281981   14.100677   
 2             NaN     6.804944e+10  2.274838   23.383315   20.043745   
 3             NaN     3.005890e+10  2.076412   26.098430   23.875690   
 4             NaN     5.467481e+10  2.246642   29.853973   26.837892   
 5             NaN     1.925352e+11  0.374370   16.775408   12.891190   
 6             NaN     1.572179e+10  4.881809   23.343093   16.494949   
 7             NaN     8.166771e+10  0.000000   24.486413   19.922813   
 8             NaN     1.818179e+10  0.083595   35.090282   27.509538   
 9             NaN     4.403354e+10  1.735016   23.087750   20.401772   
 10            NaN     3.542495e+10  0.000000   37.846155   30.359421   
 11            NaN     2.497320e+10  1.309942   21.353353   16.855943   
 12            NaN     6.867907e+09  2.380952   17.401308   13.279311   
 13            NaN     1.667655e+10  1.326595   28.022050   25.817485   
 14            NaN     1.239987e+10  1.331558   15.343794   11.622983   
 15            NaN     3.458304e+10  1.628743   33.072397   29.943401   
 16            NaN     3.458304e+10  1.628743   33.892763   30.333168   
 17            NaN     2.870215e+10  0.187178   23.193695   20.919575   
 18            NaN     2.646175e+10  1.894279   26.661893   23.540358   
 19            NaN     9.424405e+10  3.381587   25.734076   22.456436   
 20            NaN     1.600115e+11  0.000000   40.276440   37.091072   
 21            NaN     1.223483e+11  1.787165   23.352519   20.495134   
 22            NaN     1.592530e+10  0.000000   32.602483   27.714260   
 23            NaN     8.416657e+10  0.000000   25.306624   22.269788   
 24            NaN     4.499472e+10  3.189066   21.367454   17.370763   
 25            NaN     3.268405e+10  0.000000   24.973819   21.313864   
 26            NaN     8.119982e+09  1.759944   12.799067    9.405826   
 27            NaN     8.119982e+09  1.759944   39.025592   36.914044   
 28            NaN     7.425371e+10  2.697795   25.078864   22.372054   
 29            NaN     3.334273e+11  2.378828   23.624831   20.660996   
 ...           ...              ...       ...         ...         ...   
 12394         NaN     5.056250e+06       NaN   22.655305   16.183123   
 12395         NaN     6.638950e+06  0.000000   85.795928   83.355344   
 12396      313.77     2.678160e+06  0.000000   76.087787   72.378681   
 12397      530.93     6.130000e+05  0.000000  105.121152  101.935247   
 12398     9205.27     7.075870e+06  0.000000   86.404874   83.101665   
 12399         NaN     2.345460e+07       NaN   83.806498   80.592226   
 12400         NaN     6.832300e+04       NaN   84.667183   81.112202   
 12401         NaN     1.513400e+06       NaN   87.114538   83.817295   
 12402   404033.67     2.543575e+07  0.000000  129.538336  127.164545   
 12403         NaN     5.030700e+01  0.000000   46.015388   37.279717   
 12404    34572.61     2.418150e+07  0.000000   88.267746   85.920446   
 12405    12999.23     1.887242e+06  0.000000  146.172584  143.952560   
 12406    30823.14     4.366472e+07  0.000000   31.462242   27.277839   
 12407    26639.96     5.966200e+06       NaN   78.942599   76.290060   
 12408         NaN     7.414000e+05       NaN   38.604933   32.634554   
 12409     5578.56     5.004900e+06  0.000000  145.682862  143.805843   
 12410         NaN     1.550796e+07  0.000000   79.014755   75.239911   
 12411  1494868.38     3.185368e+10  4.745098   24.162434   21.483502   
 12412         NaN     1.352860e+06  0.000000   49.708652   40.728195   
 12413         NaN     1.413230e+06       NaN  107.918390  104.909637   
 12414         NaN     1.251480e+06  0.000000   33.974675   27.434214   
 12415     1488.59     2.591100e+05       NaN  101.545658   98.320698   
 12416     6761.42     1.033222e+07       NaN  111.082609  107.962811   
 12417         NaN     7.035000e+05  0.000000  165.788175  164.564034   
 12418         NaN     9.627099e+06  0.000000   78.400699   74.387432   
 12419    28545.95     3.920640e+07  0.000000   65.678147   61.587884   
 12420         NaN     2.723500e+06       NaN   93.145531   90.009454   
 12421         NaN     2.437080e+07       NaN   42.671646   35.530045   
 12422    12370.39     4.571685e+06  0.000000  169.033057  166.798227   
 12423  3037115.57     9.074159e+08  0.614675   43.667767   34.087442   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000167  0.140479  20040224  
 1     -0.000008  0.106946  20040224  
 2     -0.064343  0.124962  20040224  
 3     -0.030128  0.304712  20040224  
 4     -0.055500  0.235139  20040224  
 5      0.021227  0.292181  20040224  
 6     -0.001451  0.027029  20040224  
 7      0.113794  0.183268  20040224  
 8      0.656419  1.074512  20040224  
 9      0.046729  0.263252  20040224  
 10    -0.006499  0.559064  20040224  
 11     0.506281  0.869078  20040224  
 12     0.156991  0.523737  20040224  
 13     0.277079  0.460524  20040224  
 14    -0.000008  0.072568  20040224  
 15    -0.114930  0.115843  20040224  
 16     0.433392  0.630145  20040224  
 17     0.373001  0.420038  20040224  
 18     0.091269  0.504750  20040224  
 19     0.139351  0.255936  20040224  
 20     0.013040  0.323894  20040224  
 21    -0.153813  0.089992  20040224  
 22     0.792526  0.959807  20040224  
 23     0.067624  0.394133  20040224  
 24    -0.017202  0.341010  20040224  
 25     0.379488  0.644050  20040224  
 26     0.013232  0.241223  20040224  
 27     0.299936  0.637700  20040224  
 28     0.380281  0.554602  20040224  
 29    -0.027446  0.299188  20040224  
 ...         ...       ...       ...  
 12394 -0.000008  0.014935  20040224  
 12395  0.395436  0.669098  20040224  
 12396  0.759271  1.106482  20040224  
 12397  0.990208  1.156912  20040224  
 12398  0.682104  1.060207  20040224  
 12399  0.641152  1.078460  20040224  
 12400  1.002232  1.243780  20040224  
 12401  0.859196  1.105790  20040224  
 12402  0.744544  1.022418  20040224  
 12403  1.064541  1.304598  20040224  
 12404  0.469567  0.829696  20040224  
 12405  0.826935  1.115989  20040224  
 12406  0.348865  0.291258  20040224  
 12407  0.294102  0.593818  20040224  
 12408  0.355032  0.655480  20040224  
 12409  0.560840  0.946105  20040224  
 12410  0.715559  1.077712  20040224  
 12411  0.274589  0.381572  20040224  
 12412  1.007017  1.128665  20040224  
 12413  0.891334  1.208103  20040224  
 12414  0.202779  0.509300  20040224  
 12415  1.170643  1.396312  20040224  
 12416  0.961142  1.255903  20040224  
 12417  0.183875  0.521822  20040224  
 12418  0.267925  0.534391  20040224  
 12419  0.824902  1.023149  20040224  
 12420  0.839504  1.051189  20040224  
 12421  0.767244  0.947044  20040224  
 12422  1.127628  1.309805  20040224  
 12423  0.997737  1.247529  20040224  
 
 [12424 rows x 92 columns],
 '20040225':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -1.083             0.00               0.0   
 1      USA0011             0.123             0.00               0.0   
 2      USA0031            -0.310             0.00               0.0   
 3      USA0062             0.696             0.43               0.0   
 4      USA00E2             0.044             0.00               0.0   
 5      USA00F1            -0.681             0.00               0.0   
 6      USA00G2            -0.666             0.00               0.0   
 7      USA00H1            -0.169             0.00               0.0   
 8      USA00I1             1.765             0.00               0.0   
 9      USA00J1            -0.269             0.00               0.0   
 10     USA00K1             0.190             0.00               0.0   
 11     USA00P1            -2.817             0.00               0.0   
 12     USA00R1            -0.644             0.00               0.0   
 13     USA00S1             1.148             0.00               0.0   
 14     USA00V1            -0.549             0.00               0.0   
 15     USA0131             0.848             1.00               0.0   
 16     USA0161             2.534             1.00               0.0   
 17     USA01I1             0.131             0.00               0.0   
 18     USA01J2             0.079             0.00               0.0   
 19     USA01L1             0.257             0.00               0.0   
 20     USA01P1             0.180             0.00               0.0   
 21     USA01Q1            -0.291             0.00               0.0   
 22     USA0202             1.230             0.00               0.0   
 23     USA0231             2.523             0.00               0.0   
 24     USA0281            -2.452             0.00               0.0   
 25     USA0291             0.743             0.00               0.0   
 26     USA02A1            -0.143             0.00               0.0   
 27     USA02B1             0.702             0.00               0.0   
 28     USA02H1             2.436             0.00               0.0   
 29     USA02P1            -0.676             0.00               0.0   
 ...        ...               ...              ...               ...   
 12394  USAZY41            -1.201             0.00               0.0   
 12395  USAZY51             2.585             0.00               0.0   
 12396  USAZY61             0.993             0.00               0.0   
 12397  USAZY71             0.568             0.00               0.0   
 12398  USAZYI1             2.791             0.00               0.0   
 12399  USAZYJ1             1.193             0.00               0.0   
 12400  USAZYK1             0.836             0.00               0.0   
 12401  USAZYM1             1.368             0.00               0.0   
 12402  USAZYR1             0.084             0.00               0.0   
 12403  USAZYS1             0.592             0.00               0.0   
 12404  USAZYT1            -1.134             0.00               0.0   
 12405  USAZYV1            -2.817             0.00               0.0   
 12406  USAZYX1             0.801             0.00               0.0   
 12407  USAZZ41             2.174             0.00               0.0   
 12408  USAZZ51             0.859             0.00               0.0   
 12409  USAZZ61             0.616             0.00               0.0   
 12410  USAZZ71             0.892             0.00               0.0   
 12411  USAZZ81            -0.848             0.00               0.0   
 12412  USAZZ91             1.467             0.00               0.0   
 12413  USAZZA1             0.612             0.00               0.0   
 12414  USAZZB1             0.261             0.00               0.0   
 12415  USAZZD1             0.430             0.00               0.0   
 12416  USAZZF1             1.774             0.00               0.0   
 12417  USAZZI1             0.294             0.00               0.0   
 12418  USAZZJ1            -1.101             0.00               0.0   
 12419  USAZZL1             0.519             0.00               0.0   
 12420  USAZZP1             0.756             0.00               0.0   
 12421  USAZZR1             1.111             0.00               0.0   
 12422  USAZZX1            -2.610             0.00               0.0   
 12423  USAZZY1             1.221             0.00               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12394               0.0              0.0           0.0            0.0   
 12395               0.0              0.0           0.0            0.0   
 12396               0.0              0.0           0.0            0.0   
 12397               0.0              0.0           0.0            0.0   
 12398               0.0              0.0           0.0            0.0   
 12399               0.0              0.0           0.0            0.0   
 12400               0.0              0.0           0.0            0.0   
 12401               0.0              0.0           0.0            0.0   
 12402               0.0              0.0           0.0            0.0   
 12403               0.0              0.0           0.0            0.0   
 12404               0.0              0.0           0.0            0.0   
 12405               0.0              0.0           0.0            0.0   
 12406               0.0              0.0           0.0            0.0   
 12407               0.0              0.0           0.0            0.0   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.999           0.000  ...           NaN          NaN   
 1            -1.999           0.000  ...           NaN          NaN   
 2            -2.128           0.000  ...           NaN       5900.0   
 3            -2.064           0.000  ...           NaN          NaN   
 4            -2.116           0.000  ...           NaN       5660.0   
 5            -1.956           0.000  ...           NaN          NaN   
 6            -2.002           0.000  ...           NaN          NaN   
 7            -1.770           0.000  ...           NaN          NaN   
 8            -0.700           0.000  ...           NaN      15000.0   
 9            -1.905           0.862  ...           NaN          NaN   
 10           -2.014           0.000  ...           NaN          NaN   
 11           -0.877           0.000  ...           NaN       5200.0   
 12           -1.718           0.000  ...           NaN          NaN   
 13           -1.453           0.000  ...           NaN      72558.0   
 14           -1.999           0.000  ...           NaN          NaN   
 15           -2.234           0.000  ...           NaN          NaN   
 16           -1.145           0.000  ...           NaN         60.0   
 17           -1.253           0.000  ...           NaN       5250.0   
 18           -1.818           0.000  ...           NaN          NaN   
 19           -1.717           0.000  ...           NaN      38800.0   
 20           -1.965           0.000  ...           NaN      20000.0   
 21           -2.309           1.000  ...           NaN          NaN   
 22           -0.411           0.000  ...           NaN          NaN   
 23           -1.911           0.000  ...           NaN      37750.0   
 24           -1.981           0.000  ...           NaN      44200.0   
 25           -1.241           0.000  ...           NaN          NaN   
 26           -1.972           0.000  ...           NaN          NaN   
 27           -1.399           0.000  ...           NaN          NaN   
 28           -1.266           0.000  ...           NaN       4080.0   
 29           -2.056           0.000  ...           NaN       1000.0   
 ...             ...             ...  ...           ...          ...   
 12394        -1.999           0.000  ...           NaN          NaN   
 12395        -1.298           0.000  ...           NaN       1000.0   
 12396        -0.474           0.000  ...           NaN          NaN   
 12397        -0.010           0.000  ...           NaN       5300.0   
 12398        -0.666           0.000  ...           NaN       8000.0   
 12399        -0.712           0.000  ...           NaN          NaN   
 12400         0.017           0.000  ...           NaN       4250.0   
 12401        -0.270           0.000  ...           NaN          NaN   
 12402        -0.495           0.000  ...           NaN      90180.0   
 12403         0.142           0.000  ...           NaN          NaN   
 12404        -1.052           0.000  ...           NaN      55250.0   
 12405         0.083           0.000  ...           NaN     177991.0   
 12406        -1.304           0.000  ...           NaN        100.0   
 12407        -1.418           0.000  ...           NaN     249616.0   
 12408        -1.294           0.000  ...           NaN          NaN   
 12409        -0.879           0.000  ...           NaN      36622.0   
 12410        -0.562           0.000  ...           NaN          NaN   
 12411        -1.429           1.000  ...           NaN      42600.0   
 12412         0.027           0.000  ...           NaN          NaN   
 12413        -0.208           0.000  ...           NaN          NaN   
 12414        -1.594           0.000  ...           NaN          NaN   
 12415         0.355           0.000  ...           NaN     230900.0   
 12416        -0.064           0.000  ...           NaN      45600.0   
 12417        -1.636           1.000  ...           NaN      40000.0   
 12418        -1.432           0.000  ...           NaN          0.0   
 12419        -0.346           0.000  ...           NaN       1475.0   
 12420        -0.318           1.000  ...           NaN          NaN   
 12421        -0.464           0.000  ...           NaN          NaN   
 12422         0.295           0.000  ...           NaN    1160729.0   
 12423        -0.006           0.000  ...           NaN      66700.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.620692e+10  0.186916   16.613376   11.853804   
 1             NaN     5.552741e+09  0.000000   18.827025   13.604915   
 2             NaN     6.797132e+10  2.274838   22.679931   19.333932   
 3             NaN     3.007611e+10  2.076412   25.440682   23.149676   
 4             NaN     5.415562e+10  2.246642   28.820496   25.840576   
 5             NaN     1.941005e+11  0.374370   16.380118   12.558623   
 6             NaN     1.595821e+10  4.881809   22.810682   15.938978   
 7             NaN     8.232601e+10  0.000000   23.764765   19.221692   
 8             NaN     1.844625e+10  0.083595   34.421527   26.942434   
 9             NaN     4.423196e+10  1.735016   22.391125   19.753984   
 10            NaN     3.615673e+10  0.000000   36.749551   29.219965   
 11            NaN     2.503863e+10  1.309942   25.810034   22.111246   
 12            NaN     6.866803e+09  2.380952   17.310601   13.273047   
 13            NaN     1.669545e+10  1.326595   27.263035   25.022117   
 14            NaN     1.237956e+10  1.331558   15.025010   11.288296   
 15            NaN     3.506313e+10  1.628743   32.256002   29.113945   
 16            NaN     3.506313e+10  1.628743   33.297824   29.710323   
 17            NaN     2.893431e+10  0.187178   22.417416   20.166271   
 18            NaN     2.663082e+10  1.894279   25.745926   22.627058   
 19            NaN     9.388067e+10  3.381587   24.968715   21.649126   
 20            NaN     1.636971e+11  0.000000   38.722666   35.458016   
 21            NaN     1.220288e+11  1.787165   22.738625   19.837505   
 22            NaN     1.626166e+10  0.000000   31.661176   26.877098   
 23            NaN     8.534587e+10  0.000000   25.787474   22.450227   
 24            NaN     4.510432e+10  3.189066   21.849615   17.899817   
 25            NaN     3.323802e+10  0.000000   24.345688   20.702564   
 26            NaN     8.297625e+09  1.759944   12.471954    9.097359   
 27            NaN     8.297625e+09  1.759944   37.987935   35.899440   
 28            NaN     7.354283e+10  2.697795   26.563023   23.592472   
 29            NaN     3.303215e+11  2.378828   22.961760   19.999835   
 ...           ...              ...       ...         ...         ...   
 12394         NaN     5.056250e+06       NaN   22.572876   15.996223   
 12395      762.17     5.253430e+06  0.000000   83.391822   80.910546   
 12396         NaN     2.678160e+06  0.000000   76.772459   73.531996   
 12397      405.14     6.130000e+05  0.000000  100.193359   96.993441   
 12398     9163.14     6.336600e+06  0.000000   83.551753   80.171020   
 12399         NaN     2.345460e+07       NaN   81.070042   77.870380   
 12400       13.38     6.832300e+04       NaN   81.186018   77.648178   
 12401         NaN     1.513400e+06       NaN   84.003537   80.645537   
 12402   380081.22     2.579400e+07  0.000000  125.293392  122.989030   
 12403         NaN     5.030700e+01  0.000000   44.538380   35.933556   
 12404    33543.72     2.467500e+07  0.000000   85.375868   83.018054   
 12405    13833.85     1.752439e+07  0.000000  142.215909  139.908165   
 12406    27540.71     4.361280e+07  0.000000   30.742297   26.596145   
 12407    27978.33     6.050912e+06       NaN   77.529985   75.042622   
 12408         NaN     7.414000e+05       NaN   38.164386   31.478554   
 12409     4775.56     5.004900e+06  0.000000  140.950474  139.110452   
 12410         NaN     1.550796e+07  0.000000   76.331254   72.560272   
 12411  1480194.67     3.254616e+10  4.745098   23.108736   20.318233   
 12412         NaN     1.352860e+06  0.000000   48.287909   39.259943   
 12413         NaN     1.413230e+06       NaN  103.329134  100.356782   
 12414         NaN     1.251480e+06  0.000000   33.121195   26.514120   
 12415     1474.62     2.591100e+05       NaN   89.680236   85.936219   
 12416     7041.24     1.033222e+07       NaN  108.025948  104.862896   
 12417      277.25     7.035000e+05  0.000000  159.429469  158.204989   
 12418         NaN     9.978949e+06  0.000000   75.763809   71.826781   
 12419    28680.24     3.920640e+07  0.000000   63.492053   59.432095   
 12420         NaN     2.723500e+06       NaN   89.043688   85.912301   
 12421         NaN     2.437080e+07       NaN   41.567471   34.464782   
 12422    15000.23     5.079650e+06  0.000000  163.943339  161.734281   
 12423  3065198.43     9.048580e+08  0.614675   42.643862   33.065059   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000167  0.107886  20040225  
 1     -0.000006  0.106721  20040225  
 2     -0.064580  0.108491  20040225  
 3     -0.032470  0.321958  20040225  
 4     -0.058456  0.261687  20040225  
 5      0.020996  0.268039  20040225  
 6     -0.001682 -0.002614  20040225  
 7      0.113824  0.180743  20040225  
 8      0.646053  1.103774  20040225  
 9      0.046473  0.250762  20040225  
 10    -0.007883  0.568618  20040225  
 11     0.557586  0.852267  20040225  
 12     0.139489  0.487760  20040225  
 13     0.271332  0.485919  20040225  
 14    -0.000006  0.053402  20040225  
 15    -0.116850  0.147528  20040225  
 16     0.424747  0.699418  20040225  
 17     0.370842  0.420609  20040225  
 18     0.089951  0.502630  20040225  
 19     0.140197  0.265677  20040225  
 20     0.016772  0.341912  20040225  
 21    -0.154406  0.081206  20040225  
 22     0.789626  0.986999  20040225  
 23     0.043700  0.454606  20040225  
 24     0.008911  0.306880  20040225  
 25     0.376972  0.666749  20040225  
 26     0.013146  0.230345  20040225  
 27     0.298374  0.649744  20040225  
 28     0.364536  0.621982  20040225  
 29    -0.028633  0.277664  20040225  
 ...         ...       ...       ...  
 12394 -0.000006 -0.024502  20040225  
 12395  0.348319  0.687332  20040225  
 12396  0.758425  1.114951  20040225  
 12397  0.989251  1.162330  20040225  
 12398  0.662860  1.082496  20040225  
 12399  0.639817  1.107863  20040225  
 12400  1.002246  1.266392  20040225  
 12401  0.859747  1.148955  20040225  
 12402  0.747984  0.966217  20040225  
 12403  1.064740  1.328698  20040225  
 12404  0.470717  0.832092  20040225  
 12405  1.035126  1.190545  20040225  
 12406  0.345662  0.291490  20040225  
 12407  0.288778  0.640462  20040225  
 12408  0.350642  0.617435  20040225  
 12409  0.556638  0.934188  20040225  
 12410  0.714294  1.092040  20040225  
 12411  0.283427  0.370206  20040225  
 12412  1.007191  1.165435  20040225  
 12413  0.890522  1.216261  20040225  
 12414  0.201457  0.519304  20040225  
 12415  1.170732  1.470376  20040225  
 12416  0.962009  1.305551  20040225  
 12417  0.180433  0.525328  20040225  
 12418  0.281968  0.499435  20040225  
 12419  0.822003  1.035664  20040225  
 12420  0.835883  1.063162  20040225  
 12421  0.763471  0.972651  20040225  
 12422  1.140908  1.263449  20040225  
 12423  0.991053  1.285298  20040225  
 
 [12424 rows x 92 columns],
 '20040226':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.418             0.00               0.0   
 1      USA0011            -0.475             0.00               0.0   
 2      USA0031            -0.151             0.00               0.0   
 3      USA0062             2.351             0.43               0.0   
 4      USA00E2             0.223             0.00               0.0   
 5      USA00F1             0.006             0.00               0.0   
 6      USA00G2            -0.212             0.00               0.0   
 7      USA00H1             0.284             0.00               0.0   
 8      USA00I1             0.606             0.00               0.0   
 9      USA00J1             0.424             0.00               0.0   
 10     USA00K1             0.568             0.00               0.0   
 11     USA00P1             0.770             0.00               0.0   
 12     USA00R1             0.784             0.00               0.0   
 13     USA00S1             1.052             0.00               0.0   
 14     USA00V1            -0.391             0.00               0.0   
 15     USA0131             1.371             1.00               0.0   
 16     USA0161            -2.392             1.00               0.0   
 17     USA01I1            -0.134             0.00               0.0   
 18     USA01J2            -0.273             0.00               0.0   
 19     USA01L1             0.615             0.00               0.0   
 20     USA01P1             0.571             0.00               0.0   
 21     USA01Q1             1.831             0.00               0.0   
 22     USA0202             0.854             0.00               0.0   
 23     USA0231             0.320             0.00               0.0   
 24     USA0281            -0.581             0.00               0.0   
 25     USA0291             0.275             0.00               0.0   
 26     USA02A1            -0.132             0.00               0.0   
 27     USA02B1             0.146             0.00               0.0   
 28     USA02H1             0.223             0.00               0.0   
 29     USA02P1            -0.222             0.00               0.0   
 ...        ...               ...              ...               ...   
 12393  USAZY41            -0.308             0.00               0.0   
 12394  USAZY51            -2.815             0.00               0.0   
 12395  USAZY61             1.486             0.00               0.0   
 12396  USAZY71             0.656             0.00               0.0   
 12397  USAZYI1             0.399             0.00               0.0   
 12398  USAZYJ1             0.808             0.00               0.0   
 12399  USAZYK1             0.793             0.00               0.0   
 12400  USAZYM1             0.653             0.00               0.0   
 12401  USAZYR1            -2.649             0.00               0.0   
 12402  USAZYS1             0.583             0.00               0.0   
 12403  USAZYT1            -0.838             0.00               0.0   
 12404  USAZYV1            -2.869             0.00               0.0   
 12405  USAZYX1            -0.701             0.00               0.0   
 12406  USAZZ41            -2.352             0.00               0.0   
 12407  USAZZ51             0.537             0.00               0.0   
 12408  USAZZ61             0.261             0.00               0.0   
 12409  USAZZ71             2.757             0.00               0.0   
 12410  USAZZ81             0.619             0.00               0.0   
 12411  USAZZ91             1.700             0.00               0.0   
 12412  USAZZA1             0.518             0.00               0.0   
 12413  USAZZB1             0.369             0.00               0.0   
 12414  USAZZD1             0.840             0.00               0.0   
 12415  USAZZF1            -1.733             0.00               0.0   
 12416  USAZZI1             0.326             0.00               0.0   
 12417  USAZZJ1             1.139             0.00               0.0   
 12418  USAZZL1             2.757             0.00               0.0   
 12419  USAZZP1             0.870             0.00               0.0   
 12420  USAZZR1             0.765             0.00               0.0   
 12421  USAZZX1             2.757             0.00               0.0   
 12422  USAZZY1             1.596             0.00               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12393               0.0              0.0           0.0            0.0   
 12394               0.0              0.0           0.0            0.0   
 12395               0.0              0.0           0.0            0.0   
 12396               0.0              0.0           0.0            0.0   
 12397               0.0              0.0           0.0            0.0   
 12398               0.0              0.0           0.0            0.0   
 12399               0.0              0.0           0.0            0.0   
 12400               0.0              0.0           0.0            0.0   
 12401               0.0              0.0           0.0            0.0   
 12402               0.0              0.0           0.0            0.0   
 12403               0.0              0.0           0.0            0.0   
 12404               0.0              0.0           0.0            0.0   
 12405               0.0              0.0           0.0            0.0   
 12406               0.0              0.0           0.0            0.0   
 12407               0.0              0.0           0.0            0.0   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.997           0.000  ...           NaN          NaN   
 1            -1.997           0.000  ...           NaN          NaN   
 2            -2.128           0.000  ...           NaN       5900.0   
 3            -2.085           0.000  ...           NaN        507.0   
 4            -2.119           0.000  ...           NaN       5660.0   
 5            -1.955           0.000  ...           NaN          NaN   
 6            -2.001           0.000  ...           NaN        472.0   
 7            -1.769           0.000  ...           NaN          NaN   
 8            -0.703           0.000  ...           NaN          NaN   
 9            -1.904           0.862  ...           NaN          NaN   
 10           -2.015           0.000  ...           NaN          NaN   
 11           -0.879           0.000  ...           NaN          NaN   
 12           -1.720           0.000  ...           NaN          NaN   
 13           -1.458           0.000  ...           NaN      61040.0   
 14           -1.997           0.000  ...           NaN          NaN   
 15           -2.256           0.000  ...           NaN        360.0   
 16           -1.120           0.000  ...           NaN        900.0   
 17           -1.254           0.000  ...           NaN       5250.0   
 18           -1.807           0.000  ...           NaN        585.0   
 19           -1.717           0.000  ...           NaN          NaN   
 20           -1.977           0.000  ...           NaN          NaN   
 21           -2.322           1.000  ...           NaN        592.0   
 22           -0.413           0.000  ...           NaN          NaN   
 23           -1.910           0.000  ...           NaN      37750.0   
 24           -1.980           0.000  ...           NaN        560.0   
 25           -1.241           0.000  ...           NaN          NaN   
 26           -1.971           0.000  ...           NaN          NaN   
 27           -1.400           0.000  ...           NaN          NaN   
 28           -1.266           0.000  ...           NaN       4080.0   
 29           -2.050           0.000  ...           NaN        620.0   
 ...             ...             ...  ...           ...          ...   
 12393        -1.997           0.000  ...           NaN          NaN   
 12394        -1.269           0.000  ...           NaN      22600.0   
 12395        -0.474           0.000  ...           NaN          NaN   
 12396        -0.011           0.000  ...           NaN        600.0   
 12397        -0.668           0.000  ...           NaN      15460.0   
 12398        -0.715           0.000  ...           NaN          NaN   
 12399         0.021           0.000  ...           NaN      10000.0   
 12400        -0.270           0.000  ...           NaN          NaN   
 12401        -0.441           0.000  ...           NaN    1393396.0   
 12402         0.142           0.000  ...           NaN          NaN   
 12403        -1.003           0.000  ...           NaN      50050.0   
 12404         0.135           0.000  ...           NaN     213070.0   
 12405        -1.304           0.000  ...           NaN        700.0   
 12406        -1.407           0.000  ...           NaN      58000.0   
 12407        -1.300           0.000  ...           NaN          NaN   
 12408        -0.882           0.000  ...           NaN      30300.0   
 12409        -0.601           0.000  ...           NaN      82500.0   
 12410        -1.438           1.000  ...           NaN      16300.0   
 12411         0.028           0.000  ...           NaN          NaN   
 12412        -0.210           0.000  ...           NaN          NaN   
 12413        -1.593           0.000  ...           NaN          NaN   
 12414         0.355           0.000  ...           NaN      43000.0   
 12415        -0.060           0.000  ...           NaN      64925.0   
 12416        -1.643           1.000  ...           NaN     233866.0   
 12417        -1.428           0.000  ...           NaN          0.0   
 12418        -0.363           0.000  ...           NaN       8300.0   
 12419        -0.328           1.000  ...           NaN          NaN   
 12420        -0.469           0.000  ...           NaN          NaN   
 12421         0.215           0.000  ...           NaN    2193462.0   
 12422         0.001           0.000  ...           NaN      62000.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.672625e+10  0.186916   16.272440   11.673637   
 1             NaN     5.546544e+09  0.000000   18.553680   13.406587   
 2             NaN     6.726816e+10  2.274838   22.242828   18.996355   
 3             NaN     3.005030e+10  2.076412   25.810963   23.342418   
 4             NaN     5.404912e+10  2.246642   28.417131   25.480431   
 5             NaN     1.941527e+11  0.374370   16.069728   12.342758   
 6             NaN     1.587940e+10  4.881809   22.351962   15.659252   
 7             NaN     8.306176e+10  0.000000   23.448401   18.943977   
 8             NaN     1.856746e+10  0.083595   33.857470   26.546869   
 9             NaN     4.395913e+10  1.735016   22.091056   19.481304   
 10            NaN     3.615673e+10  0.000000   36.187964   28.776618   
 11            NaN     2.493750e+10  1.309942   25.542995   21.942002   
 12            NaN     6.970644e+09  2.380952   17.126509   13.126859   
 13            NaN     1.655845e+10  1.326595   26.918763   24.702653   
 14            NaN     1.232623e+10  1.331558   14.814905   11.131293   
 15            NaN     3.395891e+10  1.628743   32.226596   29.012643   
 16            NaN     3.395891e+10  1.628743   33.410448   29.708597   
 17            NaN     2.892984e+10  0.187178   21.965464   19.781938   
 18            NaN     2.689651e+10  1.894279   25.310234   22.203078   
 19            NaN     9.416924e+10  3.381587   24.632956   21.317168   
 20            NaN     1.623063e+11  0.000000   38.258014   35.019196   
 21            NaN     1.224712e+11  1.787165   22.924965   19.966684   
 22            NaN     1.633928e+10  0.000000   31.245272   26.475013   
 23            NaN     8.537151e+10  0.000000   25.133748   22.078933   
 24            NaN     4.488512e+10  3.189066   21.300632   17.666612   
 25            NaN     3.427370e+10  0.000000   23.922768   20.362627   
 26            NaN     8.200208e+09  1.759944   12.185964    8.983630   
 27            NaN     8.200208e+09  1.759944   37.330769   35.272657   
 28            NaN     7.318251e+10  2.697795   25.956175   23.128694   
 29            NaN     3.273158e+11  2.378828   22.624060   19.768428   
 ...           ...              ...       ...         ...         ...   
 12393         NaN     5.056250e+06       NaN   22.169093   15.712841   
 12394     1785.33     5.830730e+06  0.000000   79.538835   76.920145   
 12395         NaN     2.678160e+06  0.000000   75.527102   72.219766   
 12396      405.82     6.130000e+05  0.000000   98.896527   95.725154   
 12397     9207.50     6.336600e+06  0.000000   82.892692   79.786003   
 12398         NaN     2.345460e+07       NaN   79.723093   76.522478   
 12399       13.82     6.832300e+04       NaN   79.126625   75.521485   
 12400         NaN     1.513400e+06       NaN   83.171925   79.880823   
 12401   364573.94     3.045125e+07  0.000000  124.342547  121.983974   
 12402         NaN     5.030700e+01  0.000000   43.890923   35.309121   
 12403    33685.88     2.516850e+07  0.000000   83.932047   81.557145   
 12404    15074.36     2.696000e+06  0.000000  149.223357  147.030362   
 12405    27350.95     4.387240e+07  0.000000   30.149673   26.124031   
 12406    26952.24     6.297888e+06       NaN   76.796072   74.241263   
 12407         NaN     7.414000e+05       NaN   37.522234   30.954501   
 12408     3931.64     5.004900e+06  0.000000  138.498013  136.678706   
 12409     2930.05     1.133274e+07  0.000000   78.271842   74.579437   
 12410  1448958.67     3.196008e+10  4.745098   22.702741   19.940409   
 12411         NaN     1.352860e+06  0.000000   47.648353   38.620407   
 12412         NaN     1.413230e+06       NaN  101.318267   98.319033   
 12413         NaN     1.251480e+06  0.000000   32.535487   26.042617   
 12414     1409.21     2.591100e+05       NaN   89.184896   85.519483   
 12415     7418.70     1.071490e+07       NaN  106.044783  102.910285   
 12416      596.15     7.035000e+05  0.000000  156.031044  154.754399   
 12417         NaN     1.002871e+07  0.000000   74.674519   70.676999   
 12418    28881.60     3.757280e+07  0.000000   63.259822   59.116308   
 12419         NaN     2.723500e+06       NaN   87.012542   83.918215   
 12420         NaN     2.437080e+07       NaN   40.888693   33.883589   
 12421    17867.72     3.250976e+06  0.000000  164.281362  162.159955   
 12422  3105566.71     9.141304e+08  0.614675   42.639536   32.928985   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000169  0.107239  20040226  
 1     -0.000007  0.090941  20040226  
 2     -0.064984  0.102026  20040226  
 3     -0.043515  0.360770  20040226  
 4     -0.060758  0.263055  20040226  
 5      0.020814  0.270431  20040226  
 6     -0.001847 -0.003824  20040226  
 7      0.113853  0.181433  20040226  
 8      0.644845  1.097525  20040226  
 9      0.046491  0.263035  20040226  
 10    -0.008839  0.579848  20040226  
 11     0.556773  0.894266  20040226  
 12     0.137982  0.508090  20040226  
 13     0.268401  0.497066  20040226  
 14    -0.000007  0.046072  20040226  
 15    -0.128822  0.158634  20040226  
 16     0.436777  0.616386  20040226  
 17     0.370393  0.417777  20040226  
 18     0.094519  0.500862  20040226  
 19     0.139455  0.279847  20040226  
 20     0.010103  0.344459  20040226  
 21    -0.161646  0.120554  20040226  
 22     0.788921  0.988191  20040226  
 23     0.043283  0.431925  20040226  
 24     0.008377  0.321175  20040226  
 25     0.376499  0.661278  20040226  
 26     0.013131  0.228619  20040226  
 27     0.297615  0.651645  20040226  
 28     0.364065  0.616439  20040226  
 29    -0.026452  0.277230  20040226  
 ...         ...       ...       ...  
 12393 -0.000007 -0.021585  20040226  
 12394  0.362545  0.666392  20040226  
 12395  0.758480  1.142841  20040226  
 12396  0.989393  1.163393  20040226  
 12397  0.662066  1.019492  20040226  
 12398  0.638771  1.114310  20040226  
 12399  1.005004  1.282817  20040226  
 12400  0.860101  1.137165  20040226  
 12401  0.775165  0.928155  20040226  
 12402  1.065487  1.346122  20040226  
 12403  0.495012  0.837776  20040226  
 12404  1.061897  1.206520  20040226  
 12405  0.345440  0.257119  20040226  
 12406  0.293762  0.553447  20040226  
 12407  0.347215  0.622750  20040226  
 12408  0.555499  0.928978  20040226  
 12409  0.695210  1.121255  20040226  
 12410  0.278460  0.386884  20040226  
 12411  1.008478  1.188413  20040226  
 12412  0.890282  1.235691  20040226  
 12413  0.201295  0.524621  20040226  
 12414  1.171766  1.474322  20040226  
 12415  0.964863  1.251023  20040226  
 12416  0.176532  0.566407  20040226  
 12417  0.283550  0.537852  20040226  
 12418  0.814096  1.089246  20040226  
 12419  0.831429  1.051421  20040226  
 12420  0.761196  0.983764  20040226  
 12421  1.101685  1.361669  20040226  
 12422  0.995183  1.315479  20040226  
 
 [12423 rows x 92 columns],
 '20040227':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.206            0.000               0.0   
 1      USA0011             0.336            0.000               0.0   
 2      USA0031            -0.020            0.000               0.0   
 3      USA0062             0.641            0.429               0.0   
 4      USA00E2            -0.032            0.000               0.0   
 5      USA00F1            -0.153            0.000               0.0   
 6      USA00G2             0.216            0.000               0.0   
 7      USA00H1            -0.035            0.000               0.0   
 8      USA00I1            -0.141            0.000               0.0   
 9      USA00J1             0.297            0.000               0.0   
 10     USA00K1             1.496            0.000               0.0   
 11     USA00P1             0.291            0.000               0.0   
 12     USA00R1             0.409            0.000               0.0   
 13     USA00S1            -0.398            0.000               0.0   
 14     USA00V1            -0.213            0.000               0.0   
 15     USA0131             0.778            1.000               0.0   
 16     USA0161             1.036            1.000               0.0   
 17     USA01I1             0.228            0.000               0.0   
 18     USA01J2             0.037            0.000               0.0   
 19     USA01L1             0.584            0.000               0.0   
 20     USA01P1             0.560            0.000               0.0   
 21     USA01Q1             0.342            0.000               0.0   
 22     USA0202             0.510            0.000               0.0   
 23     USA0231            -0.047            0.000               0.0   
 24     USA0281             0.330            0.000               0.0   
 25     USA0291             0.114            0.000               0.0   
 26     USA02A1             0.007            0.000               0.0   
 27     USA02B1             2.164            0.000               0.0   
 28     USA02H1             0.443            0.000               0.0   
 29     USA02P1             0.272            0.000               0.0   
 ...        ...               ...              ...               ...   
 12420  USAZY41            -0.467            0.000               0.0   
 12421  USAZY51             0.337            0.000               0.0   
 12422  USAZY61             0.633            0.000               0.0   
 12423  USAZY71             2.843            0.000               0.0   
 12424  USAZYI1             0.706            0.000               0.0   
 12425  USAZYJ1             2.843            0.000               0.0   
 12426  USAZYK1            -0.441            0.000               0.0   
 12427  USAZYM1             0.185            0.000               0.0   
 12428  USAZYR1            -1.330            0.000               0.0   
 12429  USAZYS1             0.270            0.000               0.0   
 12430  USAZYT1            -0.808            0.000               0.0   
 12431  USAZYV1             2.843            0.000               0.0   
 12432  USAZYX1             0.528            0.000               0.0   
 12433  USAZZ41             2.843            0.000               0.0   
 12434  USAZZ51             0.681            0.000               0.0   
 12435  USAZZ61             0.504            0.000               0.0   
 12436  USAZZ71             2.843            0.000               0.0   
 12437  USAZZ81            -0.011            0.000               0.0   
 12438  USAZZ91             0.475            0.000               0.0   
 12439  USAZZA1             0.253            0.000               0.0   
 12440  USAZZB1            -0.177            0.000               0.0   
 12441  USAZZD1             0.225            0.000               0.0   
 12442  USAZZF1             0.421            0.000               0.0   
 12443  USAZZI1             0.453            0.000               0.0   
 12444  USAZZJ1            -2.277            0.000               0.0   
 12445  USAZZL1            -2.795            0.000               0.0   
 12446  USAZZP1             0.140            0.000               0.0   
 12447  USAZZR1             2.843            0.000               0.0   
 12448  USAZZX1            -2.598            0.000               0.0   
 12449  USAZZY1             2.071            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 12431               0.0              0.0           0.0            0.0   
 12432               0.0              0.0           0.0            0.0   
 12433               0.0              0.0           0.0            0.0   
 12434               0.0              0.0           0.0            0.0   
 12435               0.0              0.0           0.0            0.0   
 12436               0.0              0.0           0.0            0.0   
 12437               0.0              0.0           0.0            0.0   
 12438               0.0              0.0           0.0            0.0   
 12439               0.0              0.0           0.0            0.0   
 12440               0.0              0.0           0.0            0.0   
 12441               0.0              0.0           0.0            0.0   
 12442               0.0              0.0           0.0            0.0   
 12443               0.0              0.0           0.0            0.0   
 12444               0.0              0.0           0.0            0.0   
 12445               0.0              0.0           0.0            0.0   
 12446               0.0              0.0           0.0            0.0   
 12447               0.0              0.0           0.0            0.0   
 12448               0.0              0.0           0.0            0.0   
 12449               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.995           0.000  ...           NaN          0.0   
 1            -1.995           0.000  ...           NaN          0.0   
 2            -2.125           0.000  ...           NaN       5900.0   
 3            -2.084           0.000  ...           NaN      19000.0   
 4            -2.118           0.000  ...           NaN       5660.0   
 5            -1.953           0.000  ...           NaN          0.0   
 6            -1.998           0.000  ...           NaN        400.0   
 7            -1.766           0.000  ...           NaN          0.0   
 8            -0.699           0.000  ...           NaN      17280.0   
 9            -1.902           0.861  ...           NaN          0.0   
 10           -2.006           0.000  ...           NaN       2000.0   
 11           -0.876           0.000  ...           NaN       5789.0   
 12           -1.724           0.000  ...           NaN          NaN   
 13           -1.458           0.000  ...           NaN      21228.0   
 14           -1.995           0.000  ...           NaN          NaN   
 15           -2.254           0.000  ...           NaN       1671.0   
 16           -1.117           0.000  ...           NaN        775.0   
 17           -1.250           0.000  ...           NaN       5250.0   
 18           -1.806           0.000  ...           NaN       1650.0   
 19           -1.714           0.000  ...           NaN     108480.0   
 20           -1.975           0.000  ...           NaN      47600.0   
 21           -2.320           1.000  ...           NaN      14885.0   
 22           -0.409           0.000  ...           NaN          NaN   
 23           -1.908           0.000  ...           NaN      37750.0   
 24           -1.978           0.000  ...           NaN          NaN   
 25           -1.238           0.000  ...           NaN          0.0   
 26           -1.968           0.000  ...           NaN          0.0   
 27           -1.394           0.000  ...           NaN        150.0   
 28           -1.267           0.000  ...           NaN       4080.0   
 29           -2.048           0.000  ...           NaN        620.0   
 ...             ...             ...  ...           ...          ...   
 12420        -1.995           0.000  ...           NaN          NaN   
 12421        -1.267           0.000  ...           NaN          NaN   
 12422        -0.472           0.000  ...           NaN          NaN   
 12423        -0.003           0.000  ...           NaN      14800.0   
 12424        -0.665           0.000  ...           NaN      11000.0   
 12425        -0.709           0.000  ...           NaN       2219.0   
 12426         0.023           0.000  ...           NaN       2140.0   
 12427        -0.267           0.000  ...           NaN          NaN   
 12428        -0.420           0.000  ...           NaN    1655503.0   
 12429         0.145           0.000  ...           NaN          NaN   
 12430        -1.015           0.000  ...           NaN      76600.0   
 12431         0.136           0.000  ...           NaN     148155.0   
 12432        -1.298           0.000  ...           NaN       3800.0   
 12433        -1.395           0.000  ...           NaN      48000.0   
 12434        -1.297           0.000  ...           NaN          NaN   
 12435        -0.891           0.000  ...           NaN      10700.0   
 12436        -0.577           0.000  ...           NaN     121500.0   
 12437        -1.439           1.000  ...           NaN      34100.0   
 12438         0.031           0.000  ...           NaN          NaN   
 12439        -0.207           0.000  ...           NaN          NaN   
 12440        -1.591           0.000  ...           NaN          NaN   
 12441         0.358           0.000  ...           NaN     455280.0   
 12442        -0.057           0.000  ...           NaN      45000.0   
 12443        -1.642           1.000  ...           NaN          NaN   
 12444        -1.428           0.000  ...           NaN          0.0   
 12445        -0.362           0.000  ...           NaN       1000.0   
 12446        -0.331           1.000  ...           NaN          NaN   
 12447        -0.104           0.000  ...           NaN          NaN   
 12448         0.197           0.000  ...           NaN     908452.0   
 12449         0.004           0.000  ...           NaN     110500.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.706580e+10  0.175009   16.491103   11.736435   
 1             NaN     5.614714e+09  0.000000   18.789291   13.514498   
 2             NaN     6.687753e+10  2.429907   22.407033   19.095737   
 3             NaN     3.014491e+10  2.139800   25.825602   23.494839   
 4             NaN     5.258473e+10  2.329114   28.569425   25.581275   
 5             NaN     1.930570e+11  0.351351   16.246441   12.408007   
 6             NaN     1.578484e+10  4.742886   22.579716   15.782126   
 7             NaN     8.200332e+10  0.000000   23.655059   19.044591   
 8             NaN     1.832871e+10  0.320641   34.137169   26.710839   
 9             NaN     4.400047e+10  1.653514   22.249151   19.587816   
 10            NaN     3.532516e+10  0.000000   36.897414   29.297809   
 11            NaN     2.525279e+10  1.319199   25.616138   22.069466   
 12            NaN     7.000471e+09  2.335490   17.348353   13.298574   
 13            NaN     1.667655e+10  1.586402   27.043927   24.869926   
 14            NaN     1.235416e+10  1.233299   15.020647   11.224158   
 15            NaN     3.470306e+10  1.567904   32.573146   29.281176   
 16            NaN     3.470306e+10  1.567904   33.542425   29.965453   
 17            NaN     2.912182e+10  0.183964   22.087691   19.895689   
 18            NaN     2.613740e+10  1.953795   25.530927   22.332214   
 19            NaN     9.442574e+10  3.305037   25.024585   21.591937   
 20            NaN     1.606373e+11  0.000000   38.775875   35.490769   
 21            NaN     1.227907e+11  2.001601   22.990866   20.091309   
 22            NaN     1.623579e+10  0.000000   31.450791   26.672587   
 23            NaN     8.370510e+10  0.000000   25.279324   22.204007   
 24            NaN     4.492498e+10  3.104901   21.471382   17.785431   
 25            NaN     3.449047e+10  0.000000   24.069372   20.471718   
 26            NaN     8.177287e+09  1.751927   12.302848    9.025659   
 27            NaN     8.177287e+09  1.751927   38.187113   35.966155   
 28            NaN     7.293906e+10  2.777036   26.208868   23.302778   
 29            NaN     3.258130e+11  2.460025   22.832095   19.895218   
 ...           ...              ...       ...         ...         ...   
 12420         NaN     5.056250e+06       NaN   22.574305   15.911495   
 12421         NaN     5.830730e+06  0.000000   80.786058   78.156845   
 12422         NaN     2.678160e+06  0.000000   75.625519   72.279407   
 12423      419.05     4.904000e+05  0.000000   99.360535   96.039650   
 12424     9401.86     6.336600e+06  0.000000   82.271410   78.918712   
 12425       84.61     2.165040e+07       NaN   79.840558   76.501853   
 12426       13.67     6.832300e+04       NaN   79.042138   75.372702   
 12427         NaN     1.513400e+06       NaN   84.221609   80.924637   
 12428   404806.58     3.134688e+07  0.000000  125.453604  123.097236   
 12429         NaN     5.030700e+01  0.000000   44.137366   35.473845   
 12430    30888.68     2.566200e+07  0.000000   84.619947   82.204949   
 12431    14638.54     2.426400e+06  0.000000  151.006144  148.805133   
 12432    29259.14     4.340512e+07  1.196172   30.417772   26.312391   
 12433    25129.97     5.865680e+06       NaN   77.682468   75.112063   
 12434         NaN     7.414000e+05       NaN   37.883289   31.182777   
 12435     3670.27     5.004900e+06  0.000000  139.813313  137.986391   
 12436     3758.45     8.946900e+06  0.000000   81.776054   78.144654   
 12437  1467706.67     3.216110e+10  4.416058   22.805691   20.067485   
 12438         NaN     1.352860e+06       NaN   47.968722   38.855271   
 12439         NaN     1.413230e+06       NaN  102.683524   99.697965   
 12440         NaN     1.251480e+06  0.000000   32.931070   26.208267   
 12441     1450.27     2.591100e+05       NaN   90.474420   86.846536   
 12442     7705.06     1.071490e+07       NaN  105.403582  102.177268   
 12443         NaN     7.035000e+05  0.000000  156.643803  155.379315   
 12444         NaN     1.072021e+07  0.000000   75.684089   71.603396   
 12445    28599.79     4.124840e+07  0.000000   65.500686   61.531891   
 12446         NaN     2.723500e+06       NaN   86.913170   83.751117   
 12447         NaN     8.280000e+04       NaN   56.633548   50.835349   
 12448    19512.60     4.063720e+06  0.000000  166.949541  164.863319   
 12449  3158602.76     9.096540e+08  0.562390   43.638050   33.700453   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000168  0.114636  20040227  
 1     -0.000006  0.105809  20040227  
 2     -0.065068  0.099537  20040227  
 3     -0.044291  0.348659  20040227  
 4     -0.061193  0.255455  20040227  
 5      0.020742  0.270072  20040227  
 6     -0.001793  0.013309  20040227  
 7      0.113905  0.171978  20040227  
 8      0.645610  1.101025  20040227  
 9      0.046443  0.260991  20040227  
 10    -0.005663  0.616249  20040227  
 11     0.557197  0.883912  20040227  
 12     0.134688  0.505397  20040227  
 13     0.267240  0.470135  20040227  
 14    -0.000006  0.047745  20040227  
 15    -0.129183  0.163244  20040227  
 16     0.437353  0.667078  20040227  
 17     0.371094  0.423444  20040227  
 18     0.094245  0.509019  20040227  
 19     0.139884  0.286921  20040227  
 20     0.010021  0.344660  20040227  
 21    -0.161766  0.103711  20040227  
 22     0.789722  0.990081  20040227  
 23     0.043106  0.423780  20040227  
 24     0.008331  0.332485  20040227  
 25     0.376905  0.662246  20040227  
 26     0.013155  0.234022  20040227  
 27     0.299391  0.712903  20040227  
 28     0.362638  0.618656  20040227  
 29    -0.026385  0.283270  20040227  
 ...         ...       ...       ...  
 12420 -0.000006 -0.023565  20040227  
 12421  0.362246  0.739657  20040227  
 12422  0.758372  1.133500  20040227  
 12423  0.992091  1.219960  20040227  
 12424  0.662219  1.062840  20040227  
 12425  0.640583  1.164796  20040227  
 12426  1.004957  1.267712  20040227  
 12427  0.860345  1.128689  20040227  
 12428  0.784121  0.964473  20040227  
 12429  1.065775  1.347648  20040227  
 12430  0.488169  0.820581  20040227  
 12431  1.061505  1.334015  20040227  
 12432  0.347112  0.283084  20040227  
 12433  0.298986  0.667656  20040227  
 12434  0.347739  0.636016  20040227  
 12435  0.549666  0.925118  20040227  
 12436  0.706397  1.137203  20040227  
 12437  0.276894  0.371626  20040227  
 12438  1.009108  1.178842  20040227  
 12439  0.890465  1.208288  20040227  
 12440  0.201048  0.514191  20040227  
 12441  1.171974  1.461376  20040227  
 12442  0.965265  1.269996  20040227  
 12443  0.175531  0.527798  20040227  
 12444  0.282310  0.475744  20040227  
 12445  0.813307  1.006466  20040227  
 12446  0.828662  1.026474  20040227  
 12447  0.941592  1.233984  20040227  
 12448  1.091726  1.214651  20040227  
 12449  0.995682  1.345946  20040227  
 
 [12450 rows x 92 columns],
 '20040301':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.041            0.000               0.0   
 1      USA0011            -0.119            0.000               0.0   
 2      USA0031             2.048            0.000               0.0   
 3      USA0062             0.050            0.429               0.0   
 4      USA00E2             0.085            0.000               0.0   
 5      USA00F1            -0.303            0.000               0.0   
 6      USA00G2             0.458            0.000               0.0   
 7      USA00H1            -0.689            0.000               0.0   
 8      USA00I1             0.475            0.000               0.0   
 9      USA00J1             0.448            0.000               0.0   
 10     USA00K1            -0.143            0.000               0.0   
 11     USA00P1             0.115            0.000               0.0   
 12     USA00R1             0.532            0.000               0.0   
 13     USA00S1             0.635            0.000               0.0   
 14     USA00V1            -0.013            0.000               0.0   
 15     USA0131            -0.129            1.000               0.0   
 16     USA0161            -0.663            1.000               0.0   
 17     USA01I1            -0.264            0.000               0.0   
 18     USA01J2             0.307            0.000               0.0   
 19     USA01L1             0.932            0.000               0.0   
 20     USA01P1            -0.854            0.000               0.0   
 21     USA01Q1             0.236            0.000               0.0   
 22     USA0202             0.056            0.000               0.0   
 23     USA0231             0.084            0.000               0.0   
 24     USA0281            -0.206            0.000               0.0   
 25     USA0291            -0.290            0.000               0.0   
 26     USA02A1             0.166            0.000               0.0   
 27     USA02B1            -0.163            0.000               0.0   
 28     USA02H1             0.199            0.000               0.0   
 29     USA02P1             0.125            0.000               0.0   
 ...        ...               ...              ...               ...   
 12411  USAZY41            -0.170            0.000               0.0   
 12412  USAZY51            -0.422            0.000               0.0   
 12413  USAZY61             0.752            0.000               0.0   
 12414  USAZY71            -2.809            0.000               0.0   
 12415  USAZYI1            -2.809            0.000               0.0   
 12416  USAZYJ1            -0.235            0.000               0.0   
 12417  USAZYK1             0.227            0.000               0.0   
 12418  USAZYM1             0.720            0.000               0.0   
 12419  USAZYR1            -2.809            0.000               0.0   
 12420  USAZYS1            -0.627            0.000               0.0   
 12421  USAZYT1            -2.809            0.000               0.0   
 12422  USAZYV1            -2.809            0.000               0.0   
 12423  USAZYX1             1.401            0.000               0.0   
 12424  USAZZ41             1.164            0.000               0.0   
 12425  USAZZ51             1.603            0.000               0.0   
 12426  USAZZ61            -1.121            0.000               0.0   
 12427  USAZZ71            -2.809            0.000               0.0   
 12428  USAZZ81            -1.020            0.000               0.0   
 12429  USAZZ91             1.142            0.000               0.0   
 12430  USAZZA1            -2.809            0.000               0.0   
 12431  USAZZB1            -0.611            0.000               0.0   
 12432  USAZZD1             0.425            0.000               0.0   
 12433  USAZZF1             2.250            0.000               0.0   
 12434  USAZZI1            -0.389            0.000               0.0   
 12435  USAZZJ1             2.816            0.000               0.0   
 12436  USAZZL1             0.327            0.000               0.0   
 12437  USAZZP1            -0.127            0.000               0.0   
 12438  USAZZR1            -0.011            0.000               0.0   
 12439  USAZZX1             1.109            0.000               0.0   
 12440  USAZZY1            -1.714            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 12431               0.0              0.0           0.0            0.0   
 12432               0.0              0.0           0.0            0.0   
 12433               0.0              0.0           0.0            0.0   
 12434               0.0              0.0           0.0            0.0   
 12435               0.0              0.0           0.0            0.0   
 12436               0.0              0.0           0.0            0.0   
 12437               0.0              0.0           0.0            0.0   
 12438               0.0              0.0           0.0            0.0   
 12439               0.0              0.0           0.0            0.0   
 12440               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.012           0.000  ...           NaN          NaN   
 1            -2.011           0.000  ...           NaN          NaN   
 2            -2.309           0.000  ...           NaN       4210.0   
 3            -2.105           0.000  ...           NaN          NaN   
 4            -2.136           0.000  ...           NaN       5660.0   
 5            -1.971           0.000  ...           NaN          NaN   
 6            -2.016           0.000  ...           NaN          NaN   
 7            -1.783           0.000  ...           NaN          NaN   
 8            -0.734           0.000  ...           NaN          NaN   
 9            -1.918           0.861  ...           NaN          NaN   
 10           -2.024           0.000  ...           NaN          NaN   
 11           -0.898           0.000  ...           NaN          NaN   
 12           -1.732           0.000  ...           NaN          NaN   
 13           -1.461           0.000  ...           NaN       1683.0   
 14           -2.011           0.000  ...           NaN          NaN   
 15           -2.275           0.000  ...           NaN          NaN   
 16           -1.118           0.000  ...           NaN        600.0   
 17           -1.280           0.000  ...           NaN       5250.0   
 18           -1.827           0.000  ...           NaN          NaN   
 19           -1.738           0.000  ...           NaN          NaN   
 20           -1.994           0.000  ...           NaN          NaN   
 21           -2.336           1.000  ...           NaN          NaN   
 22           -0.438           0.000  ...           NaN          NaN   
 23           -1.923           0.000  ...           NaN      37750.0   
 24           -1.995           0.000  ...           NaN          NaN   
 25           -1.262           0.000  ...           NaN          NaN   
 26           -1.985           0.000  ...           NaN          NaN   
 27           -1.408           0.000  ...           NaN          NaN   
 28           -1.284           0.000  ...           NaN       4080.0   
 29           -2.067           0.000  ...           NaN        620.0   
 ...             ...             ...  ...           ...          ...   
 12411        -2.011           0.000  ...           NaN          NaN   
 12412        -1.277           0.000  ...           NaN          NaN   
 12413        -0.476           0.000  ...           NaN          NaN   
 12414         0.116           0.000  ...           NaN      10600.0   
 12415        -0.648           0.000  ...           NaN      13285.0   
 12416        -0.722           0.000  ...           NaN          NaN   
 12417         0.020           0.000  ...           NaN       2000.0   
 12418        -0.273           0.000  ...           NaN          NaN   
 12419        -0.400           0.000  ...           NaN     760377.0   
 12420         0.133           0.000  ...           NaN          NaN   
 12421        -0.940           0.000  ...           NaN     119156.0   
 12422         0.154           0.000  ...           NaN      51019.0   
 12423        -1.388           0.000  ...           NaN       9500.0   
 12424        -1.448           0.000  ...           NaN      25580.0   
 12425        -1.388           0.000  ...           NaN       1200.0   
 12426        -0.907           0.000  ...           NaN      31961.0   
 12427        -0.275           0.000  ...           NaN       1000.0   
 12428        -1.401           1.000  ...           NaN      29700.0   
 12429         0.031           0.000  ...           NaN          NaN   
 12430        -0.030           0.000  ...           NaN      50400.0   
 12431        -1.605           0.000  ...           NaN          NaN   
 12432         0.352           0.000  ...           NaN     114000.0   
 12433        -0.101           0.000  ...           NaN      54624.0   
 12434        -1.652           1.000  ...           NaN          NaN   
 12435        -1.508           0.000  ...           NaN          0.0   
 12436        -0.383           0.000  ...           NaN          NaN   
 12437        -0.354           1.000  ...           NaN          NaN   
 12438        -0.109           0.000  ...           NaN          NaN   
 12439         0.165           0.000  ...           NaN     142050.0   
 12440         0.168           0.000  ...           NaN     143000.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.814440e+10  0.175009   16.721700   11.470284   
 1             NaN     5.597963e+09  0.000000   18.986336   13.192739   
 2             NaN     6.784952e+10  2.429907   24.018785   20.321439   
 3             NaN     3.043901e+10  2.139800   25.403939   22.912823   
 4             NaN     5.279275e+10  2.329114   28.250027   24.998501   
 5             NaN     1.932227e+11  0.351351   16.430343   12.301790   
 6             NaN     1.608971e+10  4.742886   22.937542   15.609523   
 7             NaN     8.280183e+10  0.000000   23.883308   18.785489   
 8             NaN     1.887600e+10  0.320641   33.895351   26.163210   
 9             NaN     4.382594e+10  1.653514   22.005762   19.090648   
 10            NaN     3.618999e+10  0.000000   36.691228   28.560460   
 11            NaN     2.529929e+10  1.319199   25.272921   21.585246   
 12            NaN     7.052392e+09  2.335490   17.327911   12.996357   
 13            NaN     1.691031e+10  1.586402   26.664534   24.297474   
 14            NaN     1.258271e+10  1.233299   15.127311   10.958785   
 15            NaN     3.502546e+10  1.567904   32.045434   28.436633   
 16            NaN     3.502546e+10  1.567904   33.113550   29.288374   
 17            NaN     2.843128e+10  0.183964   21.803309   19.436104   
 18            NaN     2.668194e+10  1.953795   25.206571   21.805829   
 19            NaN     9.649493e+10  3.305037   25.017884   21.167455   
 20            NaN     1.625046e+11  0.000000   38.331208   34.751625   
 21            NaN     1.216440e+11  2.001601   22.830527   19.603439   
 22            NaN     1.694096e+10  0.000000   31.004272   26.054509   
 23            NaN     8.593553e+10  0.000000   25.008408   21.682729   
 24            NaN     4.548293e+10  3.104901   21.348862   17.362730   
 25            NaN     3.437004e+10  0.000000   23.763902   19.986923   
 26            NaN     8.319240e+09  1.751927   12.413589    8.854216   
 27            NaN     8.319240e+09  1.751927   37.232486   34.956718   
 28            NaN     7.506125e+10  2.777036   25.780701   22.712305   
 29            NaN     3.292398e+11  2.460025   22.601648   19.386788   
 ...           ...              ...       ...         ...         ...   
 12411         NaN     5.056250e+06       NaN   22.765099   15.555419   
 12412         NaN     5.830730e+06  0.000000   79.552234   76.749664   
 12413         NaN     2.678160e+06  0.000000   73.394267   69.693688   
 12414      437.00     7.356000e+05  0.000000   95.093281   91.136050   
 12415     9715.13     6.547820e+06  0.000000   81.256068   77.563413   
 12416         NaN     2.165040e+07       NaN   76.763544   73.167590   
 12417       13.88     6.832300e+04       NaN   77.060521   73.142355   
 12418         NaN     1.513400e+06       NaN   82.611228   79.117038   
 12419   420790.89     3.292318e+07  0.000000  123.167077  120.539116   
 12420         NaN     5.030700e+01  0.000000   43.844531   34.615560   
 12421    31023.10     2.714250e+07  0.000000   83.549133   80.855441   
 12422    13812.07     2.561200e+06  0.000000  148.201658  145.811304   
 12423    32066.15     4.257440e+07  1.196172   30.495729   25.959201   
 12424    25530.29     5.742192e+06       NaN   74.474353   71.670846   
 12425        5.71     1.482800e+05       NaN   53.946835   49.155854   
 12426     3089.40     5.004900e+06  0.000000  137.111259  135.139459   
 12427     3946.95     1.192920e+07  0.000000   85.409599   81.522523   
 12428  1447723.00     3.304439e+10  4.416058   28.700608   26.403757   
 12429         NaN     1.352860e+06       NaN   47.740367   37.747972   
 12430     4686.86     1.956780e+06       NaN  103.315213   99.986569   
 12431         NaN     1.251480e+06  0.000000   32.890499   25.593395   
 12432     1531.81     2.591100e+05       NaN   88.917835   85.049339   
 12433     8383.20     1.033222e+07       NaN  102.875209   99.434066   
 12434         NaN     7.035000e+05  0.000000  153.378436  151.944563   
 12435         NaN     1.048404e+07  0.000000   74.911892   70.313160   
 12436         NaN     4.124840e+07  0.000000   64.255544   60.107160   
 12437         NaN     2.723500e+06       NaN   85.216975   81.816405   
 12438         NaN     8.280000e+04       NaN   55.791742   49.639651   
 12439    20671.63     3.962127e+06  0.000000  163.666798  161.502031   
 12440  3309161.25     9.326077e+08  0.562390   43.522339   33.076472   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000168  0.104574  20040301  
 1     -0.000005  0.093540  20040301  
 2     -0.147289  0.098058  20040301  
 3     -0.046477  0.327362  20040301  
 4     -0.061914  0.245846  20040301  
 5      0.019985  0.254713  20040301  
 6     -0.002296  0.020765  20040301  
 7      0.112929  0.141131  20040301  
 8      0.632134  1.098616  20040301  
 9      0.046206  0.256259  20040301  
 10    -0.006293  0.582437  20040301  
 11     0.550970  0.873684  20040301  
 12     0.138185  0.504635  20040301  
 13     0.272445  0.482937  20040301  
 14    -0.000005  0.043183  20040301  
 15    -0.130293  0.138042  20040301  
 16     0.442182  0.633748  20040301  
 17     0.362191  0.399797  20040301  
 18     0.091028  0.502570  20040301  
 19     0.135105  0.292818  20040301  
 20     0.008715  0.296018  20040301  
 21    -0.160558  0.092415  20040301  
 22     0.778799  0.965922  20040301  
 23     0.043539  0.416224  20040301  
 24     0.007991  0.315245  20040301  
 25     0.370784  0.641829  20040301  
 26     0.012849  0.224625  20040301  
 27     0.298851  0.666836  20040301  
 28     0.359774  0.601728  20040301  
 29    -0.027728  0.269910  20040301  
 ...         ...       ...       ...  
 12411 -0.000005 -0.025212  20040301  
 12412  0.363281  0.707732  20040301  
 12413  0.760022  1.144897  20040301  
 12414  1.053008  1.251380  20040301  
 12415  0.674595  0.988576  20040301  
 12416  0.638219  1.123815  20040301  
 12417  1.005314  1.271497  20040301  
 12418  0.860330  1.126387  20040301  
 12419  0.797601  0.932752  20040301  
 12420  1.061343  1.320222  20040301  
 12421  0.530044  0.798721  20040301  
 12422  1.071915  1.211532  20040301  
 12423  0.308403  0.284930  20040301  
 12424  0.278661  0.653946  20040301  
 12425  0.308421  0.642615  20040301  
 12426  0.546831  0.869147  20040301  
 12427  0.859424  1.147236  20040301  
 12428  0.302290  0.366571  20040301  
 12429  1.010859  1.207085  20040301  
 12430  0.980824  1.207444  20040301  
 12431  0.201060  0.499007  20040301  
 12432  1.169791  1.463655  20040301  
 12433  0.945800  1.309817  20040301  
 12434  0.177867  0.533194  20040301  
 12435  0.249373  0.525617  20040301  
 12436  0.806148  0.993236  20040301  
 12437  0.820234  1.014115  20040301  
 12438  0.941833  1.226346  20040301  
 12439  1.077420  1.289292  20040301  
 12440  1.078715  1.353495  20040301  
 
 [12441 rows x 92 columns],
 '20040302':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.200            0.000               0.0   
 1      USA0011             0.217            0.000               0.0   
 2      USA0031            -0.030            0.000               0.0   
 3      USA0062            -0.256            0.429               0.0   
 4      USA00E2             0.011            0.000               0.0   
 5      USA00F1             0.188            0.000               0.0   
 6      USA00G2             1.394            0.000               0.0   
 7      USA00H1             0.287            0.000               0.0   
 8      USA00I1            -0.176            0.000               0.0   
 9      USA00J1            -0.160            0.000               0.0   
 10     USA00K1             0.667            0.000               0.0   
 11     USA00P1            -0.058            0.000               0.0   
 12     USA00R1             0.256            0.000               0.0   
 13     USA00S1            -0.088            0.000               0.0   
 14     USA00V1             0.198            0.000               0.0   
 15     USA0131            -0.548            1.000               0.0   
 16     USA0161            -2.328            1.000               0.0   
 17     USA01I1            -0.411            0.000               0.0   
 18     USA01J2             0.382            0.000               0.0   
 19     USA01L1            -0.491            0.000               0.0   
 20     USA01P1            -0.248            0.000               0.0   
 21     USA01Q1            -0.184            0.000               0.0   
 22     USA0202            -0.157            0.000               0.0   
 23     USA0231             0.009            0.000               0.0   
 24     USA0281            -0.266            0.000               0.0   
 25     USA0291             0.081            0.000               0.0   
 26     USA02A1             0.301            0.000               0.0   
 27     USA02B1            -2.142            0.000               0.0   
 28     USA02H1            -0.552            0.000               0.0   
 29     USA02P1             0.265            0.000               0.0   
 ...        ...               ...              ...               ...   
 12408  USAZY41             0.137            0.000               0.0   
 12409  USAZY51            -0.016            0.000               0.0   
 12410  USAZY61             2.849            0.000               0.0   
 12411  USAZY71             2.546            0.000               0.0   
 12412  USAZYI1            -0.145            0.000               0.0   
 12413  USAZYJ1             2.849            0.000               0.0   
 12414  USAZYK1            -0.361            0.000               0.0   
 12415  USAZYM1            -0.562            0.000               0.0   
 12416  USAZYR1            -2.811            0.000               0.0   
 12417  USAZYS1            -0.282            0.000               0.0   
 12418  USAZYT1             0.890            0.000               0.0   
 12419  USAZYV1            -2.811            0.000               0.0   
 12420  USAZYX1             0.953            0.000               0.0   
 12421  USAZZ41             2.237            0.000               0.0   
 12422  USAZZ51            -0.505            0.000               0.0   
 12423  USAZZ61            -2.734            0.000               0.0   
 12424  USAZZ71            -0.479            0.000               0.0   
 12425  USAZZ81             0.111            0.000               0.0   
 12426  USAZZ91             0.455            0.000               0.0   
 12427  USAZZA1            -2.811            0.000               0.0   
 12428  USAZZB1             0.627            0.000               0.0   
 12429  USAZZD1            -0.392            0.000               0.0   
 12430  USAZZF1             2.849            0.000               0.0   
 12431  USAZZI1             0.032            0.000               0.0   
 12432  USAZZJ1             1.335            0.000               0.0   
 12433  USAZZL1            -0.352            0.000               0.0   
 12434  USAZZP1             0.295            0.000               0.0   
 12435  USAZZR1            -0.736            0.000               0.0   
 12436  USAZZX1             1.203            0.000               0.0   
 12437  USAZZY1            -0.881            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 12431               0.0              0.0           0.0            0.0   
 12432               0.0              0.0           0.0            0.0   
 12433               0.0              0.0           0.0            0.0   
 12434               0.0              0.0           0.0            0.0   
 12435               0.0              0.0           0.0            0.0   
 12436               0.0              0.0           0.0            0.0   
 12437               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.009           0.000  ...           NaN          NaN   
 1            -2.009           0.000  ...           NaN          NaN   
 2            -2.304           0.000  ...           NaN       4210.0   
 3            -2.097           0.000  ...           NaN          NaN   
 4            -2.132           0.000  ...           NaN       5660.0   
 5            -1.970           0.000  ...           NaN          NaN   
 6            -2.013           0.000  ...           NaN          NaN   
 7            -1.785           0.000  ...           NaN          NaN   
 8            -0.736           0.000  ...           NaN          NaN   
 9            -1.917           0.861  ...           NaN          NaN   
 10           -2.023           0.000  ...           NaN          NaN   
 11           -0.894           0.000  ...           NaN          NaN   
 12           -1.732           0.000  ...           NaN          NaN   
 13           -1.448           0.000  ...           NaN       7088.0   
 14           -2.009           0.000  ...           NaN          NaN   
 15           -2.266           0.000  ...           NaN          NaN   
 16           -1.192           0.000  ...           NaN       1060.0   
 17           -1.280           0.000  ...           NaN       5250.0   
 18           -1.825           0.000  ...           NaN          NaN   
 19           -1.735           0.000  ...           NaN          NaN   
 20           -1.990           0.000  ...           NaN          NaN   
 21           -2.328           1.000  ...           NaN          NaN   
 22           -0.440           0.000  ...           NaN          NaN   
 23           -1.922           0.000  ...           NaN      37750.0   
 24           -1.992           0.000  ...           NaN          NaN   
 25           -1.264           0.000  ...           NaN          NaN   
 26           -1.983           0.000  ...           NaN          NaN   
 27           -1.475           0.000  ...           NaN         60.0   
 28           -1.284           0.000  ...           NaN       4080.0   
 29           -2.062           0.000  ...           NaN        620.0   
 ...             ...             ...  ...           ...          ...   
 12408        -2.009           0.000  ...           NaN          NaN   
 12409        -1.282           0.000  ...           NaN          NaN   
 12410        -0.391           0.000  ...           NaN      81800.0   
 12411         0.268           0.000  ...           NaN      34600.0   
 12412        -0.651           0.000  ...           NaN      32282.0   
 12413        -0.666           0.000  ...           NaN        439.0   
 12414         0.015           0.000  ...           NaN      11000.0   
 12415        -0.277           0.000  ...           NaN          NaN   
 12416        -0.483           0.000  ...           NaN     951293.0   
 12417         0.129           0.000  ...           NaN          NaN   
 12418        -0.910           0.000  ...           NaN       1050.0   
 12419         0.110           0.000  ...           NaN      18539.0   
 12420        -1.356           0.000  ...           NaN       1900.0   
 12421        -1.413           0.000  ...           NaN      72900.0   
 12422        -1.401           0.000  ...           NaN          NaN   
 12423        -0.983           0.000  ...           NaN     117327.0   
 12424        -0.280           0.000  ...           NaN          NaN   
 12425        -1.378           1.000  ...           NaN      72800.0   
 12426         0.027           0.000  ...           NaN      12500.0   
 12427        -0.056           0.000  ...           NaN      60900.0   
 12428        -1.608           0.000  ...           NaN          NaN   
 12429         0.352           0.000  ...           NaN     930600.0   
 12430        -0.047           0.000  ...           NaN      31000.0   
 12431        -1.666           1.000  ...           NaN          NaN   
 12432        -1.455           0.000  ...           NaN          0.0   
 12433        -0.385           0.000  ...           NaN          NaN   
 12434        -0.354           1.000  ...           NaN          NaN   
 12435        -0.113           0.000  ...           NaN          NaN   
 12436         0.182           0.000  ...           NaN     472117.0   
 12437         0.126           0.000  ...           NaN     114800.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.874362e+10  0.175009   16.443608   11.394707   
 1             NaN     5.517014e+09  0.000000   18.612212   13.104032   
 2             NaN     6.817782e+10  2.429907   23.630802   20.196828   
 3             NaN     3.008557e+10  2.139800   25.252799   22.859172   
 4             NaN     5.325888e+10  2.329114   27.938237   24.849952   
 5             NaN     1.927794e+11  0.351351   16.190001   12.219162   
 6             NaN     1.588435e+10  4.742886   23.686326   16.180775   
 7             NaN     8.192466e+10  0.000000   23.560926   18.661621   
 8             NaN     1.878785e+10  0.320641   33.571032   26.005345   
 9             NaN     4.335338e+10  1.653514   21.787368   19.007452   
 10            NaN     3.604031e+10  0.000000   36.130988   28.324371   
 11            NaN     2.564406e+10  1.319199   25.353533   21.669102   
 12            NaN     7.125302e+09  2.335490   17.147427   12.912856   
 13            NaN     1.681570e+10  1.586402   26.455118   24.147617   
 14            NaN     1.250145e+10  1.233299   14.875064   10.889232   
 15            NaN     3.467336e+10  1.567904   31.847656   28.366920   
 16            NaN     3.467336e+10  1.567904   33.591656   29.767158   
 17            NaN     2.857415e+10  0.183964   21.682495   19.392295   
 18            NaN     2.694237e+10  1.953795   24.923580   21.601261   
 19            NaN     9.543666e+10  3.305037   24.766628   21.051476   
 20            NaN     1.586387e+11  0.000000   37.598336   34.229755   
 21            NaN     1.208105e+11  2.001601   22.530902   19.489338   
 22            NaN     1.726010e+10  0.000000   30.819914   25.924179   
 23            NaN     8.549970e+10  0.000000   24.757731   21.566440   
 24            NaN     4.470544e+10  3.104901   21.151355   17.320969   
 25            NaN     3.408101e+10  0.000000   23.562064   19.880723   
 26            NaN     7.981083e+09  1.751927   12.336068    8.795064   
 27            NaN     7.981083e+09  1.751927   37.470533   35.167673   
 28            NaN     7.421590e+10  2.777036   25.581593   22.665918   
 29            NaN     3.262275e+11  2.460025   22.345225   19.270287   
 ...           ...              ...       ...         ...         ...   
 12408         NaN     5.056250e+06       NaN   22.293625   15.396297   
 12409         NaN     5.830730e+06  0.000000   79.834350   77.180296   
 12410      667.50     2.231800e+06  0.000000   74.637370   70.804174   
 12411      440.73     3.678000e+05  0.000000  102.635735   99.110664   
 12412    10183.30     6.547820e+06  0.000000   81.241348   77.793314   
 12413       95.58     1.984620e+07       NaN   77.516044   73.737795   
 12414       13.75     6.832300e+04       NaN   78.269316   74.506664   
 12415         NaN     1.513400e+06       NaN   83.252505   79.918086   
 12416   446634.25     3.725800e+07  0.000000  124.233934  121.775831   
 12417         NaN     5.030700e+01  0.000000   43.369808   34.312162   
 12418    29638.73     2.664900e+07  0.000000   83.163735   80.650520   
 12419    13361.21     2.830800e+06  0.000000  149.507466  147.230088   
 12420    31387.76     4.205520e+07  1.196172   30.161229   25.852212   
 12421    24966.28     5.556960e+06       NaN   74.476690   71.675046   
 12422         NaN     1.482800e+05       NaN   53.526658   48.919194   
 12423     3002.30     5.561000e+06  0.000000  138.161554  136.308933   
 12424         NaN     1.192920e+07  0.000000   85.786243   81.919114   
 12425  1503263.81     3.259983e+10  4.416058   33.837854   31.992790   
 12426       48.30     1.352860e+06       NaN   47.324046   37.680714   
 12427     4473.82     2.076361e+06       NaN  104.768866  101.619630   
 12428         NaN     1.251480e+06  0.000000   32.366116   25.402903   
 12429     1589.08     2.591100e+05       NaN   89.670952   85.928429   
 12430     8178.29     9.566835e+06       NaN  102.914124   99.423243   
 12431         NaN     7.035000e+05  0.000000  153.466876  152.127490   
 12432         NaN     1.028471e+07  0.000000   74.392897   70.136337   
 12433         NaN     4.124840e+07  0.000000   63.830371   59.816117   
 12434         NaN     2.723500e+06       NaN   85.322402   82.019004   
 12435         NaN     8.280000e+04       NaN   55.463680   49.474186   
 12436    20547.48     3.860534e+06  0.000000  165.022836  162.927951   
 12437  3367098.33     9.443425e+08  0.562390   42.969770   32.928693   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000165  0.111245  20040302  
 1     -0.000006  0.098413  20040302  
 2     -0.146515  0.083291  20040302  
 3     -0.043771  0.326946  20040302  
 4     -0.061273  0.248646  20040302  
 5      0.019175  0.262489  20040302  
 6     -0.001926  0.044482  20040302  
 7      0.111054  0.153761  20040302  
 8      0.630838  1.094133  20040302  
 9      0.045308  0.249525  20040302  
 10    -0.007043  0.604703  20040302  
 11     0.552138  0.872442  20040302  
 12     0.137112  0.499531  20040302  
 13     0.277831  0.478017  20040302  
 14    -0.000006  0.051643  20040302  
 15    -0.127391  0.136147  20040302  
 16     0.404949  0.563639  20040302  
 17     0.361295  0.397746  20040302  
 18     0.090920  0.506230  20040302  
 19     0.135856  0.270378  20040302  
 20     0.009424  0.306190  20040302  
 21    -0.158273  0.087461  20040302  
 22     0.777121  0.962217  20040302  
 23     0.043152  0.412588  20040302  
 24     0.008140  0.317063  20040302  
 25     0.368926  0.641330  20040302  
 26     0.012804  0.246238  20040302  
 27     0.264377  0.604075  20040302  
 28     0.359083  0.584943  20040302  
 29    -0.026314  0.275864  20040302  
 ...         ...       ...       ...  
 12408 -0.000006 -0.015835  20040302  
 12409  0.360140  0.702862  20040302  
 12410  0.801640  1.236908  20040302  
 12411  1.127937  1.331343  20040302  
 12412  0.672560  1.030482  20040302  
 12413  0.665301  1.227126  20040302  
 12414  1.002852  1.257497  20040302  
 12415  0.858162  1.098121  20040302  
 12416  0.756131  0.898019  20040302  
 12417  1.059279  1.316632  20040302  
 12418  0.544351  0.861609  20040302  
 12419  1.049925  1.191860  20040302  
 12420  0.323334  0.297999  20040302  
 12421  0.294964  0.702835  20040302  
 12422  0.301036  0.641817  20040302  
 12423  0.508364  0.785211  20040302  
 12424  0.856638  1.171514  20040302  
 12425  0.312577  0.402450  20040302  
 12426  1.008911  1.197590  20040302  
 12427  0.967575  1.157431  20040302  
 12428  0.198586  0.522665  20040302  
 12429  1.169665  1.441918  20040302  
 12430  0.971891  1.363252  20040302  
 12431  0.169775  0.523917  20040302  
 12432  0.274166  0.550537  20040302  
 12433  0.804722  0.991531  20040302  
 12434  0.819739  1.032687  20040302  
 12435  0.939114  1.210056  20040302  
 12436  1.085387  1.299971  20040302  
 12437  1.057978  1.327807  20040302  
 
 [12438 rows x 92 columns],
 '20040303':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.392            0.000               0.0   
 1      USA0011             0.174            0.000               0.0   
 2      USA0031             0.079            0.000               0.0   
 3      USA0062            -0.210            0.429               0.0   
 4      USA00E2             0.170            0.000               0.0   
 5      USA00F1             0.521            0.000               0.0   
 6      USA00G2            -0.668            0.000               0.0   
 7      USA00H1             0.862            0.000               0.0   
 8      USA00I1            -1.506            0.000               0.0   
 9      USA00J1             0.101            0.000               0.0   
 10     USA00K1            -1.656            0.000               0.0   
 11     USA00P1             0.167            0.000               0.0   
 12     USA00R1             0.123            0.000               0.0   
 13     USA00S1            -0.161            0.000               0.0   
 14     USA00V1             0.784            0.000               0.0   
 15     USA0131            -0.228            1.000               0.0   
 16     USA0161             0.333            1.000               0.0   
 17     USA01I1             0.251            0.000               0.0   
 18     USA01J2            -0.272            0.000               0.0   
 19     USA01L1             0.033            0.000               0.0   
 20     USA01P1            -0.967            0.000               0.0   
 21     USA01Q1             0.064            0.000               0.0   
 22     USA0202            -0.354            0.000               0.0   
 23     USA0231            -0.200            0.000               0.0   
 24     USA0281            -0.048            0.000               0.0   
 25     USA0291            -0.484            0.000               0.0   
 26     USA02A1             0.196            0.000               0.0   
 27     USA02B1             2.706            0.000               0.0   
 28     USA02H1             0.288            0.000               0.0   
 29     USA02P1             0.494            0.000               0.0   
 ...        ...               ...              ...               ...   
 12408  USAZY41             0.431            0.000               0.0   
 12409  USAZY51            -0.399            0.000               0.0   
 12410  USAZY61            -2.765            0.000               0.0   
 12411  USAZY71             0.018            0.000               0.0   
 12412  USAZYI1             2.801            0.000               0.0   
 12413  USAZYJ1            -0.028            0.000               0.0   
 12414  USAZYK1            -0.401            0.000               0.0   
 12415  USAZYM1            -2.765            0.000               0.0   
 12416  USAZYR1            -2.765            0.000               0.0   
 12417  USAZYS1             0.002            0.000               0.0   
 12418  USAZYT1            -2.765            0.000               0.0   
 12419  USAZYV1            -2.765            0.000               0.0   
 12420  USAZYX1            -0.672            0.000               0.0   
 12421  USAZZ41            -0.216            0.000               0.0   
 12422  USAZZ51            -0.125            0.000               0.0   
 12423  USAZZ61             2.801            0.000               0.0   
 12424  USAZZ71            -0.084            0.000               0.0   
 12425  USAZZ81             0.748            0.000               0.0   
 12426  USAZZ91             2.801            0.000               0.0   
 12427  USAZZA1            -2.765            0.000               0.0   
 12428  USAZZB1            -0.004            0.000               0.0   
 12429  USAZZD1            -0.229            0.000               0.0   
 12430  USAZZF1            -0.543            0.000               0.0   
 12431  USAZZI1            -0.205            0.000               0.0   
 12432  USAZZJ1            -1.632            0.000               0.0   
 12433  USAZZL1            -0.214            0.000               0.0   
 12434  USAZZP1             2.710            0.000               0.0   
 12435  USAZZR1            -0.156            0.000               0.0   
 12436  USAZZX1            -0.177            0.000               0.0   
 12437  USAZZY1            -2.674            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 12431               0.0              0.0           0.0            0.0   
 12432               0.0              0.0           0.0            0.0   
 12433               0.0              0.0           0.0            0.0   
 12434               0.0              0.0           0.0            0.0   
 12435               0.0              0.0           0.0            0.0   
 12436               0.0              0.0           0.0            0.0   
 12437               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.004           0.000  ...           NaN          NaN   
 1            -2.003           0.000  ...           NaN          NaN   
 2            -2.300           0.000  ...           NaN       4210.0   
 3            -2.094           0.000  ...           NaN          NaN   
 4            -2.131           0.000  ...           NaN       5660.0   
 5            -1.964           0.000  ...           NaN          NaN   
 6            -2.007           0.000  ...           NaN          NaN   
 7            -1.779           0.000  ...           NaN          NaN   
 8            -0.733           0.000  ...           NaN          NaN   
 9            -1.912           0.861  ...           NaN          NaN   
 10           -2.020           0.000  ...           NaN          NaN   
 11           -0.891           0.000  ...           NaN          NaN   
 12           -1.728           0.000  ...           NaN          NaN   
 13           -1.450           0.000  ...           NaN      10384.0   
 14           -2.003           0.000  ...           NaN          NaN   
 15           -2.262           0.000  ...           NaN          NaN   
 16           -1.186           0.000  ...           NaN        900.0   
 17           -1.276           0.000  ...           NaN       5250.0   
 18           -1.821           0.000  ...           NaN          NaN   
 19           -1.730           0.000  ...           NaN          NaN   
 20           -1.987           0.000  ...           NaN          NaN   
 21           -2.324           1.000  ...           NaN          NaN   
 22           -0.437           0.000  ...           NaN          NaN   
 23           -1.917           0.000  ...           NaN      37750.0   
 24           -1.987           0.000  ...           NaN          NaN   
 25           -1.259           0.000  ...           NaN          NaN   
 26           -1.978           0.000  ...           NaN          NaN   
 27           -1.464           0.000  ...           NaN         50.0   
 28           -1.282           0.000  ...           NaN       4080.0   
 29           -2.058           0.000  ...           NaN        620.0   
 ...             ...             ...  ...           ...          ...   
 12408        -2.003           0.000  ...           NaN          NaN   
 12409        -1.274           0.000  ...           NaN          NaN   
 12410        -0.370           0.000  ...           NaN       1500.0   
 12411         0.272           0.000  ...           NaN          NaN   
 12412        -0.648           0.000  ...           NaN      25000.0   
 12413        -0.665           0.000  ...           NaN          NaN   
 12414         0.023           0.000  ...           NaN      37000.0   
 12415        -0.255           0.000  ...           NaN      10000.0   
 12416        -0.478           0.000  ...           NaN    1140689.0   
 12417         0.134           0.000  ...           NaN          NaN   
 12418        -0.886           0.000  ...           NaN     261124.0   
 12419         0.119           0.000  ...           NaN      25304.0   
 12420        -1.350           0.000  ...           NaN        700.0   
 12421        -1.413           0.000  ...           NaN      38291.0   
 12422        -1.402           0.000  ...           NaN          NaN   
 12423        -0.979           0.000  ...           NaN      34540.0   
 12424        -0.276           0.000  ...           NaN          NaN   
 12425        -1.369           1.000  ...           NaN      83800.0   
 12426         0.017           0.000  ...           NaN       5000.0   
 12427        -0.062           0.000  ...           NaN      15000.0   
 12428        -1.604           0.000  ...           NaN          NaN   
 12429         0.356           0.000  ...           NaN      50000.0   
 12430        -0.068           0.000  ...           NaN      60399.0   
 12431        -1.681           1.000  ...           NaN          NaN   
 12432        -1.447           0.000  ...           NaN          0.0   
 12433        -0.385           0.000  ...           NaN       4600.0   
 12434        -0.349           1.000  ...           NaN        167.0   
 12435        -0.110           0.000  ...           NaN          NaN   
 12436         0.157           0.000  ...           NaN     176500.0   
 12437         0.127           0.000  ...           NaN     122800.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.912313e+10  0.175009   15.944851   11.081456   
 1             NaN     5.411157e+09  0.000000   18.040575   12.736306   
 2             NaN     6.867810e+10  2.429907   22.900669   19.637500   
 3             NaN     3.023212e+10  2.139800   24.520007   22.228384   
 4             NaN     5.305911e+10  2.329114   27.084569   24.116591   
 5             NaN     1.948136e+11  0.351351   15.755743   11.888622   
 6             NaN     1.586065e+10  4.742886   22.997260   15.747390   
 7             NaN     8.131838e+10  0.000000   23.020523   18.195049   
 8             NaN     1.863725e+10  0.320641   32.926524   25.494195   
 9             NaN     4.378520e+10  1.653514   21.094520   18.434240   
 10            NaN     3.529189e+10  0.000000   35.472930   27.750449   
 11            NaN     2.600667e+10  1.319199   24.644314   21.075244   
 12            NaN     7.021460e+09  2.335490   16.666098   12.553661   
 13            NaN     1.701910e+10  1.586402   25.689968   23.478656   
 14            NaN     1.242019e+10  1.233299   14.616382   10.741013   
 15            NaN     3.445731e+10  1.567904   30.780142   27.440106   
 16            NaN     3.445731e+10  1.567904   32.453656   28.941708   
 17            NaN     2.879928e+10  0.183964   21.043599   18.822614   
 18            NaN     2.684862e+10  1.953795   24.274014   20.986606   
 19            NaN     9.602459e+10  3.305037   24.035712   20.476445   
 20            NaN     1.567058e+11  0.000000   36.713262   33.297287   
 21            NaN     1.204673e+11  2.001601   21.807375   18.936390   
 22            NaN     1.702075e+10  0.000000   29.992846   25.218239   
 23            NaN     8.496132e+10  0.000000   24.067029   20.974745   
 24            NaN     4.492473e+10  3.104901   20.531531   16.837446   
 25            NaN     3.367156e+10  0.000000   22.942862   19.367216   
 26            NaN     7.978217e+09  1.751927   11.967742    8.563726   
 27            NaN     7.978217e+09  1.751927   36.869158   34.625017   
 28            NaN     7.397299e+10  2.777036   24.858503   22.012680   
 29            NaN     3.298423e+11  2.460025   21.717727   18.724468   
 ...           ...              ...       ...         ...         ...   
 12408         NaN     5.056250e+06       NaN   21.717520   15.085972   
 12409         NaN     5.830730e+06  0.000000   78.545405   76.018864   
 12410      677.73     3.347700e+06  0.000000   73.092223   69.340921   
 12411         NaN     3.678000e+05  0.000000   94.908457   91.130948   
 12412    10640.12     6.125380e+06  0.000000   78.931664   75.372651   
 12413         NaN     1.984620e+07       NaN   76.014670   72.628498   
 12414       12.93     6.832300e+04       NaN   76.783090   73.158203   
 12415      137.39     2.270100e+06       NaN   83.913958   80.757353   
 12416   496044.94     4.119875e+07  0.000000  121.727253  119.372179   
 12417         NaN     5.030700e+01  0.000000   42.151677   33.299175   
 12418    36279.70     2.911650e+07  0.000000   82.366939   79.889595   
 12419    12721.25     2.965600e+06  0.000000  146.346335  144.149668   
 12420    30049.62     4.247056e+07  1.196172   29.337402   25.222339   
 12421    24594.65     5.774760e+06       NaN   71.803877   69.113912   
 12422         NaN     1.482800e+05       NaN   51.890599   47.433041   
 12423     2780.97     5.004900e+06  0.000000  135.451221  133.735972   
 12424         NaN     1.192920e+07  0.000000   84.081159   80.348559   
 12425  1553919.05     3.102004e+10  4.416058   22.087432   19.212202   
 12426       55.11     4.774800e+05       NaN   59.269947   52.036798   
 12427     4296.55     2.391620e+06       NaN  102.726853   99.717813   
 12428         NaN     1.251480e+06  0.000000   31.447360   24.688500   
 12429     1595.90     2.591100e+05       NaN   88.301044   84.679564   
 12430     8460.53     9.566875e+06       NaN   98.903741   95.573348   
 12431         NaN     7.035000e+05  0.000000  148.962362  147.674954   
 12432         NaN     1.049816e+07  0.000000   72.419500   68.358013   
 12433    27641.95     4.108504e+07  0.000000   62.134480   58.242284   
 12434        3.90     2.178800e+06       NaN   84.274035   81.050297   
 12435         NaN     8.280000e+04       NaN   53.624974   47.862211   
 12436    20686.60     3.860534e+06  0.000000  161.485219  159.466274   
 12437  3480983.90     9.730619e+08  0.562390   41.974836   32.369594   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000168  0.119476  20040303  
 1     -0.000008  0.102201  20040303  
 2     -0.147129  0.080134  20040303  
 3     -0.044790  0.322801  20040303  
 4     -0.063505  0.248352  20040303  
 5      0.019339  0.270093  20040303  
 6     -0.002012  0.012671  20040303  
 7      0.111398  0.171229  20040303  
 8      0.630449  1.059020  20040303  
 9      0.045284  0.251839  20040303  
 10    -0.008024  0.562652  20040303  
 11     0.552213  0.881038  20040303  
 12     0.136695  0.501319  20040303  
 13     0.274387  0.469203  20040303  
 14    -0.000008  0.068123  20040303  
 15    -0.128588  0.133941  20040303  
 16     0.405608  0.601412  20040303  
 17     0.361021  0.410685  20040303  
 18     0.090398  0.500406  20040303  
 19     0.135802  0.275560  20040303  
 20     0.007966  0.297061  20040303  
 21    -0.159141  0.089294  20040303  
 22     0.777350  0.956940  20040303  
 23     0.042679  0.409836  20040303  
 24     0.008324  0.316587  20040303  
 25     0.369183  0.630481  20040303  
 26     0.012822  0.246265  20040303  
 27     0.267458  0.695064  20040303  
 28     0.357858  0.597402  20040303  
 29    -0.026973  0.284118  20040303  
 ...         ...       ...       ...  
 12408 -0.000008 -0.003067  20040303  
 12409  0.361697  0.692713  20040303  
 12410  0.810477  1.154210  20040303  
 12411  1.129123  1.381000  20040303  
 12412  0.672384  1.114747  20040303  
 12413  0.664374  1.151125  20040303  
 12414  1.005750  1.260850  20040303  
 12415  0.867375  1.052801  20040303  
 12416  0.756846  0.896725  20040303  
 12417  1.060674  1.324890  20040303  
 12418  0.554404  0.786636  20040303  
 12419  1.052951  1.189630  20040303  
 12420  0.324175  0.276795  20040303  
 12421  0.292716  0.666512  20040303  
 12422  0.298336  0.641342  20040303  
 12423  0.508545  0.838580  20040303  
 12424  0.857411  1.180014  20040303  
 12425  0.314802  0.439523  20040303  
 12426  1.002679  1.249697  20040303  
 12427  0.963318  1.153212  20040303  
 12428  0.198352  0.530668  20040303  
 12429  1.171002  1.449782  20040303  
 12430  0.960589  1.304218  20040303  
 12431  0.159942  0.507163  20040303  
 12432  0.276320  0.497258  20040303  
 12433  0.803152  0.990807  20040303  
 12434  0.821202  1.088105  20040303  
 12435  0.939473  1.200032  20040303  
 12436  1.072257  1.271105  20040303  
 12437  1.057213  1.281473  20040303  
 
 [12438 rows x 92 columns],
 '20040304':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.267            0.000               0.0   
 1      USA0011            -0.274            0.000               0.0   
 2      USA0031             0.013            0.000               0.0   
 3      USA0062            -0.441            0.429               0.0   
 4      USA00E2             0.004            0.000               0.0   
 5      USA00F1            -0.113            0.000               0.0   
 6      USA00G2            -0.493            0.000               0.0   
 7      USA00H1             0.066            0.000               0.0   
 8      USA00I1             0.698            0.000               0.0   
 9      USA00J1            -0.397            0.000               0.0   
 10     USA00K1             0.084            0.000               0.0   
 11     USA00P1             0.689            0.000               0.0   
 12     USA00R1             0.398            0.000               0.0   
 13     USA00S1            -0.348            0.000               0.0   
 14     USA00V1            -0.312            0.000               0.0   
 15     USA0131            -0.867            1.000               0.0   
 16     USA0161            -1.809            1.000               0.0   
 17     USA01I1             0.414            0.000               0.0   
 18     USA01J2            -0.633            0.000               0.0   
 19     USA01L1            -0.343            0.000               0.0   
 20     USA01P1             0.009            0.000               0.0   
 21     USA01Q1            -0.653            0.000               0.0   
 22     USA0202             0.757            0.000               0.0   
 23     USA0231            -0.484            0.000               0.0   
 24     USA0281            -0.203            0.000               0.0   
 25     USA0291            -0.050            0.000               0.0   
 26     USA02A1            -0.551            0.000               0.0   
 27     USA02B1            -0.095            0.000               0.0   
 28     USA02H1            -0.018            0.000               0.0   
 29     USA02P1             0.232            0.000               0.0   
 ...        ...               ...              ...               ...   
 12407  USAZY41             0.143            0.000               0.0   
 12408  USAZY51             1.453            0.000               0.0   
 12409  USAZY61             1.513            0.000               0.0   
 12410  USAZY71             1.184            0.000               0.0   
 12411  USAZYI1             1.289            0.000               0.0   
 12412  USAZYJ1             1.207            0.000               0.0   
 12413  USAZYK1             1.519            0.000               0.0   
 12414  USAZYM1             0.988            0.000               0.0   
 12415  USAZYR1            -2.062            0.000               0.0   
 12416  USAZYS1             1.655            0.000               0.0   
 12417  USAZYT1             2.797            0.000               0.0   
 12418  USAZYV1             1.221            0.000               0.0   
 12419  USAZYX1             0.813            0.000               0.0   
 12420  USAZZ41            -2.835            0.000               0.0   
 12421  USAZZ51             1.171            0.000               0.0   
 12422  USAZZ61            -2.114            0.000               0.0   
 12423  USAZZ71             2.797            0.000               0.0   
 12424  USAZZ81             0.213            0.000               0.0   
 12425  USAZZ91             0.593            0.000               0.0   
 12426  USAZZA1             1.668            0.000               0.0   
 12427  USAZZB1             0.088            0.000               0.0   
 12428  USAZZD1             1.624            0.000               0.0   
 12429  USAZZF1            -1.992            0.000               0.0   
 12430  USAZZI1             0.341            0.000               0.0   
 12431  USAZZJ1            -2.835            0.000               0.0   
 12432  USAZZL1             2.797            0.000               0.0   
 12433  USAZZP1            -2.308            0.000               0.0   
 12434  USAZZR1             1.491            0.000               0.0   
 12435  USAZZX1             2.797            0.000               0.0   
 12436  USAZZY1             1.343            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12407               0.0              0.0           0.0            0.0   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 12431               0.0              0.0           0.0            0.0   
 12432               0.0              0.0           0.0            0.0   
 12433               0.0              0.0           0.0            0.0   
 12434               0.0              0.0           0.0            0.0   
 12435               0.0              0.0           0.0            0.0   
 12436               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.000           0.000  ...           NaN          NaN   
 1            -1.999           0.000  ...           NaN          NaN   
 2            -2.294           0.000  ...           NaN       4210.0   
 3            -2.093           0.000  ...           NaN          NaN   
 4            -2.129           0.000  ...           NaN       5660.0   
 5            -1.962           0.000  ...           NaN          NaN   
 6            -2.004           0.000  ...           NaN          NaN   
 7            -1.775           0.000  ...           NaN          NaN   
 8            -0.739           0.000  ...           NaN          NaN   
 9            -1.909           0.861  ...           NaN          NaN   
 10           -2.016           0.000  ...           NaN          NaN   
 11           -0.888           0.000  ...           NaN          NaN   
 12           -1.736           0.000  ...           NaN          NaN   
 13           -1.447           0.000  ...           NaN      34786.0   
 14           -1.999           0.000  ...           NaN          NaN   
 15           -2.260           0.000  ...           NaN          NaN   
 16           -1.165           0.000  ...           NaN       1655.0   
 17           -1.277           0.000  ...           NaN       5250.0   
 18           -1.821           0.000  ...           NaN          NaN   
 19           -1.729           0.000  ...           NaN          NaN   
 20           -1.985           0.000  ...           NaN          NaN   
 21           -2.320           1.000  ...           NaN          NaN   
 22           -0.442           0.000  ...           NaN          NaN   
 23           -1.914           0.000  ...           NaN      37750.0   
 24           -1.982           0.000  ...           NaN          NaN   
 25           -1.261           0.000  ...           NaN          NaN   
 26           -1.974           0.000  ...           NaN          NaN   
 27           -1.461           0.000  ...           NaN        735.0   
 28           -1.284           0.000  ...           NaN       4080.0   
 29           -2.055           0.000  ...           NaN        620.0   
 ...             ...             ...  ...           ...          ...   
 12407        -1.999           0.000  ...           NaN          NaN   
 12408        -1.272           0.000  ...           NaN          NaN   
 12409        -0.379           0.000  ...           NaN          NaN   
 12410         0.269           0.000  ...           NaN      29200.0   
 12411        -0.647           0.000  ...           NaN      17500.0   
 12412        -0.667           0.000  ...           NaN          NaN   
 12413         0.024           0.000  ...           NaN       3100.0   
 12414        -0.261           0.000  ...           NaN          NaN   
 12415        -0.392           0.000  ...           NaN    2166004.0   
 12416         0.133           0.000  ...           NaN          NaN   
 12417        -0.929           0.000  ...           NaN      58400.0   
 12418         0.111           0.000  ...           NaN      15600.0   
 12419        -1.348           0.000  ...           NaN          NaN   
 12420        -1.421           0.000  ...           NaN      36000.0   
 12421        -1.400           0.000  ...           NaN          NaN   
 12422        -0.949           0.000  ...           NaN     201283.0   
 12423        -0.331           0.000  ...           NaN      38000.0   
 12424        -1.384           1.000  ...           NaN      26200.0   
 12425         0.014           0.000  ...           NaN          NaN   
 12426        -0.065           0.000  ...           NaN          NaN   
 12427        -1.602           0.000  ...           NaN          NaN   
 12428         0.353           0.000  ...           NaN      50000.0   
 12429        -0.054           0.000  ...           NaN      14400.0   
 12430        -1.687           1.000  ...           NaN          NaN   
 12431        -1.321           0.000  ...           NaN          0.0   
 12432        -0.425           0.000  ...           NaN       1000.0   
 12433        -0.194           1.000  ...           NaN      10000.0   
 12434        -0.111           0.000  ...           NaN          NaN   
 12435         0.113           0.000  ...           NaN     291815.0   
 12436         0.124           0.000  ...           NaN      42100.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.004193e+10  0.175009   15.530709   10.925522   
 1             NaN     5.492106e+09  0.000000   17.658401   12.549434   
 2             NaN     6.820909e+10  2.429907   22.407692   19.313678   
 3             NaN     3.034419e+10  2.139800   24.080120   21.866355   
 4             NaN     5.273948e+10  2.329114   26.604682   23.722429   
 5             NaN     1.955438e+11  0.351351   15.393639   11.712075   
 6             NaN     1.579746e+10  4.742886   22.412738   15.507886   
 7             NaN     8.115069e+10  0.000000   22.462628   17.899978   
 8             NaN     1.873643e+10  0.320641   32.401995   25.176766   
 9             NaN     4.322302e+10  1.653514   20.649594   18.084774   
 10            NaN     3.585736e+10  0.000000   34.680750   27.320720   
 11            NaN     2.644656e+10  1.319199   24.233225   20.753646   
 12            NaN     7.015937e+09  2.335490   16.321637   12.296177   
 13            NaN     1.702856e+10  1.586402   25.220023   23.114424   
 14            NaN     1.242273e+10  1.233299   14.256976   10.619847   
 15            NaN     3.411321e+10  1.567904   30.361867   27.073335   
 16            NaN     3.411321e+10  1.567904   32.264994   28.742514   
 17            NaN     2.898978e+10  0.183964   20.655703   18.519715   
 18            NaN     2.670278e+10  1.953795   23.741680   20.560593   
 19            NaN     9.549011e+10  3.305037   23.598143   20.163184   
 20            NaN     1.600194e+11  0.000000   36.019934   32.783969   
 21            NaN     1.197073e+11  2.001601   21.446008   18.684668   
 22            NaN     1.707394e+10  0.000000   29.611104   24.897864   
 23            NaN     8.496132e+10  0.000000   23.601997   20.650674   
 24            NaN     4.441638e+10  3.104901   20.119886   16.578248   
 25            NaN     3.340662e+10  0.000000   22.503035   19.054862   
 26            NaN     8.032666e+09  1.751927   11.740730    8.521827   
 27            NaN     8.032666e+09  1.751927   36.124006   34.046691   
 28            NaN     7.401185e+10  2.777036   24.378791   21.672388   
 29            NaN     3.303443e+11  2.460025   21.305590   18.449664   
 ...           ...              ...       ...         ...         ...   
 12407         NaN     5.056250e+06       NaN   21.245669   14.888413   
 12408         NaN     5.830730e+06  0.000000   78.250606   75.806287   
 12409         NaN     3.347700e+06  0.000000   76.721041   73.631442   
 12410      325.75     3.678000e+05  0.000000   95.342130   91.661920   
 12411    10686.48     6.125380e+06  0.000000   79.012328   75.695326   
 12412         NaN     1.984620e+07       NaN   75.829724   72.516792   
 12413       13.04     6.832300e+04       NaN   76.475308   72.911590   
 12414         NaN     2.270100e+06       NaN   87.442891   84.770118   
 12415   623695.81     4.979675e+07  0.000000  121.265391  119.012790   
 12416         NaN     5.030700e+01  0.000000   41.939057   33.251140   
 12417    37270.64     2.571135e+07  0.000000   83.813698   81.488587   
 12418    12039.59     2.965600e+06  0.000000  144.445239  142.342999   
 12419         NaN     4.247056e+07  1.196172   28.911843   24.922139   
 12420    22702.47     6.255990e+06       NaN   71.294077   68.639727   
 12421         NaN     1.482800e+05       NaN   51.198948   46.829375   
 12422     2845.64     5.561000e+06  0.000000  133.972468  132.243524   
 12423     3583.91     1.013982e+07  0.000000   85.373354   81.704190   
 12424  1348689.43     3.120610e+10  4.416058   21.592456   18.910657   
 12425         NaN     4.774800e+05       NaN   58.053285   51.098012   
 12426         NaN     2.391620e+06       NaN  102.037531   99.187718   
 12427         NaN     1.251480e+06  0.000000   30.761428   24.250356   
 12428     1600.90     2.591100e+05       NaN   88.330487   84.730643   
 12429     8533.53     1.421290e+06       NaN   97.084153   93.825946   
 12430         NaN     7.035000e+05  0.000000  147.059897  145.835343   
 12431         NaN     1.183312e+07  0.000000   73.461874   69.548698   
 12432    27577.85     3.838960e+07  0.000000   63.218406   59.391418   
 12433      110.56     3.486080e+06       NaN   82.995622   79.581631   
 12434         NaN     8.280000e+04       NaN   53.089722   47.340112   
 12435    21111.06     3.250976e+06  0.000000  160.547261  158.566688   
 12436  3514501.67     9.789293e+08  0.562390   41.593306   32.128647   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000168  0.103259  20040304  
 1     -0.000008  0.090888  20040304  
 2     -0.146799  0.070501  20040304  
 3     -0.046597  0.310771  20040304  
 4     -0.064697  0.242965  20040304  
 5      0.018827  0.255286  20040304  
 6     -0.002179  0.003320  20040304  
 7      0.111509  0.158211  20040304  
 8      0.627609  1.094226  20040304  
 9      0.044942  0.237942  20040304  
 10    -0.008563  0.582388  20040304  
 11     0.553538  0.887661  20040304  
 12     0.131220  0.495593  20040304  
 13     0.275035  0.455971  20040304  
 14    -0.000008  0.048282  20040304  
 15    -0.129921  0.109695  20040304  
 16     0.415476  0.560316  20040304  
 17     0.359861  0.420813  20040304  
 18     0.088992  0.479992  20040304  
 19     0.134426  0.261296  20040304  
 20     0.007029  0.302834  20040304  
 21    -0.159624  0.064774  20040304  
 22     0.775548  0.983132  20040304  
 23     0.042273  0.395433  20040304  
 24     0.008455  0.313228  20040304  
 25     0.367717  0.633869  20040304  
 26     0.012767  0.226753  20040304  
 27     0.268301  0.656132  20040304  
 28     0.356345  0.586593  20040304  
 29    -0.027603  0.278403  20040304  
 ...         ...       ...       ...  
 12407 -0.000008 -0.002577  20040304  
 12408  0.362365  0.733556  20040304  
 12409  0.806963  1.139631  20040304  
 12410  1.130079  1.412540  20040304  
 12411  0.673556  1.085357  20040304  
 12412  0.663635  1.183733  20040304  
 12413  1.007706  1.307075  20040304  
 12414  0.866113  1.020481  20040304  
 12415  0.800844  0.962229  20040304  
 12416  1.062087  1.378673  20040304  
 12417  0.533000  0.849966  20040304  
 12418  1.051268  1.291255  20040304  
 12419  0.324660  0.302767  20040304  
 12420  0.287904  0.602786  20040304  
 12421  0.298613  0.675649  20040304  
 12422  0.523432  0.819383  20040304  
 12423  0.831105  1.236966  20040304  
 12424  0.306726  0.395535  20040304  
 12425  1.002727  1.226013  20040304  
 12426  0.963425  1.258318  20040304  
 12427  0.197865  0.530868  20040304  
 12428  1.171635  1.496076  20040304  
 12429  0.968813  1.277767  20040304  
 12430  0.155585  0.510446  20040304  
 12431  0.337685  0.507149  20040304  
 12432  0.784193  1.063515  20040304  
 12433  0.899219  1.160503  20040304  
 12434  0.940458  1.243990  20040304  
 12435  1.052279  1.323287  20040304  
 12436  1.057772  1.353130  20040304  
 
 [12437 rows x 92 columns],
 '20040305':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.066            0.000               0.0   
 1      USA0011             0.579            0.000               0.0   
 2      USA0031             0.845            0.000               0.0   
 3      USA0062             0.519            0.429               0.0   
 4      USA00E2             0.598            0.000               0.0   
 5      USA00F1             0.125            0.000               0.0   
 6      USA00G2            -0.029            0.000               0.0   
 7      USA00H1             1.040            0.000               0.0   
 8      USA00I1            -0.242            0.000               0.0   
 9      USA00J1             0.641            0.000               0.0   
 10     USA00K1            -0.034            0.000               0.0   
 11     USA00P1             0.169            0.000               0.0   
 12     USA00R1             0.489            0.000               0.0   
 13     USA00S1             0.790            0.000               0.0   
 14     USA00V1             0.404            0.000               0.0   
 15     USA0131             0.540            1.000               0.0   
 16     USA0161             2.848            1.000               0.0   
 17     USA01I1             0.538            0.000               0.0   
 18     USA01J2             1.666            0.000               0.0   
 19     USA01L1             1.133            0.000               0.0   
 20     USA01P1             0.494            0.000               0.0   
 21     USA01Q1             0.648            0.000               0.0   
 22     USA0202             0.158            0.000               0.0   
 23     USA0231             0.450            0.000               0.0   
 24     USA0281             0.359            0.000               0.0   
 25     USA0291             0.076            0.000               0.0   
 26     USA02A1             0.216            0.000               0.0   
 27     USA02B1            -0.002            0.000               0.0   
 28     USA02H1             1.188            0.000               0.0   
 29     USA02P1             0.327            0.000               0.0   
 ...        ...               ...              ...               ...   
 12409  USAZY41            -0.405            0.000               0.0   
 12410  USAZY51            -0.222            0.000               0.0   
 12411  USAZY61             2.848            0.000               0.0   
 12412  USAZY71             2.801            0.000               0.0   
 12413  USAZYI1            -0.222            0.000               0.0   
 12414  USAZYJ1             0.243            0.000               0.0   
 12415  USAZYK1             0.165            0.000               0.0   
 12416  USAZYM1             0.092            0.000               0.0   
 12417  USAZYR1             2.842            0.000               0.0   
 12418  USAZYS1            -0.099            0.000               0.0   
 12419  USAZYT1            -2.837            0.000               0.0   
 12420  USAZYV1             2.848            0.000               0.0   
 12421  USAZYX1            -0.040            0.000               0.0   
 12422  USAZZ41             2.848            0.000               0.0   
 12423  USAZZ51             0.204            0.000               0.0   
 12424  USAZZ61             2.528            0.000               0.0   
 12425  USAZZ71             2.591            0.000               0.0   
 12426  USAZZ81             0.298            0.000               0.0   
 12427  USAZZ91             0.369            0.000               0.0   
 12428  USAZZA1            -0.142            0.000               0.0   
 12429  USAZZB1            -0.399            0.000               0.0   
 12430  USAZZD1            -0.270            0.000               0.0   
 12431  USAZZF1            -2.837            0.000               0.0   
 12432  USAZZI1             0.067            0.000               0.0   
 12433  USAZZJ1             2.848            0.000               0.0   
 12434  USAZZL1            -0.090            0.000               0.0   
 12435  USAZZP1             1.808            0.000               0.0   
 12436  USAZZR1            -0.070            0.000               0.0   
 12437  USAZZX1            -2.837            0.000               0.0   
 12438  USAZZY1             1.726            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 12431               0.0              0.0           0.0            0.0   
 12432               0.0              0.0           0.0            0.0   
 12433               0.0              0.0           0.0            0.0   
 12434               0.0              0.0           0.0            0.0   
 12435               0.0              0.0           0.0            0.0   
 12436               0.0              0.0           0.0            0.0   
 12437               0.0              0.0           0.0            0.0   
 12438               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.996           0.000  ...           NaN          NaN   
 1            -1.996           0.000  ...           NaN          NaN   
 2            -2.297           0.000  ...           NaN       4210.0   
 3            -2.092           0.000  ...           NaN          NaN   
 4            -2.127           0.000  ...           NaN       5660.0   
 5            -1.963           0.000  ...           NaN          NaN   
 6            -2.000           0.000  ...           NaN          NaN   
 7            -1.771           0.000  ...           NaN          NaN   
 8            -0.739           0.000  ...           NaN          NaN   
 9            -1.906           0.861  ...           NaN          NaN   
 10           -2.014           0.000  ...           NaN          NaN   
 11           -0.885           0.000  ...           NaN          NaN   
 12           -1.733           0.000  ...           NaN          NaN   
 13           -1.443           0.000  ...           NaN          NaN   
 14           -1.996           0.000  ...           NaN          NaN   
 15           -2.258           0.000  ...           NaN          NaN   
 16           -1.177           0.000  ...           NaN       1665.0   
 17           -1.274           0.000  ...           NaN       5250.0   
 18           -1.822           0.000  ...           NaN        533.0   
 19           -1.727           0.000  ...           NaN          NaN   
 20           -1.984           0.000  ...           NaN          NaN   
 21           -2.318           1.000  ...           NaN          NaN   
 22           -0.441           0.000  ...           NaN          NaN   
 23           -1.914           0.000  ...           NaN      37750.0   
 24           -1.980           0.000  ...           NaN          NaN   
 25           -1.261           0.000  ...           NaN          NaN   
 26           -1.970           0.000  ...           NaN          NaN   
 27           -1.460           0.000  ...           NaN        660.0   
 28           -1.298           0.000  ...           NaN       4080.0   
 29           -2.052           0.000  ...           NaN        620.0   
 ...             ...             ...  ...           ...          ...   
 12409        -1.996           0.000  ...           NaN          NaN   
 12410        -1.268           0.000  ...           NaN          NaN   
 12411        -0.386           0.000  ...           NaN       1467.0   
 12412         0.264           0.000  ...           NaN      36200.0   
 12413        -0.643           0.000  ...           NaN       8000.0   
 12414        -0.663           0.000  ...           NaN          NaN   
 12415         0.030           0.000  ...           NaN      15500.0   
 12416        -0.249           0.000  ...           NaN          NaN   
 12417        -0.411           0.000  ...           NaN    6940198.0   
 12418         0.138           0.000  ...           NaN          NaN   
 12419        -0.919           0.000  ...           NaN      43800.0   
 12420         0.103           0.000  ...           NaN      61400.0   
 12421        -1.345           0.000  ...           NaN        200.0   
 12422        -1.425           0.000  ...           NaN      47844.0   
 12423        -1.397           0.000  ...           NaN          NaN   
 12424        -0.962           0.000  ...           NaN      75200.0   
 12425        -0.339           0.000  ...           NaN      22000.0   
 12426        -1.381           1.000  ...           NaN      32600.0   
 12427         0.021           0.000  ...           NaN          NaN   
 12428        -0.062           0.000  ...           NaN       2000.0   
 12429        -1.602           0.000  ...           NaN          NaN   
 12430         0.357           0.000  ...           NaN    1134000.0   
 12431         0.055           0.000  ...           NaN     862134.0   
 12432        -1.687           1.000  ...           NaN          NaN   
 12433        -1.353           0.000  ...           NaN          0.0   
 12434        -0.415           0.000  ...           NaN       1525.0   
 12435        -0.194           1.000  ...           NaN      60000.0   
 12436        -0.107           0.000  ...           NaN          NaN   
 12437         0.123           0.000  ...           NaN     575855.0   
 12438         0.132           0.000  ...           NaN     125100.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.984219e+10  0.175009   15.586739   11.095673   
 1             NaN     5.448518e+09  0.000000   17.741598   12.865798   
 2             NaN     6.813092e+10  2.429907   22.697295   19.700929   
 3             NaN     3.013730e+10  2.139800   24.435881   22.313965   
 4             NaN     5.276611e+10  2.329114   26.944764   24.157647   
 5             NaN     1.937182e+11  0.351351   15.482917   11.907694   
 6             NaN     1.575007e+10  4.742886   22.405460   15.750339   
 7             NaN     8.158927e+10  0.000000   22.764306   18.316226   
 8             NaN     1.865562e+10  0.320641   32.568521   25.552988   
 9             NaN     4.277490e+10  1.653514   20.998498   18.462414   
 10            NaN     3.564115e+10  0.000000   34.856175   27.765184   
 11            NaN     2.567379e+10  1.319199   24.468470   21.095671   
 12            NaN     7.014832e+09  2.335490   16.460276   12.539994   
 13            NaN     1.708769e+10  1.586402   25.634559   23.557643   
 14            NaN     1.239733e+10  1.233299   14.332177   10.823242   
 15            NaN     3.418523e+10  1.567904   30.619248   27.518312   
 16            NaN     3.418523e+10  1.567904   33.580855   30.164577   
 17            NaN     2.916295e+10  0.183964   20.894619   18.870503   
 18            NaN     2.651874e+10  1.953795   24.417430   21.249673   
 19            NaN     9.644148e+10  3.305037   24.028767   20.663729   
 20            NaN     1.578103e+11  0.000000   36.285862   33.189249   
 21            NaN     1.228208e+11  2.001601   21.738179   19.126318   
 22            NaN     1.692767e+10  0.000000   29.961675   25.289451   
 23            NaN     8.270525e+10  0.000000   23.838349   20.986867   
 24            NaN     4.449612e+10  3.104901   20.281245   16.852944   
 25            NaN     3.393650e+10  0.000000   22.659779   19.359760   
 26            NaN     7.963889e+09  1.751927   11.821730    8.669212   
 27            NaN     7.963889e+09  1.751927   36.546225   34.542303   
 28            NaN     7.649932e+10  2.777036   25.017175   22.223190   
 29            NaN     3.290390e+11  2.460025   21.536056   18.779120   
 ...           ...              ...       ...         ...         ...   
 12409         NaN     5.056250e+06       NaN   21.239954   15.119481   
 12410         NaN     5.830730e+06  0.000000   78.704041   76.375215   
 12411      683.73     2.008620e+06  0.000000   76.819366   73.647130   
 12412      339.95     2.942400e+05  0.000000   96.983514   93.299850   
 12413    10463.52     6.125380e+06  0.000000   80.187473   77.020929   
 12414         NaN     1.984620e+07       NaN   77.915209   74.790261   
 12415       13.57     6.832300e+04       NaN   77.328889   73.859463   
 12416         NaN     2.270100e+06       NaN   86.656631   83.980773   
 12417   953645.65     3.833275e+07  0.000000  126.880031  124.739293   
 12418         NaN     5.030700e+01  0.000000   42.116342   33.667323   
 12419    37085.27     2.714250e+07  0.000000   85.352611   83.090155   
 12420    11789.73     2.426400e+06  0.000000  148.022831  145.976884   
 12421    28840.10     4.257440e+07  1.196172   29.102500   25.320506   
 12422    21524.56     5.774760e+06       NaN   74.081249   71.661261   
 12423         NaN     1.482800e+05       NaN   51.710194   47.539975   
 12424     2731.42     5.004900e+06  0.000000  136.497417  134.904834   
 12425     3733.91     8.946900e+06  0.000000   86.292503   82.772307   
 12426  1345386.05     3.103720e+10  4.416058   21.858535   19.288270   
 12427         NaN     4.774800e+05       NaN   58.639566   51.940536   
 12428     3773.68     2.391620e+06       NaN  101.837327   99.004599   
 12429         NaN     1.251480e+06  0.000000   30.874089   24.596186   
 12430     1755.53     2.591100e+05       NaN   89.133972   85.716796   
 12431    13583.41     1.366625e+07       NaN  101.278350   98.119592   
 12432         NaN     7.035000e+05  0.000000  149.425400  148.263283   
 12433         NaN     1.123702e+07  0.000000   75.195947   71.397508   
 12434    25704.79     3.838960e+07  0.000000   63.953068   60.313675   
 12435      730.56     3.377140e+06       NaN   87.822322   84.860799   
 12436         NaN     8.280000e+04       NaN   53.265564   47.743822   
 12437    22027.20     3.555755e+06  0.000000  163.307769  161.407332   
 12438  3542993.00     9.801645e+08  0.562390   42.395151   33.060030   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000170  0.104829  20040305  
 1     -0.000009  0.107650  20040305  
 2     -0.150194  0.081353  20040305  
 3     -0.047771  0.324924  20040305  
 4     -0.065611  0.256585  20040305  
 5      0.016406  0.259428  20040305  
 6     -0.002288  0.005642  20040305  
 7      0.111697  0.179620  20040305  
 8      0.625956  1.078861  20040305  
 9      0.044726  0.258549  20040305  
 10    -0.008946  0.579207  20040305  
 11     0.553091  0.890775  20040305  
 12     0.131098  0.499868  20040305  
 13     0.275085  0.477030  20040305  
 14    -0.000009  0.060446  20040305  
 15    -0.130813  0.133502  20040305  
 16     0.407860  0.660154  20040305  
 17     0.359575  0.429086  20040305  
 18     0.086367  0.518906  20040305  
 19     0.133673  0.289994  20040305  
 20     0.005899  0.306710  20040305  
 21    -0.160288  0.081616  20040305  
 22     0.774577  1.004832  20040305  
 23     0.040918  0.408002  20040305  
 24     0.007868  0.325961  20040305  
 25     0.366180  0.632095  20040305  
 26     0.012747  0.239169  20040305  
 27     0.266913  0.656065  20040305  
 28     0.347694  0.605610  20040305  
 29    -0.028107  0.280135  20040305  
 ...         ...       ...       ...  
 12409 -0.000009 -0.014647  20040305  
 12410  0.362255  0.702169  20040305  
 12411  0.801561  1.201626  20040305  
 12412  1.125651  1.450980  20040305  
 12413  0.673543  1.058154  20040305  
 12414  0.663577  1.145690  20040305  
 12415  1.009001  1.308943  20040305  
 12416  0.870168  1.013405  20040305  
 12417  0.789396  1.068183  20040305  
 12418  1.062658  1.357137  20040305  
 12419  0.536264  0.822486  20040305  
 12420  1.045153  1.323400  20040305  
 12421  0.324127  0.288684  20040305  
 12422  0.284375  0.667103  20040305  
 12423  0.298340  0.661323  20040305  
 12424  0.514988  0.848767  20040305  
 12425  0.824985  1.236366  20040305  
 12426  0.306034  0.396339  20040305  
 12427  1.004280  1.221144  20040305  
 12428  0.963234  1.237028  20040305  
 12429  0.195978  0.512775  20040305  
 12430  1.172033  1.456426  20040305  
 12431  1.021575  1.301373  20040305  
 12432  0.153632  0.497819  20040305  
 12433  0.319998  0.577803  20040305  
 12434  0.787255  1.066805  20040305  
 12435  0.897513  1.127271  20040305  
 12436  0.940918  1.218803  20040305  
 12437  1.055347  1.228357  20040305  
 12438  1.059667  1.382490  20040305  
 
 [12439 rows x 92 columns],
 '20040308':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.675            0.000               0.0   
 1      USA0011             0.272            0.000               0.0   
 2      USA0031             0.655            0.000               0.0   
 3      USA0062             0.179            0.429               0.0   
 4      USA00E2             0.495            0.000               0.0   
 5      USA00F1             0.780            0.000               0.0   
 6      USA00G2             1.352            0.000               0.0   
 7      USA00H1             0.170            0.000               0.0   
 8      USA00I1            -1.624            0.000               0.0   
 9      USA00J1             0.339            0.000               0.0   
 10     USA00K1            -0.323            0.000               0.0   
 11     USA00P1            -0.147            0.000               0.0   
 12     USA00R1             0.260            0.000               0.0   
 13     USA00S1            -0.405            0.000               0.0   
 14     USA00V1             1.133            0.000               0.0   
 15     USA0131             0.498            1.000               0.0   
 16     USA0161             0.029            1.000               0.0   
 17     USA01I1             0.345            0.000               0.0   
 18     USA01J2             0.654            0.000               0.0   
 19     USA01L1             0.657            0.000               0.0   
 20     USA01P1             0.097            0.000               0.0   
 21     USA01Q1             0.478            0.000               0.0   
 22     USA0202            -0.216            0.000               0.0   
 23     USA0231            -0.417            0.000               0.0   
 24     USA0281             0.580            0.000               0.0   
 25     USA0291            -0.871            0.000               0.0   
 26     USA02A1             0.321            0.000               0.0   
 27     USA02B1             1.755            0.000               0.0   
 28     USA02H1             0.082            0.000               0.0   
 29     USA02P1            -0.339            0.000               0.0   
 ...        ...               ...              ...               ...   
 12408  USAZY41             0.709            0.000               0.0   
 12409  USAZY51             0.095            0.000               0.0   
 12410  USAZY61            -2.367            0.000               0.0   
 12411  USAZY71            -0.618            0.000               0.0   
 12412  USAZYI1             0.036            0.000               0.0   
 12413  USAZYJ1            -0.093            0.000               0.0   
 12414  USAZYK1            -0.912            0.000               0.0   
 12415  USAZYM1            -0.513            0.000               0.0   
 12416  USAZYR1             2.791            0.000               0.0   
 12417  USAZYS1            -0.587            0.000               0.0   
 12418  USAZYT1             1.231            0.000               0.0   
 12419  USAZYV1            -0.592            0.000               0.0   
 12420  USAZYX1            -1.085            0.000               0.0   
 12421  USAZZ41            -2.009            0.000               0.0   
 12422  USAZZ51             0.285            0.000               0.0   
 12423  USAZZ61             0.134            0.000               0.0   
 12424  USAZZ71            -0.220            0.000               0.0   
 12425  USAZZ81            -0.853            0.000               0.0   
 12426  USAZZ91            -0.432            0.000               0.0   
 12427  USAZZA1            -0.400            0.000               0.0   
 12428  USAZZB1            -0.542            0.000               0.0   
 12429  USAZZD1            -0.785            0.000               0.0   
 12430  USAZZF1            -2.745            0.000               0.0   
 12431  USAZZI1             0.092            0.000               0.0   
 12432  USAZZJ1            -2.412            0.000               0.0   
 12433  USAZZL1            -0.301            0.000               0.0   
 12434  USAZZP1            -0.586            0.000               0.0   
 12435  USAZZR1            -0.374            0.000               0.0   
 12436  USAZZX1            -0.530            0.000               0.0   
 12437  USAZZY1             1.170            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 12431               0.0              0.0           0.0            0.0   
 12432               0.0              0.0           0.0            0.0   
 12433               0.0              0.0           0.0            0.0   
 12434               0.0              0.0           0.0            0.0   
 12435               0.0              0.0           0.0            0.0   
 12436               0.0              0.0           0.0            0.0   
 12437               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.959           0.000  ...           NaN          NaN   
 1            -1.958           0.000  ...           NaN          NaN   
 2            -2.251           0.000  ...           NaN       4210.0   
 3            -2.042           0.000  ...           NaN          NaN   
 4            -2.080           0.000  ...           NaN       5660.0   
 5            -1.925           0.000  ...           NaN          NaN   
 6            -1.962           0.000  ...           NaN          NaN   
 7            -1.743           0.000  ...           NaN          NaN   
 8            -0.726           0.000  ...           NaN          NaN   
 9            -1.872           0.861  ...           NaN          NaN   
 10           -1.974           0.000  ...           NaN          NaN   
 11           -0.862           0.000  ...           NaN          NaN   
 12           -1.698           0.000  ...           NaN          NaN   
 13           -1.446           0.000  ...           NaN      15668.0   
 14           -1.958           0.000  ...           NaN          NaN   
 15           -2.205           0.000  ...           NaN          NaN   
 16           -1.146           0.000  ...           NaN       7600.0   
 17           -1.252           0.000  ...           NaN       5250.0   
 18           -1.787           0.000  ...           NaN          NaN   
 19           -1.679           0.000  ...           NaN          NaN   
 20           -1.940           0.000  ...           NaN          NaN   
 21           -2.266           1.000  ...           NaN          NaN   
 22           -0.441           0.000  ...           NaN          NaN   
 23           -1.886           0.000  ...           NaN      37750.0   
 24           -1.940           0.000  ...           NaN          NaN   
 25           -1.245           0.000  ...           NaN          NaN   
 26           -1.933           0.000  ...           NaN          NaN   
 27           -1.365           0.000  ...           NaN       2025.0   
 28           -1.278           0.000  ...           NaN       4080.0   
 29           -2.006           0.000  ...           NaN        620.0   
 ...             ...             ...  ...           ...          ...   
 12408        -1.958           0.000  ...           NaN          NaN   
 12409        -1.240           0.000  ...           NaN          NaN   
 12410        -0.451           0.000  ...           NaN      82504.0   
 12411         0.260           0.000  ...           NaN          NaN   
 12412        -0.632           0.000  ...           NaN       5000.0   
 12413        -0.652           0.000  ...           NaN        483.0   
 12414         0.036           0.000  ...           NaN       2500.0   
 12415        -0.250           0.000  ...           NaN          NaN   
 12416        -0.111           0.000  ...           NaN    4519282.0   
 12417         0.130           0.000  ...           NaN        186.0   
 12418        -0.867           0.000  ...           NaN     124473.0   
 12419         0.111           0.000  ...           NaN      21770.0   
 12420        -1.385           0.000  ...           NaN       2500.0   
 12421        -1.445           0.000  ...           NaN      25000.0   
 12422        -1.372           0.000  ...           NaN          NaN   
 12423        -0.942           0.000  ...           NaN     593356.0   
 12424        -0.341           0.000  ...           NaN          NaN   
 12425        -1.395           1.000  ...           NaN      15800.0   
 12426         0.007           0.000  ...           NaN          NaN   
 12427        -0.061           0.000  ...           NaN        200.0   
 12428        -1.582           0.000  ...           NaN          NaN   
 12429         0.340           0.000  ...           NaN      29250.0   
 12430         0.049           0.000  ...           NaN     131007.0   
 12431        -1.658           1.000  ...           NaN          NaN   
 12432        -1.419           0.000  ...           NaN          0.0   
 12433        -0.414           0.000  ...           NaN      14550.0   
 12434        -0.191           1.000  ...           NaN      25000.0   
 12435        -0.107           0.000  ...           NaN          NaN   
 12436         0.123           0.000  ...           NaN          NaN   
 12437         0.181           0.000  ...           NaN      97700.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.808448e+10  0.175009   15.831428   11.090852   
 1             NaN     5.330208e+09  0.000000   17.653062   12.633250   
 2             NaN     6.745868e+10  2.429907   22.501968   19.350087   
 3             NaN     2.974075e+10  2.139800   24.130527   21.909876   
 4             NaN     5.224671e+10  2.329114   26.557647   23.667945   
 5             NaN     1.919709e+11  0.351351   15.587327   11.748788   
 6             NaN     1.563159e+10  4.742886   22.830925   15.801767   
 7             NaN     8.054442e+10  0.000000   22.528457   17.983779   
 8             NaN     1.794671e+10  0.320641   33.251788   25.548713   
 9             NaN     4.253862e+10  1.653514   20.711468   18.156095   
 10            NaN     3.444369e+10  0.000000   34.629076   27.269326   
 11            NaN     2.544790e+10  1.319199   24.561972   20.743756   
 12            NaN     6.928666e+09  2.335490   16.540265   12.322479   
 13            NaN     1.689848e+10  1.586402   25.323938   23.142112   
 14            NaN     1.266905e+10  1.233299   14.667324   10.842911   
 15            NaN     3.394517e+10  1.567904   30.204260   27.000566   
 16            NaN     3.394517e+10  1.567904   33.097647   29.629504   
 17            NaN     2.918027e+10  0.183964   20.727627   18.521248   
 18            NaN     2.669931e+10  1.953795   24.154883   20.813489   
 19            NaN     9.695458e+10  3.305037   23.720331   20.301871   
 20            NaN     1.544277e+11  0.000000   35.729517   32.482942   
 21            NaN     1.222324e+11  2.001601   21.381911   18.765759   
 22            NaN     1.686118e+10  0.000000   29.971596   24.864058   
 23            NaN     7.983390e+10  0.000000   23.721451   20.668335   
 24            NaN     4.420706e+10  3.104901   20.189784   16.543514   
 25            NaN     3.290082e+10  0.000000   22.956715   19.319531   
 26            NaN     7.688778e+09  1.751927   12.035517    8.518359   
 27            NaN     7.688778e+09  1.751927   36.714031   34.253673   
 28            NaN     7.606207e+10  2.777036   24.817094   22.032910   
 29            NaN     3.196006e+11  2.460025   21.437067   18.497851   
 ...           ...              ...       ...         ...         ...   
 12408         NaN     5.056250e+06       NaN   21.286960   14.959931   
 12409         NaN     5.830730e+06  0.000000   78.515421   76.065697   
 12410     1037.73     2.231800e+06  0.000000   75.083443   71.608814   
 12411         NaN     2.942400e+05  0.000000   96.224535   92.469347   
 12412    10299.41     6.125380e+06  0.000000   79.394185   75.970009   
 12413      106.12     1.984620e+07       NaN   77.241309   73.857883   
 12414       14.20     6.832300e+04       NaN   76.965419   73.236001   
 12415         NaN     2.270100e+06       NaN   86.026301   83.165707   
 12416  1157149.50     2.973475e+07  0.000000  128.307196  125.850540   
 12417        0.00     5.030700e+01  0.000000   42.130513   33.056719   
 12418    35188.97     2.664900e+07  0.000000   84.184926   81.795402   
 12419    12160.43     2.426400e+06  0.000000  146.097702  143.940720   
 12420    30475.10     4.335320e+07  1.196172   28.818198   24.998455   
 12421    19419.96     5.935170e+06       NaN   72.504468   69.858256   
 12422         NaN     1.482800e+05       NaN   51.147167   46.721647   
 12423     2375.46     5.004900e+06  0.000000  134.746980  132.993059   
 12424         NaN     8.946900e+06  0.000000   85.535794   81.925515   
 12425  1206127.80     3.158965e+10  4.416058   21.805409   19.127613   
 12426         NaN     4.774800e+05       NaN   58.339605   51.251438   
 12427     3822.62     2.391620e+06       NaN  101.218759   98.122416   
 12428         NaN     1.251480e+06  0.000000   31.055124   24.446138   
 12429     1506.95     2.591100e+05       NaN   88.649592   85.014223   
 12430    21464.21     1.421290e+07       NaN  102.624467   99.296890   
 12431         NaN     7.035000e+05  0.000000  146.727622  145.513437   
 12432         NaN     1.167039e+07  0.000000   74.137115   70.375302   
 12433    27838.59     3.838960e+07  0.000000   63.240046   59.319453   
 12434      988.90     3.377140e+06       NaN   86.641687   83.461768   
 12435         NaN     8.280000e+04       NaN   52.899725   46.926545   
 12436         NaN     3.555755e+06  0.000000  161.112376  159.090447   
 12437  3699857.50     9.619447e+08  0.562390   42.763243   32.705536   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000162  0.101106  20040308  
 1     -0.000008  0.118802  20040308  
 2     -0.147878  0.111707  20040308  
 3     -0.042424  0.334333  20040308  
 4     -0.061580  0.278902  20040308  
 5      0.016913  0.285002  20040308  
 6     -0.001657  0.048813  20040308  
 7      0.108748  0.178764  20040308  
 8      0.623352  1.058161  20040308  
 9      0.043658  0.256677  20040308  
 10    -0.007692  0.572188  20040308  
 11     0.554602  0.897734  20040308  
 12     0.131993  0.507438  20040308  
 13     0.259472  0.457259  20040308  
 14    -0.000008  0.086490  20040308  
 15    -0.124513  0.160777  20040308  
 16     0.410838  0.655303  20040308  
 17     0.357245  0.437668  20040308  
 18     0.086779  0.514352  20040308  
 19     0.141397  0.300934  20040308  
 20     0.009377  0.317259  20040308  
 21    -0.155603  0.090843  20040308  
 22     0.767586  1.000405  20040308  
 23     0.036861  0.395626  20040308  
 24     0.009082  0.346549  20040308  
 25     0.361144  0.622111  20040308  
 26     0.012613  0.259032  20040308  
 27     0.300105  0.738431  20040308  
 28     0.344310  0.581253  20040308  
 29    -0.024182  0.282181  20040308  
 ...         ...       ...       ...  
 12408 -0.000008  0.019745  20040308  
 12409  0.363267  0.714785  20040308  
 12410  0.762774  1.131087  20040308  
 12411  1.122157  1.372487  20040308  
 12412  0.671338  1.074417  20040308  
 12413  0.661041  1.147290  20040308  
 12414  1.009039  1.280159  20040308  
 12415  0.864226  0.994372  20040308  
 12416  0.934802  1.199416  20040308  
 12417  1.056745  1.337959  20040308  
 12418  0.552059  0.889733  20040308  
 12419  1.046949  1.244518  20040308  
 12420  0.289952  0.236830  20040308  
 12421  0.259559  0.605259  20040308  
 12422  0.296628  0.681029  20040308  
 12423  0.514204  0.884684  20040308  
 12424  0.818320  1.172637  20040308  
 12425  0.285028  0.375722  20040308  
 12426  0.994177  1.202874  20040308  
 12427  0.960094  1.240476  20040308  
 12428  0.190194  0.511495  20040308  
 12429  1.163089  1.425671  20040308  
 12430  1.015459  1.206748  20040308  
 12431  0.152169  0.485147  20040308  
 12432  0.273095  0.449560  20040308  
 12433  0.781173  1.062207  20040308  
 12434  0.894448  1.072728  20040308  
 12435  0.936902  1.216668  20040308  
 12436  1.053125  1.239546  20040308  
 12437  1.082551  1.394532  20040308  
 
 [12438 rows x 92 columns],
 '20040309':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.515            0.000               0.0   
 1      USA0011             0.274            0.000               0.0   
 2      USA0031            -0.236            0.000               0.0   
 3      USA0062            -0.537            0.429               0.0   
 4      USA00E2            -0.734            0.000               0.0   
 5      USA00F1             0.188            0.000               0.0   
 6      USA00G2             0.486            0.000               0.0   
 7      USA00H1             0.073            0.000               0.0   
 8      USA00I1            -0.163            0.000               0.0   
 9      USA00J1             0.470            0.000               0.0   
 10     USA00K1             0.461            0.000               0.0   
 11     USA00P1            -0.635            0.000               0.0   
 12     USA00R1             0.015            0.000               0.0   
 13     USA00S1             0.188            0.000               0.0   
 14     USA00V1             0.247            0.000               0.0   
 15     USA0131            -0.687            1.000               0.0   
 16     USA0161            -0.899            1.000               0.0   
 17     USA01I1            -0.070            0.000               0.0   
 18     USA01J2            -0.239            0.000               0.0   
 19     USA01L1            -0.257            0.000               0.0   
 20     USA01P1             2.857            0.000               0.0   
 21     USA01Q1             0.655            0.000               0.0   
 22     USA0202            -1.214            0.000               0.0   
 23     USA0231            -0.222            0.000               0.0   
 24     USA0281            -0.321            0.000               0.0   
 25     USA0291            -0.545            0.000               0.0   
 26     USA02A1            -0.607            0.000               0.0   
 27     USA02B1             2.857            0.000               0.0   
 28     USA02H1            -0.226            0.000               0.0   
 29     USA02P1             0.052            0.000               0.0   
 ...        ...               ...              ...               ...   
 12408  USAZY41             0.841            0.000               0.0   
 12409  USAZY51             2.857            0.000               0.0   
 12410  USAZY61            -0.902            0.000               0.0   
 12411  USAZY71            -0.556            0.000               0.0   
 12412  USAZYI1            -0.594            0.000               0.0   
 12413  USAZYJ1            -1.026            0.000               0.0   
 12414  USAZYK1            -0.866            0.000               0.0   
 12415  USAZYM1            -0.551            0.000               0.0   
 12416  USAZYR1            -2.767            0.000               0.0   
 12417  USAZYS1            -0.954            0.000               0.0   
 12418  USAZYT1             0.506            0.000               0.0   
 12419  USAZYV1            -0.663            0.000               0.0   
 12420  USAZYX1            -0.588            0.000               0.0   
 12421  USAZZ41            -0.420            0.000               0.0   
 12422  USAZZ51            -0.679            0.000               0.0   
 12423  USAZZ61            -0.168            0.000               0.0   
 12424  USAZZ71            -0.978            0.000               0.0   
 12425  USAZZ81             0.409            0.000               0.0   
 12426  USAZZ91            -0.909            0.000               0.0   
 12427  USAZZA1            -0.590            0.000               0.0   
 12428  USAZZB1            -0.416            0.000               0.0   
 12429  USAZZD1            -0.801            0.000               0.0   
 12430  USAZZF1            -2.767            0.000               0.0   
 12431  USAZZI1            -2.418            0.000               0.0   
 12432  USAZZJ1            -1.377            0.000               0.0   
 12433  USAZZL1            -0.304            0.000               0.0   
 12434  USAZZP1            -0.169            0.000               0.0   
 12435  USAZZR1            -0.981            0.000               0.0   
 12436  USAZZX1             2.857            0.000               0.0   
 12437  USAZZY1            -0.830            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 12431               0.0              0.0           0.0            0.0   
 12432               0.0              0.0           0.0            0.0   
 12433               0.0              0.0           0.0            0.0   
 12434               0.0              0.0           0.0            0.0   
 12435               0.0              0.0           0.0            0.0   
 12436               0.0              0.0           0.0            0.0   
 12437               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.936           0.000  ...           NaN          NaN   
 1            -1.935           0.000  ...           NaN          NaN   
 2            -2.225           0.000  ...           NaN       4210.0   
 3            -2.014           0.000  ...           NaN          NaN   
 4            -2.056           0.000  ...           NaN       5660.0   
 5            -1.902           0.000  ...           NaN          NaN   
 6            -1.938           0.000  ...           NaN          NaN   
 7            -1.725           0.000  ...           NaN          NaN   
 8            -0.715           0.000  ...           NaN          NaN   
 9            -1.852           0.861  ...           NaN          NaN   
 10           -1.952           0.000  ...           NaN          NaN   
 11           -0.851           0.000  ...           NaN          NaN   
 12           -1.683           0.000  ...           NaN          NaN   
 13           -1.439           0.000  ...           NaN      23687.0   
 14           -1.935           0.000  ...           NaN          NaN   
 15           -2.175           0.000  ...           NaN          NaN   
 16           -1.147           0.000  ...           NaN        390.0   
 17           -1.236           0.000  ...           NaN       5250.0   
 18           -1.765           0.000  ...           NaN          NaN   
 19           -1.657           0.000  ...           NaN          NaN   
 20           -1.774           0.000  ...           NaN       3000.0   
 21           -2.238           1.000  ...           NaN          NaN   
 22           -0.430           0.000  ...           NaN          NaN   
 23           -1.863           0.000  ...           NaN      37750.0   
 24           -1.915           0.000  ...           NaN          NaN   
 25           -1.229           0.000  ...           NaN          NaN   
 26           -1.940           0.000  ...           NaN        950.0   
 27           -1.224           0.000  ...           NaN        670.0   
 28           -1.262           0.000  ...           NaN       4080.0   
 29           -1.981           0.000  ...           NaN        620.0   
 ...             ...             ...  ...           ...          ...   
 12408        -1.935           0.000  ...           NaN          NaN   
 12409        -1.033           0.000  ...           NaN        300.0   
 12410        -0.450           0.000  ...           NaN          NaN   
 12411         0.259           0.000  ...           NaN          NaN   
 12412        -0.627           0.000  ...           NaN       4500.0   
 12413        -0.521           0.000  ...           NaN          NaN   
 12414         0.037           0.000  ...           NaN       7525.0   
 12415        -0.249           0.000  ...           NaN          NaN   
 12416        -0.182           0.000  ...           NaN    2446415.0   
 12417         0.129           0.000  ...           NaN          NaN   
 12418        -0.882           0.000  ...           NaN      82700.0   
 12419         0.112           0.000  ...           NaN       2300.0   
 12420        -1.400           0.000  ...           NaN       1300.0   
 12421        -1.436           0.000  ...           NaN       7500.0   
 12422        -1.370           0.000  ...           NaN          NaN   
 12423        -0.929           0.000  ...           NaN      31946.0   
 12424        -0.342           0.000  ...           NaN          NaN   
 12425        -1.380           1.000  ...           NaN      23000.0   
 12426         0.004           0.000  ...           NaN          NaN   
 12427        -0.057           0.000  ...           NaN          NaN   
 12428        -1.565           0.000  ...           NaN          NaN   
 12429         0.340           0.000  ...           NaN     840000.0   
 12430         0.017           0.000  ...           NaN      99107.0   
 12431        -1.690           1.000  ...           NaN        574.0   
 12432        -1.406           0.000  ...           NaN          0.0   
 12433        -0.417           0.000  ...           NaN       4300.0   
 12434        -0.183           1.000  ...           NaN          NaN   
 12435        -0.108           0.000  ...           NaN          NaN   
 12436         0.259           0.000  ...           NaN     169510.0   
 12437         0.168           0.000  ...           NaN      60300.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.788474e+10  0.175009   15.693788   10.846969   
 1             NaN     5.236804e+09  0.000000   17.405128   12.351962   
 2             NaN     6.628617e+10  2.429907   22.047310   18.913931   
 3             NaN     2.927525e+10  2.139800   23.954452   21.617667   
 4             NaN     5.150090e+10  2.329114   26.221691   23.296360   
 5             NaN     1.903801e+11  0.351351   15.318226   11.477395   
 6             NaN     1.554470e+10  4.742886   22.492579   15.459857   
 7             NaN     8.085400e+10  0.000000   22.181671   17.610470   
 8             NaN     1.764919e+10  0.320641   33.125264   25.035844   
 9             NaN     4.293785e+10  1.653514   20.351130   17.691451   
 10            NaN     3.494263e+10  0.000000   34.144535   26.624168   
 11            NaN     2.585806e+10  1.319199   24.514348   20.387840   
 12            NaN     6.793893e+09  2.335490   16.525031   12.114558   
 13            NaN     1.696943e+10  1.586402   24.925188   22.617628   
 14            NaN     1.254462e+10  1.233299   14.332791   10.599900   
 15            NaN     3.335301e+10  1.567904   29.751806   26.466846   
 16            NaN     3.335301e+10  1.567904   32.708515   29.060753   
 17            NaN     2.890319e+10  0.183964   20.478504   18.123056   
 18            NaN     2.652916e+10  1.953795   23.827769   20.404907   
 19            NaN     9.621700e+10  3.305037   23.279018   19.924235   
 20            NaN     1.527018e+11  0.000000   35.692920   31.985792   
 21            NaN     1.230169e+11  2.001601   21.109905   18.441680   
 22            NaN     1.614312e+10  0.000000   30.067999   24.571811   
 23            NaN     8.111575e+10  0.000000   23.400772   20.259029   
 24            NaN     4.324018e+10  3.104901   19.980826   16.278971   
 25            NaN     3.210600e+10  0.000000   22.960430   19.090444   
 26            NaN     7.554088e+09  1.751927   12.195253    8.764177   
 27            NaN     7.554088e+09  1.751927   37.072787   33.899568   
 28            NaN     7.486692e+10  2.777036   24.479551   21.580618   
 29            NaN     3.168895e+11  2.460025   21.107439   18.073750   
 ...           ...              ...       ...         ...         ...   
 12408         NaN     5.056250e+06       NaN   21.133312   14.784412   
 12409     1216.05     4.849320e+06  0.000000   79.058025   76.187470   
 12410         NaN     2.231800e+06  0.000000   74.381196   70.736719   
 12411         NaN     2.942400e+05  0.000000   93.679210   89.721462   
 12412     9949.89     6.125380e+06  0.000000   77.715597   74.118978   
 12413         NaN     1.984620e+07       NaN   76.178756   72.586784   
 12414       13.89     6.832300e+04       NaN   76.139672   72.235280   
 12415         NaN     2.270100e+06       NaN   84.291983   81.287755   
 12416  1211304.45     3.439200e+07  0.000000  126.282275  123.787173   
 12417         NaN     5.030700e+01  0.000000   41.861847   32.541482   
 12418    35581.79     2.615550e+07  0.000000   82.369669   79.855213   
 12419    11626.51     2.426400e+06  0.000000  142.567785  140.279253   
 12420    29587.24     4.387240e+07  1.196172   28.300093   24.436223   
 12421    18600.31     5.935170e+06       NaN   71.303835   68.678848   
 12422         NaN     1.482800e+05       NaN   50.164230   45.597303   
 12423     2280.55     5.004900e+06  0.000000  131.502486  129.658562   
 12424         NaN     8.946900e+06  0.000000   84.071255   80.322980   
 12425  1196105.90     3.151614e+10  4.416058   21.551782   18.707583   
 12426         NaN     4.774800e+05       NaN   57.524318   50.194710   
 12427         NaN     2.391620e+06       NaN   98.933575   95.650586   
 12428         NaN     1.251480e+06  0.000000   30.758883   24.038742   
 12429     1553.00     2.591100e+05       NaN   87.482264   83.700345   
 12430    26795.37     1.530620e+07       NaN  100.645439   97.186158   
 12431      603.58     5.875000e+05  0.000000  142.710102  141.413959   
 12432         NaN     1.175058e+07  0.000000   72.641865   68.796059   
 12433    27491.83     3.838960e+07  0.000000   62.076341   57.967149   
 12434         NaN     3.377140e+06       NaN   85.171927   81.828299   
 12435         NaN     8.280000e+04       NaN   52.009280   45.730114   
 12436    21980.41     2.743011e+06  0.000000  158.254766  155.946634   
 12437  3661868.29     9.678121e+08  0.562390   42.142684   31.909149   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000162  0.129091  20040309  
 1     -0.000011  0.130313  20040309  
 2     -0.147836  0.112427  20040309  
 3     -0.040259  0.339563  20040309  
 4     -0.061612  0.274321  20040309  
 5      0.017089  0.288039  20040309  
 6     -0.001315  0.051879  20040309  
 7      0.107674  0.187499  20040309  
 8      0.624018  1.087548  20040309  
 9      0.042557  0.272290  20040309  
 10    -0.008558  0.600035  20040309  
 11     0.554532  0.894532  20040309  
 12     0.128979  0.511851  20040309  
 13     0.253662  0.476334  20040309  
 14    -0.000011  0.086177  20040309  
 15    -0.122544  0.160307  20040309  
 16     0.403094  0.643973  20040309  
 17     0.357725  0.445223  20040309  
 18     0.087096  0.508474  20040309  
 19     0.142592  0.309321  20040309  
 20     0.082437  0.452975  20040309  
 21    -0.154553  0.113088  20040309  
 22     0.769428  0.991548  20040309  
 23     0.036996  0.407383  20040309  
 24     0.010446  0.349433  20040309  
 25     0.361402  0.633819  20040309  
 26    -0.002346  0.246251  20040309  
 27     0.363662  0.847449  20040309  
 28     0.344271  0.583211  20040309  
 29    -0.023076  0.304095  20040309  
 ...         ...       ...       ...  
 12408 -0.000011  0.035530  20040309  
 12409  0.461546  0.865001  20040309  
 12410  0.759463  1.172087  20040309  
 12411  1.122108  1.374539  20040309  
 12412  0.669119  1.069987  20040309  
 12413  0.722962  1.150553  20040309  
 12414  1.008532  1.270088  20040309  
 12415  0.862038  1.003469  20040309  
 12416  0.896589  1.148586  20040309  
 12417  1.055514  1.316528  20040309  
 12418  0.538619  0.885209  20040309  
 12419  1.046880  1.251395  20040309  
 12420  0.273780  0.232988  20040309  
 12421  0.255195  0.629364  20040309  
 12422  0.288968  0.669628  20040309  
 12423  0.514669  0.886761  20040309  
 12424  0.814866  1.149601  20040309  
 12425  0.283733  0.407519  20040309  
 12426  0.991456  1.196811  20040309  
 12427  0.960423  1.249581  20040309  
 12428  0.189326  0.525942  20040309  
 12429  1.163081  1.414948  20040309  
 12430  0.998399  1.206520  20040309  
 12431  0.125419  0.415954  20040309  
 12432  0.270437  0.472924  20040309  
 12433  0.776259  1.055991  20040309  
 12434  0.895864  1.086669  20040309  
 12435  0.934488  1.210626  20040309  
 12436  1.122093  1.393233  20040309  
 12437  1.075400  1.359243  20040309  
 
 [12438 rows x 92 columns],
 '20040310':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.065            0.000               0.0   
 1      USA0011             0.083            0.000               0.0   
 2      USA0031            -0.425            0.000               0.0   
 3      USA0062             0.083            0.429               0.0   
 4      USA00E2            -0.852            0.000               0.0   
 5      USA00F1            -0.011            0.000               0.0   
 6      USA00G2            -0.695            0.000               0.0   
 7      USA00H1             0.238            0.000               0.0   
 8      USA00I1            -0.080            0.000               0.0   
 9      USA00J1             0.260            0.000               0.0   
 10     USA00K1             1.358            0.000               0.0   
 11     USA00P1            -0.805            0.000               0.0   
 12     USA00R1            -0.087            0.000               0.0   
 13     USA00S1            -1.018            0.000               0.0   
 14     USA00V1             0.417            0.000               0.0   
 15     USA0131            -0.002            1.000               0.0   
 16     USA0161             0.147            1.000               0.0   
 17     USA01I1             0.088            0.000               0.0   
 18     USA01J2            -0.747            0.000               0.0   
 19     USA01L1            -0.595            0.000               0.0   
 20     USA01P1             1.369            0.000               0.0   
 21     USA01Q1             0.488            0.000               0.0   
 22     USA0202            -0.407            0.000               0.0   
 23     USA0231             0.741            0.000               0.0   
 24     USA0281            -0.437            0.000               0.0   
 25     USA0291             0.222            0.000               0.0   
 26     USA02A1             0.364            0.000               0.0   
 27     USA02B1            -0.130            0.000               0.0   
 28     USA02H1            -0.190            0.000               0.0   
 29     USA02P1            -0.244            0.000               0.0   
 ...        ...               ...              ...               ...   
 12408  USAZY41             0.420            0.000               0.0   
 12409  USAZY51            -0.473            0.000               0.0   
 12410  USAZY61            -0.473            0.000               0.0   
 12411  USAZY71             2.798            0.000               0.0   
 12412  USAZYI1             2.798            0.000               0.0   
 12413  USAZYJ1            -0.823            0.000               0.0   
 12414  USAZYK1            -1.095            0.000               0.0   
 12415  USAZYM1             2.798            0.000               0.0   
 12416  USAZYR1            -0.852            0.000               0.0   
 12417  USAZYS1            -1.128            0.000               0.0   
 12418  USAZYT1             0.718            0.000               0.0   
 12419  USAZYV1            -2.769            0.000               0.0   
 12420  USAZYX1            -0.810            0.000               0.0   
 12421  USAZZ41             2.798            0.000               0.0   
 12422  USAZZ51            -0.131            0.000               0.0   
 12423  USAZZ61            -2.387            0.000               0.0   
 12424  USAZZ71            -0.888            0.000               0.0   
 12425  USAZZ81             0.184            0.000               0.0   
 12426  USAZZ91            -2.100            0.000               0.0   
 12427  USAZZA1             2.798            0.000               0.0   
 12428  USAZZB1             0.362            0.000               0.0   
 12429  USAZZD1            -1.335            0.000               0.0   
 12430  USAZZF1             2.798            0.000               0.0   
 12431  USAZZI1            -0.050            0.000               0.0   
 12432  USAZZJ1             1.757            0.000               0.0   
 12433  USAZZL1            -1.342            0.000               0.0   
 12434  USAZZP1            -1.154            0.000               0.0   
 12435  USAZZR1            -0.970            0.000               0.0   
 12436  USAZZX1            -2.784            0.000               0.0   
 12437  USAZZY1            -0.397            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 12431               0.0              0.0           0.0            0.0   
 12432               0.0              0.0           0.0            0.0   
 12433               0.0              0.0           0.0            0.0   
 12434               0.0              0.0           0.0            0.0   
 12435               0.0              0.0           0.0            0.0   
 12436               0.0              0.0           0.0            0.0   
 12437               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.962           0.000  ...           NaN          NaN   
 1            -1.962           0.000  ...           NaN          NaN   
 2            -2.240           0.000  ...           NaN       4210.0   
 3            -2.022           0.000  ...           NaN          NaN   
 4            -2.057           0.000  ...           NaN       5660.0   
 5            -1.928           0.000  ...           NaN          NaN   
 6            -1.962           0.000  ...           NaN          NaN   
 7            -1.761           0.000  ...           NaN          NaN   
 8            -0.753           0.000  ...           NaN          NaN   
 9            -1.882           0.861  ...           NaN          NaN   
 10           -1.974           0.000  ...           NaN          NaN   
 11           -0.855           0.000  ...           NaN          NaN   
 12           -1.696           0.000  ...           NaN          NaN   
 13           -1.657           0.000  ...           NaN      30495.0   
 14           -1.962           0.000  ...           NaN          NaN   
 15           -2.179           0.000  ...           NaN          NaN   
 16           -1.120           0.000  ...           NaN        320.0   
 17           -1.271           0.000  ...           NaN       5250.0   
 18           -1.789           0.000  ...           NaN          NaN   
 19           -1.682           0.000  ...           NaN          NaN   
 20           -1.783           0.000  ...           NaN      13000.0   
 21           -2.247           1.000  ...           NaN          NaN   
 22           -0.488           0.000  ...           NaN          NaN   
 23           -1.892           0.000  ...           NaN      37750.0   
 24           -1.939           0.000  ...           NaN          NaN   
 25           -1.274           0.000  ...           NaN          NaN   
 26           -1.965           0.000  ...           NaN          NaN   
 27           -1.288           0.000  ...           NaN          NaN   
 28           -1.290           0.000  ...           NaN       4080.0   
 29           -1.997           0.000  ...           NaN        620.0   
 ...             ...             ...  ...           ...          ...   
 12408        -1.962           0.000  ...           NaN          NaN   
 12409        -1.047           0.000  ...           NaN          NaN   
 12410        -0.468           0.000  ...           NaN          NaN   
 12411         0.349           0.000  ...           NaN        600.0   
 12412        -0.507           0.000  ...           NaN      13000.0   
 12413        -0.537           0.000  ...           NaN          NaN   
 12414         0.035           0.000  ...           NaN          NaN   
 12415        -0.212           0.000  ...           NaN      15000.0   
 12416        -0.186           0.000  ...           NaN     806894.0   
 12417         0.107           0.000  ...           NaN          NaN   
 12418        -0.833           0.000  ...           NaN      14500.0   
 12419        -0.113           0.000  ...           NaN       4440.0   
 12420        -1.469           0.000  ...           NaN        500.0   
 12421        -1.364           0.000  ...           NaN      79400.0   
 12422        -1.379           0.000  ...           NaN          NaN   
 12423        -1.100           0.000  ...           NaN    1153410.0   
 12424        -0.366           0.000  ...           NaN          NaN   
 12425        -1.386           1.000  ...           NaN      49900.0   
 12426        -0.022           0.000  ...           NaN          NaN   
 12427         0.332           0.000  ...           NaN      23500.0   
 12428        -1.608           0.000  ...           NaN          NaN   
 12429         0.344           0.000  ...           NaN     100000.0   
 12430         0.110           0.000  ...           NaN      32000.0   
 12431        -1.699           1.000  ...           NaN          NaN   
 12432        -1.229           0.000  ...           NaN          0.0   
 12433        -0.480           0.000  ...           NaN       1030.0   
 12434        -0.203           1.000  ...           NaN          NaN   
 12435        -0.121           0.000  ...           NaN          NaN   
 12436         0.202           0.000  ...           NaN     499500.0   
 12437         0.151           0.000  ...           NaN      80200.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.646658e+10  0.175009   16.073844   10.975652   
 1             NaN     5.081132e+09  0.000000   17.797121   12.418828   
 2             NaN     6.480098e+10  2.429907   22.798366   19.417453   
 3             NaN     2.841319e+10  2.139800   24.531579   21.908944   
 4             NaN     5.123454e+10  2.329114   27.047540   23.833845   
 5             NaN     1.875374e+11  0.351351   15.791820   11.659619   
 6             NaN     1.532354e+10  4.742886   23.175570   15.763175   
 7             NaN     7.875139e+10  0.000000   22.645960   17.786562   
 8             NaN     1.739575e+10  0.320641   34.208140   25.279902   
 9             NaN     4.323931e+10  1.653514   20.717717   17.863773   
 10            NaN     3.494263e+10  0.000000   34.971870   26.734240   
 11            NaN     2.562623e+10  1.319199   25.725135   20.966937   
 12            NaN     6.738658e+09  2.335490   17.336818   12.476848   
 13            NaN     1.740461e+10  1.586402   25.562987   23.008614   
 14            NaN     1.236686e+10  1.233299   14.699135   10.664904   
 15            NaN     3.290489e+10  1.567904   30.216407   26.699602   
 16            NaN     3.290489e+10  1.567904   33.387052   29.255714   
 17            NaN     2.881660e+10  0.183964   20.926722   18.265517   
 18            NaN     2.552563e+10  1.953795   24.965527   21.163267   
 19            NaN     9.484873e+10  3.305037   23.862545   20.254629   
 20            NaN     1.533231e+11  0.000000   36.147231   32.189679   
 21            NaN     1.223304e+11  2.001601   21.449742   18.568345   
 22            NaN     1.543835e+10  0.000000   31.058515   24.905473   
 23            NaN     8.111575e+10  0.000000   23.945676   20.390543   
 24            NaN     4.181479e+10  3.104901   20.736337   16.709948   
 25            NaN     3.123892e+10  0.000000   23.626218   19.274472   
 26            NaN     7.479579e+09  1.751927   12.630554    8.876791   
 27            NaN     7.479579e+09  1.751927   37.670501   34.269964   
 28            NaN     7.386610e+10  2.777036   25.068924   21.819793   
 29            NaN     3.171595e+11  2.460025   21.718645   18.415022   
 ...           ...              ...       ...         ...         ...   
 12408         NaN     5.056250e+06       NaN   21.604802   14.909450   
 12409         NaN     4.849320e+06  0.000000   79.123966   76.045825   
 12410         NaN     2.231800e+06  0.000000   74.866817   70.686006   
 12411      312.00     2.452000e+05  0.000000   94.988308   89.993310   
 12412    10082.62     5.702940e+06  0.000000   78.710769   74.177939   
 12413         NaN     1.984620e+07       NaN   76.330024   72.208270   
 12414         NaN     6.832300e+04       NaN   76.780075   72.334861   
 12415      223.64     2.118760e+06       NaN   84.721811   81.119189   
 12416  1235141.69     3.439200e+07  0.000000  127.283876  124.548373   
 12417         NaN     5.030700e+01  0.000000   43.397842   33.136412   
 12418    33537.88     2.566200e+07  0.000000   83.206585   80.305876   
 12419    10639.82     2.965600e+06  0.000000  145.351498  142.950682   
 12420    29710.14     4.418392e+07  1.196172   28.756887   24.718450   
 12421    18457.41     5.614350e+06       NaN   71.758485   68.680038   
 12422         NaN     1.482800e+05       NaN   50.948659   45.958022   
 12423     2306.21     5.561000e+06  0.000000  133.018992  131.056907   
 12424         NaN     8.946900e+06  0.000000   84.730733   80.552765   
 12425  1226526.86     3.124764e+10  4.416058   21.915315   18.807778   
 12426         NaN     4.774800e+05       NaN   59.025285   50.984662   
 12427     3758.91     1.630650e+06       NaN  104.039142   99.818022   
 12428         NaN     1.251480e+06  0.000000   31.487775   24.270077   
 12429     1551.19     2.591100e+05       NaN   88.166413   83.799538   
 12430    28662.08     1.410357e+07       NaN  101.208079   97.027765   
 12431         NaN     5.875000e+05  0.000000  141.833176  140.468731   
 12432         NaN     1.126083e+07  0.000000   73.641478   69.263071   
 12433    26603.31     3.879800e+07  0.000000   62.958653   58.461915   
 12434         NaN     3.377140e+06       NaN   86.597296   82.861947   
 12435         NaN     8.280000e+04       NaN   53.371724   46.323131   
 12436    22552.27     2.844604e+06  0.000000  159.927309  157.262621   
 12437  3717393.52     9.582390e+08  0.562390   43.415694   32.128359   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000148  0.123821  20040310  
 1     -0.000012  0.129008  20040310  
 2     -0.140309  0.116637  20040310  
 3     -0.030232  0.358288  20040310  
 4     -0.047830  0.276711  20040310  
 5      0.017158  0.285723  20040310  
 6     -0.000361  0.038295  20040310  
 7      0.101180  0.192318  20040310  
 8      0.609001  1.075964  20040310  
 9      0.040429  0.268023  20040310  
 10    -0.006154  0.620436  20040310  
 11     0.557947  0.887985  20040310  
 12     0.133878  0.513906  20040310  
 13     0.153750  0.386733  20040310  
 14    -0.000012  0.091879  20040310  
 15    -0.109701  0.184131  20040310  
 16     0.424112  0.681605  20040310  
 17     0.348238  0.444792  20040310  
 18     0.086875  0.484501  20040310  
 19     0.141034  0.300703  20040310  
 20     0.089971  0.449849  20040310  
 21    -0.143930  0.125115  20040310  
 22     0.742835  0.980295  20040310  
 23     0.034950  0.421943  20040310  
 24     0.011254  0.349526  20040310  
 25     0.346436  0.638017  20040310  
 26    -0.001670  0.263064  20040310  
 27     0.339361  0.783898  20040310  
 28     0.338411  0.579634  20040310  
 29    -0.017921  0.305468  20040310  
 ...         ...       ...       ...  
 12408 -0.000012  0.036592  20040310  
 12409  0.460983  0.815788  20040310  
 12410  0.752882  1.178453  20040310  
 12411  1.164808  1.501704  20040310  
 12412  0.733478  1.211559  20040310  
 12413  0.718065  1.157217  20040310  
 12414  1.006345  1.249879  20040310  
 12415  0.881702  1.091411  20040310  
 12416  0.894811  1.097276  20040310  
 12417  1.042694  1.293187  20040310  
 12418  0.568723  0.925349  20040310  
 12419  0.931938  1.104079  20040310  
 12420  0.248387  0.210646  20040310  
 12421  0.301430  0.742469  20040310  
 12422  0.293602  0.689845  20040310  
 12423  0.434305  0.768626  20040310  
 12424  0.804135  1.143876  20040310  
 12425  0.290324  0.407681  20040310  
 12426  0.977692  1.168080  20040310  
 12427  1.155953  1.484684  20040310  
 12428  0.178134  0.533820  20040310  
 12429  1.162030  1.407574  20040310  
 12430  1.044056  1.380023  20040310  
 12431  0.132210  0.398279  20040310  
 12432  0.369262  0.629781  20040310  
 12433  0.746917  1.007338  20040310  
 12434  0.886545  1.059984  20040310  
 12435  0.927711  1.215793  20040310  
 12436  1.090453  1.368042  20040310  
 12437  1.065127  1.342220  20040310  
 
 [12438 rows x 92 columns],
 '20040311':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.328            0.000               0.0   
 1      USA0011            -0.266            0.000               0.0   
 2      USA0031            -0.203            0.000               0.0   
 3      USA0062             0.151            0.429               0.0   
 4      USA00E2            -0.476            0.000               0.0   
 5      USA00F1            -0.386            0.000               0.0   
 6      USA00G2            -0.647            0.000               0.0   
 7      USA00H1            -0.184            0.000               0.0   
 8      USA00I1             0.534            0.000               0.0   
 9      USA00J1            -0.482            0.000               0.0   
 10     USA00K1             1.080            0.000               0.0   
 11     USA00P1            -0.375            0.000               0.0   
 12     USA00R1            -0.038            0.000               0.0   
 13     USA00S1            -0.261            0.000               0.0   
 14     USA00V1            -0.674            0.000               0.0   
 15     USA0131            -0.082            1.000               0.0   
 16     USA0161             0.862            1.000               0.0   
 17     USA01I1            -0.206            0.000               0.0   
 18     USA01J2            -0.058            0.000               0.0   
 19     USA01L1            -0.654            0.000               0.0   
 20     USA01P1            -0.011            0.000               0.0   
 21     USA01Q1            -0.512            0.000               0.0   
 22     USA0202            -0.616            0.000               0.0   
 23     USA0231             0.263            0.000               0.0   
 24     USA0281             0.125            0.000               0.0   
 25     USA0291            -0.014            0.000               0.0   
 26     USA02A1            -0.506            0.000               0.0   
 27     USA02B1            -0.222            0.000               0.0   
 28     USA02H1            -0.217            0.000               0.0   
 29     USA02P1            -0.226            0.000               0.0   
 ...        ...               ...              ...               ...   
 12406  USAZY41            -0.320            0.000               0.0   
 12407  USAZY51             0.216            0.000               0.0   
 12408  USAZY61            -0.268            0.000               0.0   
 12409  USAZY71            -0.060            0.000               0.0   
 12410  USAZYI1            -1.926            0.000               0.0   
 12411  USAZYJ1            -0.121            0.000               0.0   
 12412  USAZYK1            -0.174            0.000               0.0   
 12413  USAZYM1            -0.618            0.000               0.0   
 12414  USAZYR1             2.814            0.000               0.0   
 12415  USAZYS1             0.311            0.000               0.0   
 12416  USAZYT1             2.814            0.000               0.0   
 12417  USAZYV1             2.814            0.000               0.0   
 12418  USAZYX1             0.393            0.000               0.0   
 12419  USAZZ41             2.018            0.000               0.0   
 12420  USAZZ51             0.517            0.000               0.0   
 12421  USAZZ61             2.814            0.000               0.0   
 12422  USAZZ71             0.275            0.000               0.0   
 12423  USAZZ81            -0.129            0.000               0.0   
 12424  USAZZ91            -0.520            0.000               0.0   
 12425  USAZZA1             0.350            0.000               0.0   
 12426  USAZZB1             0.362            0.000               0.0   
 12427  USAZZD1            -0.182            0.000               0.0   
 12428  USAZZF1            -2.078            0.000               0.0   
 12429  USAZZI1            -0.009            0.000               0.0   
 12430  USAZZJ1             0.331            0.000               0.0   
 12431  USAZZL1             2.814            0.000               0.0   
 12432  USAZZP1            -0.446            0.000               0.0   
 12433  USAZZR1             0.164            0.000               0.0   
 12434  USAZZX1             0.215            0.000               0.0   
 12435  USAZZY1            -0.134            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12406               0.0              0.0           0.0            0.0   
 12407               0.0              0.0           0.0            0.0   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 12431               0.0              0.0           0.0            0.0   
 12432               0.0              0.0           0.0            0.0   
 12433               0.0              0.0           0.0            0.0   
 12434               0.0              0.0           0.0            0.0   
 12435               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.047           0.000  ...           NaN          NaN   
 1            -2.047           0.000  ...           NaN          NaN   
 2            -2.323           0.000  ...           NaN       4210.0   
 3            -2.091           0.000  ...           NaN          NaN   
 4            -2.110           0.000  ...           NaN       5660.0   
 5            -2.012           0.000  ...           NaN          NaN   
 6            -2.046           0.000  ...           NaN          NaN   
 7            -1.849           0.000  ...           NaN          NaN   
 8            -0.814           0.000  ...           NaN          NaN   
 9            -1.966           0.861  ...           NaN          NaN   
 10           -2.050           0.000  ...           NaN          NaN   
 11           -0.898           0.000  ...           NaN          NaN   
 12           -1.763           0.000  ...           NaN          NaN   
 13           -1.692           0.000  ...           NaN     101297.0   
 14           -2.047           0.000  ...           NaN          NaN   
 15           -2.247           0.000  ...           NaN          NaN   
 16           -1.086           0.000  ...           NaN        391.0   
 17           -1.342           0.000  ...           NaN       5250.0   
 18           -1.865           0.000  ...           NaN          NaN   
 19           -1.756           0.000  ...           NaN          NaN   
 20           -1.862           0.000  ...           NaN       2000.0   
 21           -2.324           1.000  ...           NaN          NaN   
 22           -0.551           0.000  ...           NaN          NaN   
 23           -1.980           0.000  ...           NaN      37750.0   
 24           -2.021           0.000  ...           NaN          NaN   
 25           -1.359           0.000  ...           NaN          NaN   
 26           -2.049           0.000  ...           NaN          NaN   
 27           -1.372           0.000  ...           NaN          NaN   
 28           -1.353           0.000  ...           NaN       4080.0   
 29           -2.073           0.000  ...           NaN        620.0   
 ...             ...             ...  ...           ...          ...   
 12406        -2.047           0.000  ...           NaN          NaN   
 12407        -1.087           0.000  ...           NaN          NaN   
 12408        -0.484           0.000  ...           NaN          NaN   
 12409         0.333           0.000  ...           NaN          NaN   
 12410        -0.882           0.000  ...           NaN      27000.0   
 12411        -0.564           0.000  ...           NaN          NaN   
 12412         0.028           0.000  ...           NaN        100.0   
 12413        -0.226           0.000  ...           NaN          NaN   
 12414        -0.041           0.000  ...           NaN     611684.0   
 12415         0.074           0.000  ...           NaN          NaN   
 12416        -0.724           0.000  ...           NaN      29250.0   
 12417         0.147           0.000  ...           NaN      29610.0   
 12418        -1.498           0.000  ...           NaN       3400.0   
 12419        -1.331           0.000  ...           NaN       1957.0   
 12420        -1.410           0.000  ...           NaN          NaN   
 12421        -0.965           0.000  ...           NaN     860392.0   
 12422        -0.412           0.000  ...           NaN          NaN   
 12423        -1.378           1.000  ...           NaN      38200.0   
 12424        -0.049           0.000  ...           NaN          NaN   
 12425         0.313           0.000  ...           NaN          NaN   
 12426        -1.701           0.000  ...           NaN          NaN   
 12427         0.329           0.000  ...           NaN     820000.0   
 12428         0.008           0.000  ...           NaN     253058.0   
 12429        -1.707           1.000  ...           NaN          NaN   
 12430        -1.231           0.000  ...           NaN          0.0   
 12431        -0.342           0.000  ...           NaN      11400.0   
 12432        -0.202           1.000  ...           NaN          NaN   
 12433        -0.143           0.000  ...           NaN          NaN   
 12434         0.185           0.000  ...           NaN     592500.0   
 12435         0.061           0.000  ...           NaN      88900.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.558773e+10  0.175009   16.277963   11.327075   
 1             NaN     4.993956e+09  0.000000   17.984229   12.590434   
 2             NaN     6.491042e+10  2.429907   23.202059   19.910178   
 3             NaN     2.796493e+10  2.139800   24.930051   22.336968   
 4             NaN     5.004923e+10  2.329114   27.526316   24.372068   
 5             NaN     1.847730e+11  0.351351   16.234928   12.203504   
 6             NaN     1.500759e+10  4.742886   23.364807   16.209386   
 7             NaN     7.751304e+10  0.000000   22.928666   18.181133   
 8             NaN     1.733331e+10  0.320641   34.947141   25.577956   
 9             NaN     4.306007e+10  1.653514   21.017701   18.285832   
 10            NaN     3.465990e+10  0.000000   35.400382   27.069717   
 11            NaN     2.499018e+10  1.319199   26.529471   21.391909   
 12            NaN     6.711040e+09  2.335490   17.919121   12.984107   
 13            NaN     1.714209e+10  1.586402   25.976741   23.386165   
 14            NaN     1.194024e+10  1.233299   15.013893   11.150138   
 15            NaN     3.212868e+10  1.567904   30.619347   27.165640   
 16            NaN     3.212868e+10  1.567904   34.093063   29.665959   
 17            NaN     2.885989e+10  0.183964   21.319774   18.595506   
 18            NaN     2.540063e+10  1.953795   25.498253   21.764520   
 19            NaN     9.292461e+10  3.305037   24.466599   20.847015   
 20            NaN     1.542206e+11  0.000000   36.543877   32.739089   
 21            NaN     1.181138e+11  2.001601   21.981255   19.155778   
 22            NaN     1.465380e+10  0.000000   31.634408   25.468044   
 23            NaN     8.201305e+10  0.000000   24.312436   20.751013   
 24            NaN     4.141608e+10  3.104901   21.092745   17.015962   
 25            NaN     3.123892e+10  0.000000   24.023668   19.573718   
 26            NaN     7.287574e+09  1.751927   13.150426    9.470677   
 27            NaN     7.287574e+09  1.751927   38.216533   34.796018   
 28            NaN     7.325395e+10  2.777036   25.592577   22.272004   
 29            NaN     3.102248e+11  2.460025   22.163984   18.865242   
 ...           ...              ...       ...         ...         ...   
 12406         NaN     5.056250e+06       NaN   21.617806   15.138961   
 12407         NaN     4.849320e+06  0.000000   79.747629   76.573640   
 12408         NaN     2.231800e+06  0.000000   74.642702   69.896872   
 12409         NaN     2.452000e+05  0.000000   97.407158   92.459193   
 12410    10623.30     6.970260e+06  0.000000   78.895697   74.949010   
 12411         NaN     1.984620e+07       NaN   77.648134   73.357119   
 12412        8.94     6.832300e+04       NaN   78.268941   73.557428   
 12413         NaN     2.118760e+06       NaN   87.172432   83.628023   
 12414  1253213.63     3.152600e+07  0.000000  129.745524  126.596336   
 12415         NaN     5.030700e+01  0.000000   44.305332   33.559456   
 12416    30722.03     2.418150e+07  0.000000   84.988560   81.659939   
 12417    10277.48     2.291600e+06  0.000000  149.219239  146.369908   
 12418    30670.62     4.387240e+07  1.196172   28.992110   25.037786   
 12419    17703.52     5.453940e+06       NaN   72.794575   69.520839   
 12420         NaN     1.482800e+05       NaN   51.624927   46.548378   
 12421     2473.68     5.004900e+06  0.000000  135.196097  133.149221   
 12422         NaN     8.946900e+06  0.000000   86.494211   82.115598   
 12423  1227874.19     3.078309e+10  4.416058   22.268461   19.059716   
 12424         NaN     4.774800e+05       NaN   60.131829   51.857193   
 12425         NaN     1.630650e+06       NaN  103.340951   98.447597   
 12426         NaN     1.251480e+06  0.000000   31.833109   24.600739   
 12427     1588.79     2.591100e+05       NaN   89.524621   84.883716   
 12428    44763.84     1.530620e+07       NaN  103.771474   99.717501   
 12429         NaN     5.875000e+05  0.000000  143.573182  142.230344   
 12430         NaN     1.118910e+07  0.000000   74.370052   70.111289   
 12431    28011.95     3.634760e+07  0.000000   65.172798   59.984827   
 12432         NaN     3.377140e+06       NaN   89.733616   85.962971   
 12433         NaN     8.280000e+04       NaN   54.395114   46.920963   
 12434    23302.56     2.844604e+06  0.000000  162.059103  159.238887   
 12435  3709415.19     9.619447e+08  0.562390   44.182109   32.506676   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000134  0.101788  20040311  
 1     -0.000011  0.107728  20040311  
 2     -0.133257  0.099663  20040311  
 3     -0.020982  0.335830  20040311  
 4     -0.030195  0.261958  20040311  
 5      0.017220  0.260259  20040311  
 6      0.000524  0.023174  20040311  
 7      0.095678  0.162828  20040311  
 8      0.596265  1.066904  20040311  
 9      0.039318  0.227439  20040311  
 10    -0.001378  0.585122  20040311  
 11     0.555617  0.873221  20040311  
 12     0.137375  0.497456  20040311  
 13     0.171539  0.392599  20040311  
 14    -0.000011  0.059375  20040311  
 15    -0.096897  0.166572  20040311  
 16     0.464968  0.711977  20040311  
 17     0.340843  0.420729  20040311  
 18     0.088089  0.456646  20040311  
 19     0.140548  0.275125  20040311  
 20     0.089515  0.403607  20040311  
 21    -0.134105  0.096187  20040311  
 22     0.723416  0.939725  20040311  
 23     0.032601  0.395783  20040311  
 24     0.012578  0.340635  20040311  
 25     0.332823  0.605380  20040311  
 26    -0.001080  0.234192  20040311  
 27     0.326378  0.741731  20040311  
 28     0.335670  0.555139  20040311  
 29    -0.012607  0.283082  20040311  
 ...         ...       ...       ...  
 12406 -0.000011  0.018413  20040311  
 12407  0.464394  0.818202  20040311  
 12408  0.755970  1.197033  20040311  
 12409  1.150764  1.423545  20040311  
 12410  0.563586  0.950991  20040311  
 12411  0.717257  1.149077  20040311  
 12412  1.003577  1.252901  20040311  
 12413  0.880749  1.009107  20040311  
 12414  0.970065  1.239743  20040311  
 12415  1.025736  1.300231  20040311  
 12416  0.639852  1.020252  20040311  
 12417  1.060807  1.344102  20040311  
 12418  0.265722  0.233980  20040311  
 12419  0.346217  0.783476  20040311  
 12420  0.308296  0.701736  20040311  
 12421  0.523510  0.870813  20040311  
 12422  0.790631  1.154106  20040311  
 12423  0.323337  0.416176  20040311  
 12424  0.966071  1.187591  20040311  
 12425  1.141438  1.529655  20040311  
 12426  0.167278  0.512502  20040311  
 12427  1.149133  1.403339  20040311  
 12428  0.993601  1.221195  20040311  
 12429  0.164257  0.412455  20040311  
 12430  0.394474  0.625647  20040311  
 12431  0.824756  1.134066  20040311  
 12432  0.892190  1.036088  20040311  
 12433  0.920971  1.228680  20040311  
 12434  1.079565  1.408664  20040311  
 12435  1.019307  1.302540  20040311  
 
 [12436 rows x 92 columns],
 '20040312':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.490            0.000               0.0   
 1      USA0011            -0.471            0.000               0.0   
 2      USA0031            -1.151            0.000               0.0   
 3      USA0062            -0.710            0.429               0.0   
 4      USA00E2             0.967            0.000               0.0   
 5      USA00F1            -0.589            0.000               0.0   
 6      USA00G2            -0.566            0.000               0.0   
 7      USA00H1            -0.683            0.000               0.0   
 8      USA00I1            -0.293            0.000               0.0   
 9      USA00J1            -0.868            0.000               0.0   
 10     USA00K1            -1.331            0.000               0.0   
 11     USA00P1             0.137            0.000               0.0   
 12     USA00R1            -0.342            0.000               0.0   
 13     USA00S1             0.634            0.000               0.0   
 14     USA00V1            -0.532            0.000               0.0   
 15     USA0131            -0.918            1.000               0.0   
 16     USA0161            -0.109            1.000               0.0   
 17     USA01I1            -0.249            0.000               0.0   
 18     USA01J2             1.870            0.000               0.0   
 19     USA01L1            -0.066            0.000               0.0   
 20     USA01P1            -2.292            0.000               0.0   
 21     USA01Q1            -1.156            0.000               0.0   
 22     USA0202             0.516            0.000               0.0   
 23     USA0231            -0.603            0.000               0.0   
 24     USA0281            -0.550            0.000               0.0   
 25     USA0291            -0.022            0.000               0.0   
 26     USA02A1            -0.339            0.000               0.0   
 27     USA02B1            -1.243            0.000               0.0   
 28     USA02H1            -0.128            0.000               0.0   
 29     USA02P1             1.302            0.000               0.0   
 ...        ...               ...              ...               ...   
 12404  USAZY41             0.481            0.000               0.0   
 12405  USAZY51            -2.814            0.000               0.0   
 12406  USAZY61             1.063            0.000               0.0   
 12407  USAZY71             1.229            0.000               0.0   
 12408  USAZYI1             1.836            0.000               0.0   
 12409  USAZYJ1             0.882            0.000               0.0   
 12410  USAZYK1             2.151            0.000               0.0   
 12411  USAZYM1             1.042            0.000               0.0   
 12412  USAZYR1             1.282            0.000               0.0   
 12413  USAZYS1             1.357            0.000               0.0   
 12414  USAZYT1            -2.814            0.000               0.0   
 12415  USAZYV1            -2.814            0.000               0.0   
 12416  USAZYX1             1.478            0.000               0.0   
 12417  USAZZ41             2.752            0.000               0.0   
 12418  USAZZ51             0.390            0.000               0.0   
 12419  USAZZ61            -2.814            0.000               0.0   
 12420  USAZZ71            -2.814            0.000               0.0   
 12421  USAZZ81             0.940            0.000               0.0   
 12422  USAZZ91             1.745            0.000               0.0   
 12423  USAZZA1             1.431            0.000               0.0   
 12424  USAZZB1             0.557            0.000               0.0   
 12425  USAZZD1             1.910            0.000               0.0   
 12426  USAZZF1            -2.814            0.000               0.0   
 12427  USAZZI1             0.228            0.000               0.0   
 12428  USAZZJ1             2.376            0.000               0.0   
 12429  USAZZL1            -2.814            0.000               0.0   
 12430  USAZZP1             2.752            0.000               0.0   
 12431  USAZZR1             1.249            0.000               0.0   
 12432  USAZZX1             2.752            0.000               0.0   
 12433  USAZZY1            -2.569            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12404               0.0              0.0           0.0            0.0   
 12405               0.0              0.0           0.0            0.0   
 12406               0.0              0.0           0.0            0.0   
 12407               0.0              0.0           0.0            0.0   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 12431               0.0              0.0           0.0            0.0   
 12432               0.0              0.0           0.0            0.0   
 12433               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.026           0.000  ...           NaN          NaN   
 1            -2.026           0.000  ...           NaN          NaN   
 2            -2.291           0.000  ...           NaN       4210.0   
 3            -2.075           0.000  ...           NaN          NaN   
 4            -2.457           0.000  ...           NaN        750.0   
 5            -1.988           0.000  ...           NaN          NaN   
 6            -2.026           0.000  ...           NaN          NaN   
 7            -1.834           0.000  ...           NaN          NaN   
 8            -0.853           0.000  ...           NaN          NaN   
 9            -1.949           0.861  ...           NaN          NaN   
 10           -2.036           0.000  ...           NaN          NaN   
 11           -0.892           0.000  ...           NaN          NaN   
 12           -1.741           0.000  ...           NaN          NaN   
 13           -1.787           0.000  ...           NaN      11163.0   
 14           -2.026           0.000  ...           NaN          NaN   
 15           -2.229           0.000  ...           NaN          NaN   
 16           -1.114           0.000  ...           NaN          NaN   
 17           -1.343           0.000  ...           NaN       5250.0   
 18           -2.052           0.000  ...           NaN        750.0   
 19           -1.754           0.000  ...           NaN          NaN   
 20           -1.733           0.000  ...           NaN      42000.0   
 21           -2.297           1.000  ...           NaN          NaN   
 22           -0.582           0.000  ...           NaN          NaN   
 23           -1.959           0.000  ...           NaN      37750.0   
 24           -2.003           0.000  ...           NaN          NaN   
 25           -1.366           0.000  ...           NaN          NaN   
 26           -2.029           0.000  ...           NaN       3000.0   
 27           -1.300           0.000  ...           NaN        740.0   
 28           -1.351           0.000  ...           NaN       4080.0   
 29           -2.431           0.000  ...           NaN       3000.0   
 ...             ...             ...  ...           ...          ...   
 12404        -2.026           0.000  ...           NaN          NaN   
 12405        -0.341           0.000  ...           NaN        200.0   
 12406        -0.494           0.000  ...           NaN          NaN   
 12407         0.329           0.000  ...           NaN        100.0   
 12408        -0.903           0.000  ...           NaN      37500.0   
 12409        -0.574           0.000  ...           NaN          NaN   
 12410         0.025           0.000  ...           NaN      20000.0   
 12411        -0.253           0.000  ...           NaN          NaN   
 12412        -0.075           0.000  ...           NaN     275144.0   
 12413         0.064           0.000  ...           NaN          NaN   
 12414        -0.524           0.000  ...           NaN      65313.0   
 12415         0.267           0.000  ...           NaN       4500.0   
 12416        -1.515           0.000  ...           NaN       1300.0   
 12417        -1.396           0.000  ...           NaN      31200.0   
 12418        -1.410           0.000  ...           NaN          NaN   
 12419        -0.826           0.000  ...           NaN     151600.0   
 12420        -0.232           0.000  ...           NaN       2300.0   
 12421        -1.488           1.000  ...           NaN      73800.0   
 12422        -0.053           0.000  ...           NaN          NaN   
 12423         0.304           0.000  ...           NaN          NaN   
 12424        -1.687           0.000  ...           NaN          NaN   
 12425         0.320           0.000  ...           NaN     112000.0   
 12426         0.352           0.000  ...           NaN     177198.0   
 12427        -1.733           1.000  ...           NaN          NaN   
 12428        -1.314           0.000  ...           NaN          0.0   
 12429        -0.203           0.000  ...           NaN       5200.0   
 12430        -0.701           1.000  ...           NaN        733.0   
 12431        -0.146           0.000  ...           NaN          NaN   
 12432        -0.136           0.000  ...           NaN     870665.0   
 12433         0.199           0.000  ...           NaN      87600.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.692599e+10  0.175009   16.043309   11.203703   
 1             NaN     5.043771e+09  0.000000   17.718737   12.439791   
 2             NaN     6.478535e+10  2.429907   23.111461   19.867179   
 3             NaN     2.844768e+10  2.139800   24.649297   22.227692   
 4             NaN     5.083500e+10  2.329114   31.199777   28.534461   
 5             NaN     1.867550e+11  0.351351   15.994880   12.150934   
 6             NaN     1.506288e+10  4.742886   22.986399   16.068027   
 7             NaN     7.854499e+10  0.000000   22.603968   18.003821   
 8             NaN     1.771898e+10  0.320641   33.416213   25.300605   
 9             NaN     4.308451e+10  1.653514   20.816643   18.225458   
 10            NaN     3.550810e+10  0.000000   34.577841   26.778759   
 11            NaN     2.500802e+10  1.319199   25.553187   21.178140   
 12            NaN     6.772903e+09  2.335490   17.309701   12.845841   
 13            NaN     1.714918e+10  1.586402   25.577257   23.157472   
 14            NaN     1.203674e+10  1.233299   14.860580   11.074938   
 15            NaN     3.224871e+10  1.567904   30.329403   26.963732   
 16            NaN     3.224871e+10  1.567904   33.217716   29.347906   
 17            NaN     2.889886e+10  0.183964   21.026577   18.397897   
 18            NaN     2.601872e+10  1.953795   26.226668   22.776604   
 19            NaN     9.454942e+10  3.305037   24.107063   20.614952   
 20            NaN     1.599503e+11  0.000000   36.364732   32.642651   
 21            NaN     1.187758e+11  2.001601   21.974710   19.152614   
 22            NaN     1.505272e+10  0.000000   30.515310   25.247879   
 23            NaN     8.488440e+10  0.000000   23.835948   20.528940   
 24            NaN     4.216366e+10  3.104901   20.709705   16.823691   
 25            NaN     3.176880e+10  0.000000   23.331445   19.410632   
 26            NaN     7.516833e+09  1.751927   12.847316    9.359479   
 27            NaN     7.516833e+09  1.751927   37.400401   34.511439   
 28            NaN     7.355517e+10  2.777036   24.935279   21.992053   
 29            NaN     3.120605e+11  2.460025   24.143018   21.118652   
 ...           ...              ...       ...         ...         ...   
 12404         NaN     5.056250e+06       NaN   21.595535   15.314865   
 12405     1132.41     7.504900e+06  0.000000   87.367109   84.083262   
 12406         NaN     2.231800e+06  0.000000   72.903110   68.633316   
 12407      310.18     2.452000e+05  0.000000   95.238390   90.805510   
 12408    11731.25     7.434700e+06  0.000000   80.892824   77.756019   
 12409         NaN     1.984620e+07       NaN   75.857660   71.937758   
 12410        8.53     6.832300e+04       NaN   75.864122   71.464876   
 12411         NaN     2.118760e+06       NaN   84.662087   81.424613   
 12412  1262134.28     3.152600e+07  0.000000  128.743130  126.036770   
 12413         NaN     5.030700e+01  0.000000   42.996621   33.362687   
 12414    31847.99     2.664900e+07  0.000000   84.648364   81.582013   
 12415     8410.00     2.696000e+06  0.000000  148.983677  146.492647   
 12416    26934.90     4.361280e+07  1.196172   29.182433   25.224561   
 12417    16914.70     5.293530e+06       NaN   70.318749   67.107919   
 12418         NaN     1.482800e+05       NaN   50.873898   46.160296   
 12419     2151.33     5.561000e+06  0.000000  134.784223  132.805633   
 12420     3606.23     1.013982e+07  0.000000   87.579254   83.612285   
 12421  1298299.52     3.028213e+10  4.416058   22.084100   19.015696   
 12422         NaN     4.774800e+05       NaN   59.251183   51.510972   
 12423         NaN     1.630650e+06       NaN  101.773247   97.490754   
 12424         NaN     1.251480e+06  0.000000   31.681046   24.805462   
 12425     1576.60     2.591100e+05       NaN   87.454599   83.271129   
 12426    60986.65     2.295930e+07       NaN  110.097081  106.292497   
 12427         NaN     5.875000e+05  0.000000  141.518504  140.244876   
 12428         NaN     1.099767e+07  0.000000   73.917046   69.793449   
 12429    29134.67     3.879800e+07  0.000000   64.449405   59.824128   
 12430      991.00     2.178800e+06       NaN   86.848809   83.802692   
 12431         NaN     8.280000e+04       NaN   53.355602   46.601351   
 12432    24094.07     2.031860e+06  0.000000  163.708503  161.438798   
 12433  3661135.90     1.008266e+09  0.562390   43.126765   32.703762   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000135  0.101957  20040312  
 1     -0.000010  0.108535  20040312  
 2     -0.129673  0.079234  20040312  
 3     -0.024184  0.319391  20040312  
 4     -0.211449  0.147403  20040312  
 5      0.018414  0.253359  20040312  
 6     -0.000136  0.021937  20040312  
 7      0.094201  0.151573  20040312  
 8      0.575024  1.025308  20040312  
 9      0.037515  0.209274  20040312  
 10    -0.004728  0.534032  20040312  
 11     0.555888  0.881966  20040312  
 12     0.139862  0.490133  20040312  
 13     0.117282  0.374239  20040312  
 14    -0.000010  0.059763  20040312  
 15    -0.099261  0.147775  20040312  
 16     0.446932  0.679583  20040312  
 17     0.334929  0.435276  20040312  
 18    -0.012525  0.420090  20040312  
 19     0.133320  0.279846  20040312  
 20     0.143582  0.395572  20040312  
 21    -0.133051  0.075968  20040312  
 22     0.707750  0.937174  20040312  
 23     0.032626  0.384887  20040312  
 24     0.011440  0.329700  20040312  
 25     0.323548  0.602668  20040312  
 26    -0.001413  0.238466  20040312  
 27     0.355789  0.730960  20040312  
 28     0.330955  0.547893  20040312  
 29    -0.198700  0.184097  20040312  
 ...         ...       ...       ...  
 12404 -0.000010  0.051688  20040312  
 12405  0.826012  1.068275  20040312  
 12406  0.750738  1.215378  20040312  
 12407  1.154448  1.439612  20040312  
 12408  0.550272  0.898103  20040312  
 12409  0.711532  1.153278  20040312  
 12410  1.005379  1.309528  20040312  
 12411  0.868855  1.032618  20040312  
 12412  0.956058  1.236539  20040312  
 12413  1.024408  1.321440  20040312  
 12414  0.735976  1.018629  20040312  
 12415  1.123972  1.264651  20040312  
 12416  0.250452  0.268639  20040312  
 12417  0.308610  0.795949  20040312  
 12418  0.301995  0.694728  20040312  
 12419  0.588102  0.864846  20040312  
 12420  0.879400  1.155596  20040312  
 12421  0.263525  0.408534  20040312  
 12422  0.967184  1.238058  20040312  
 12423  1.141986  1.537001  20040312  
 12424  0.166054  0.537577  20040312  
 12425  1.149667  1.437748  20040312  
 12426  1.165402  1.345351  20040312  
 12427  0.143596  0.414276  20040312  
 12428  0.349085  0.645571  20040312  
 12429  0.893705  1.106331  20040312  
 12430  0.649578  0.892346  20040312  
 12431  0.921398  1.247875  20040312  
 12432  0.926202  1.322115  20040312  
 12433  1.090780  1.289683  20040312  
 
 [12434 rows x 92 columns],
 '20040315':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.584            0.000               0.0   
 1      USA0011             1.113            0.000               0.0   
 2      USA0031             0.850            0.000               0.0   
 3      USA0062             1.137            0.429               0.0   
 4      USA00E2             0.918            0.000               0.0   
 5      USA00F1             0.682            0.000               0.0   
 6      USA00G2             0.432            0.000               0.0   
 7      USA00H1             0.199            0.000               0.0   
 8      USA00I1             0.109            0.000               0.0   
 9      USA00J1             0.253            0.000               0.0   
 10     USA00K1             1.498            0.000               0.0   
 11     USA00P1            -0.328            0.000               0.0   
 12     USA00R1             0.718            0.000               0.0   
 13     USA00S1             0.816            0.000               0.0   
 14     USA00V1             0.665            0.000               0.0   
 15     USA0131             1.453            1.000               0.0   
 16     USA0161             0.974            1.000               0.0   
 17     USA01I1             0.245            0.000               0.0   
 18     USA01J2             1.117            0.000               0.0   
 19     USA01L1             0.798            0.000               0.0   
 20     USA01P1             2.119            0.000               0.0   
 21     USA01Q1             0.392            0.000               0.0   
 22     USA0202            -0.674            0.000               0.0   
 23     USA0231             2.876            0.000               0.0   
 24     USA0281             0.216            0.000               0.0   
 25     USA0291             0.431            0.000               0.0   
 26     USA02A1             0.868            0.000               0.0   
 27     USA02B1             0.081            0.000               0.0   
 28     USA02H1             0.186            0.000               0.0   
 29     USA02P1             1.010            0.000               0.0   
 ...        ...               ...              ...               ...   
 12405  USAZY41            -0.050            0.000               0.0   
 12406  USAZY51            -1.955            0.000               0.0   
 12407  USAZY61             2.876            0.000               0.0   
 12408  USAZY71            -2.747            0.000               0.0   
 12409  USAZYI1             2.876            0.000               0.0   
 12410  USAZYJ1            -2.747            0.000               0.0   
 12411  USAZYK1            -1.783            0.000               0.0   
 12412  USAZYM1            -2.747            0.000               0.0   
 12413  USAZYR1             2.876            0.000               0.0   
 12414  USAZYS1            -2.358            0.000               0.0   
 12415  USAZYT1             2.876            0.000               0.0   
 12416  USAZYV1             1.227            0.000               0.0   
 12417  USAZYX1            -0.335            0.000               0.0   
 12418  USAZZ41             0.048            0.000               0.0   
 12419  USAZZ51            -1.006            0.000               0.0   
 12420  USAZZ61            -2.747            0.000               0.0   
 12421  USAZZ71             2.876            0.000               0.0   
 12422  USAZZ81            -0.793            0.000               0.0   
 12423  USAZZ91            -1.915            0.000               0.0   
 12424  USAZZA1            -2.469            0.000               0.0   
 12425  USAZZB1            -0.219            0.000               0.0   
 12426  USAZZD1            -2.469            0.000               0.0   
 12427  USAZZF1            -2.747            0.000               0.0   
 12428  USAZZI1             2.876            0.000               0.0   
 12429  USAZZJ1            -2.602            0.000               0.0   
 12430  USAZZL1            -1.974            0.000               0.0   
 12431  USAZZP1            -2.301            0.000               0.0   
 12432  USAZZR1            -2.114            0.000               0.0   
 12433  USAZZX1            -2.705            0.000               0.0   
 12434  USAZZY1             1.759            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12405               0.0              0.0           0.0            0.0   
 12406               0.0              0.0           0.0            0.0   
 12407               0.0              0.0           0.0            0.0   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 12431               0.0              0.0           0.0            0.0   
 12432               0.0              0.0           0.0            0.0   
 12433               0.0              0.0           0.0            0.0   
 12434               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.988           0.000  ...           NaN          NaN   
 1            -1.987           0.000  ...           NaN          NaN   
 2            -2.235           0.000  ...           NaN       4210.0   
 3            -2.019           0.000  ...           NaN          NaN   
 4            -2.381           0.000  ...           NaN        750.0   
 5            -1.953           0.000  ...           NaN          NaN   
 6            -1.986           0.000  ...           NaN          NaN   
 7            -1.809           0.000  ...           NaN          NaN   
 8            -0.858           0.000  ...           NaN          NaN   
 9            -1.915           0.861  ...           NaN          NaN   
 10           -1.992           0.000  ...           NaN          NaN   
 11           -0.858           0.000  ...           NaN          NaN   
 12           -1.697           0.000  ...           NaN          NaN   
 13           -1.673           0.000  ...           NaN      73740.0   
 14           -1.987           0.000  ...           NaN          NaN   
 15           -2.166           0.000  ...           NaN          NaN   
 16           -1.078           0.000  ...           NaN        281.0   
 17           -1.331           0.000  ...           NaN       5250.0   
 18           -2.007           0.000  ...           NaN          NaN   
 19           -1.723           0.000  ...           NaN          NaN   
 20           -1.601           0.000  ...           NaN        100.0   
 21           -2.236           1.000  ...           NaN          NaN   
 22           -0.598           0.000  ...           NaN          NaN   
 23           -1.748           0.000  ...           NaN        200.0   
 24           -1.962           0.000  ...           NaN          NaN   
 25           -1.357           0.000  ...           NaN          NaN   
 26           -1.989           0.000  ...           NaN          NaN   
 27           -1.288           0.000  ...           NaN          NaN   
 28           -1.331           0.000  ...           NaN       4080.0   
 29           -2.365           0.000  ...           NaN       3000.0   
 ...             ...             ...  ...           ...          ...   
 12405        -1.987           0.000  ...           NaN          NaN   
 12406        -0.345           0.000  ...           NaN          NaN   
 12407        -0.369           0.000  ...           NaN       2400.0   
 12408         0.314           0.000  ...           NaN          NaN   
 12409        -0.756           0.000  ...           NaN      20849.0   
 12410        -0.712           0.000  ...           NaN       1982.0   
 12411         0.022           0.000  ...           NaN       1500.0   
 12412        -0.260           0.000  ...           NaN          NaN   
 12413         0.248           0.000  ...           NaN     812302.0   
 12414         0.051           0.000  ...           NaN          NaN   
 12415        -0.338           0.000  ...           NaN      98077.0   
 12416         0.319           0.000  ...           NaN      38150.0   
 12417        -1.441           0.000  ...           NaN       1000.0   
 12418        -1.302           0.000  ...           NaN      36600.0   
 12419        -1.370           0.000  ...           NaN          NaN   
 12420        -0.946           0.000  ...           NaN    1469730.0   
 12421         0.168           0.000  ...           NaN      36500.0   
 12422        -1.486           1.000  ...           NaN      41400.0   
 12423        -0.090           0.000  ...           NaN          NaN   
 12424         0.292           0.000  ...           NaN          NaN   
 12425        -1.664           0.000  ...           NaN          NaN   
 12426         0.300           0.000  ...           NaN      30000.0   
 12427         0.328           0.000  ...           NaN     184510.0   
 12428        -1.138           1.000  ...           NaN        100.0   
 12429        -1.431           0.000  ...           NaN          0.0   
 12430        -0.230           0.000  ...           NaN        300.0   
 12431        -0.687           1.000  ...           NaN      13334.0   
 12432        -0.149           0.000  ...           NaN          NaN   
 12433        -0.138           0.000  ...           NaN     512275.0   
 12434         0.257           0.000  ...           NaN     121500.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.540796e+10  0.175009   16.236401   10.947520   
 1             NaN     5.043771e+09  0.000000   18.038094   12.379384   
 2             NaN     6.362847e+10  2.429907   22.864072   19.385632   
 3             NaN     2.809424e+10  2.139800   24.508769   21.703634   
 4             NaN     4.988942e+10  2.329114   30.903788   27.859347   
 5             NaN     1.827127e+11  0.351351   16.287530   11.878927   
 6             NaN     1.490490e+10  4.742886   22.982519   15.680266   
 7             NaN     7.670037e+10  0.000000   22.545692   17.620653   
 8             NaN     1.711659e+10  0.320641   33.981804   24.705272   
 9             NaN     4.238382e+10  1.653514   20.659094   17.800316   
 10            NaN     3.446032e+10  0.000000   34.665913   26.145167   
 11            NaN     2.445519e+10  1.319199   26.033922   20.698067   
 12            NaN     6.709936e+09  2.335490   17.690789   12.553552   
 13            NaN     1.686301e+10  1.586402   25.388692   22.673378   
 14            NaN     1.193516e+10  1.233299   14.983035   10.821735   
 15            NaN     3.183260e+10  1.567904   30.192228   26.464609   
 16            NaN     3.183260e+10  1.567904   33.259570   28.674196   
 17            NaN     2.852653e+10  0.183964   20.956395   17.924970   
 18            NaN     2.568884e+10  1.953795   26.193775   22.289415   
 19            NaN     9.370495e+10  3.305037   24.075639   20.152994   
 20            NaN     1.571890e+11  0.000000   36.245443   32.030674   
 21            NaN     1.169616e+11  2.001601   21.701613   18.673193   
 22            NaN     1.445434e+10  0.000000   30.902310   24.791005   
 23            NaN     8.452549e+10  0.000000   25.274749   20.971852   
 24            NaN     4.087782e+10  3.104901   20.744229   16.456393   
 25            NaN     3.058861e+10  0.000000   23.453003   18.936694   
 26            NaN     7.370681e+09  1.751927   13.140163    9.187728   
 27            NaN     7.370681e+09  1.751927   37.162206   33.823522   
 28            NaN     7.306934e+10  2.777036   24.850538   21.412800   
 29            NaN     3.090010e+11  2.460025   24.284783   20.583846   
 ...           ...              ...       ...         ...         ...   
 12405         NaN     5.056250e+06       NaN   21.741229   15.041702   
 12406         NaN     7.504900e+06  0.000000   88.396928   84.889457   
 12407     1037.54     2.008620e+06  0.000000   72.379297   66.707057   
 12408         NaN     2.452000e+05  0.000000   92.260609   87.132943   
 12409    11395.50     6.977180e+06  0.000000   80.386861   76.441600   
 12410      162.75     2.165040e+07       NaN   74.711022   70.412983   
 12411        8.26     6.832300e+04       NaN   75.181894   70.078642   
 12412         NaN     2.118760e+06       NaN   82.308450   78.424756   
 12413  1333819.80     2.651050e+07  0.000000  127.941916  124.195621   
 12414         NaN     5.030700e+01  0.000000   44.220568   33.334499   
 12415    33178.23     2.467500e+07  0.000000   83.842085   79.882554   
 12416     7852.62     2.561200e+06  0.000000  146.236007  143.163875   
 12417    24384.55     4.319744e+07  1.196172   28.879943   24.641113   
 12418    15899.89     5.165202e+06       NaN   69.268336   65.693561   
 12419         NaN     1.482800e+05       NaN   50.630568   45.455833   
 12420     3014.63     6.117100e+06  0.000000  132.624786  130.495731   
 12421     4012.60     8.052210e+06  0.000000   89.257666   83.613136   
 12422  1305803.65     3.060230e+10  4.416058   21.888645   18.621476   
 12423         NaN     4.774800e+05       NaN   59.184978   50.836081   
 12424         NaN     1.630650e+06       NaN  100.134679   95.132431   
 12425         NaN     1.251480e+06  0.000000   31.921626   24.416034   
 12426     1510.01     2.591100e+05       NaN   85.722900   80.891263   
 12427    82508.71     2.350595e+07       NaN  107.672583  103.155949   
 12428      542.43     3.525000e+05  0.000000  142.720317  141.023460   
 12429         NaN     1.140034e+07  0.000000   72.743397   68.456448   
 12430    27272.04     3.879800e+07  0.000000   64.057626   58.857637   
 12431     1079.89     2.178800e+06       NaN   83.684055   80.061393   
 12432         NaN     8.280000e+04       NaN   53.660458   46.134528   
 12433    25719.76     2.031860e+06  0.000000  160.153197  157.561992   
 12434  3587836.70     9.854143e+08  0.562390   44.709182   32.063997   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000122  0.117116  20040315  
 1     -0.000009  0.136954  20040315  
 2     -0.123472  0.109083  20040315  
 3     -0.015803  0.348461  20040315  
 4     -0.196278  0.203115  20040315  
 5      0.017193  0.264093  20040315  
 6      0.000692  0.043472  20040315  
 7      0.088729  0.162232  20040315  
 8      0.562561  1.018816  20040315  
 9      0.035891  0.221638  20040315  
 10    -0.002340  0.578820  20040315  
 11     0.562736  0.874962  20040315  
 12     0.144550  0.503111  20040315  
 13     0.156631  0.401302  20040315  
 14    -0.000009  0.081939  20040315  
 15    -0.088977  0.197777  20040315  
 16     0.453380  0.705266  20040315  
 17     0.327144  0.438879  20040315  
 18    -0.009602  0.420175  20040315  
 19     0.131516  0.286655  20040315  
 20     0.192676  0.501708  20040315  
 21    -0.123899  0.098319  20040315  
 22     0.692430  0.906786  20040315  
 23     0.119237  0.504243  20040315  
 24     0.012642  0.337130  20040315  
 25     0.314212  0.599197  20040315  
 26    -0.000791  0.259916  20040315  
 27     0.348343  0.736479  20040315  
 28     0.327068  0.545744  20040315  
 29    -0.188299  0.231210  20040315  
 ...         ...       ...       ...  
 12405 -0.000009  0.055269  20040315  
 12406  0.818555  0.985647  20040315  
 12407  0.806453  1.308635  20040315  
 12408  1.146837  1.340920  20040315  
 12409  0.613701  1.009940  20040315  
 12410  0.635335  1.031549  20040315  
 12411  1.001061  1.248986  20040315  
 12412  0.860584  0.957096  20040315  
 12413  1.113993  1.422487  20040315  
 12414  1.015643  1.246779  20040315  
 12415  0.821756  1.161596  20040315  
 12416  1.149072  1.379402  20040315  
 12417  0.272348  0.267635  20040315  
 12418  0.341612  0.771497  20040315  
 12419  0.307696  0.662920  20040315  
 12420  0.519165  0.756079  20040315  
 12421  1.074231  1.446284  20040315  
 12422  0.249904  0.365746  20040315  
 12423  0.945312  1.134216  20040315  
 12424  1.135713  1.457015  20040315  
 12425  0.161073  0.533006  20040315  
 12426  1.139638  1.340688  20040315  
 12427  1.153902  1.340782  20040315  
 12428  0.423163  0.720500  20040315  
 12429  0.277313  0.499904  20040315  
 12430  0.875732  1.078198  20040315  
 12431  0.647885  0.891391  20040315  
 12432  0.915897  1.177105  20040315  
 12433  0.921479  1.217627  20040315  
 12434  1.118296  1.375170  20040315  
 
 [12435 rows x 92 columns],
 '20040316':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.743            0.000               0.0   
 1      USA0011             0.040            0.000               0.0   
 2      USA0031             2.332            0.000               0.0   
 3      USA0062             2.230            0.429               0.0   
 4      USA00E2             0.173            0.000               0.0   
 5      USA00F1            -2.435            0.000               0.0   
 6      USA00G2            -0.421            0.000               0.0   
 7      USA00H1            -0.537            0.000               0.0   
 8      USA00I1             2.630            0.000               0.0   
 9      USA00J1             0.180            0.000               0.0   
 10     USA00K1             0.690            0.000               0.0   
 11     USA00P1             0.089            0.000               0.0   
 12     USA00R1             0.153            0.000               0.0   
 13     USA00S1            -0.552            0.000               0.0   
 14     USA00V1            -0.355            0.000               0.0   
 15     USA0131            -0.921            1.000               0.0   
 16     USA0161             0.805            1.000               0.0   
 17     USA01I1             0.244            0.000               0.0   
 18     USA01J2             0.490            0.000               0.0   
 19     USA01L1             0.200            0.000               0.0   
 20     USA01P1            -1.453            0.000               0.0   
 21     USA01Q1             2.768            0.000               0.0   
 22     USA0202            -0.405            0.000               0.0   
 23     USA0231            -1.032            0.000               0.0   
 24     USA0281             2.709            0.000               0.0   
 25     USA0291            -0.045            0.000               0.0   
 26     USA02A1            -0.182            0.000               0.0   
 27     USA02B1             1.196            0.000               0.0   
 28     USA02H1             0.541            0.000               0.0   
 29     USA02P1             0.935            0.000               0.0   
 ...        ...               ...              ...               ...   
 12404  USAZY41            -0.832            0.000               0.0   
 12405  USAZY51            -0.604            0.000               0.0   
 12406  USAZY61            -0.384            0.000               0.0   
 12407  USAZY71            -0.627            0.000               0.0   
 12408  USAZYI1             1.642            0.000               0.0   
 12409  USAZYJ1            -0.954            0.000               0.0   
 12410  USAZYK1            -1.230            0.000               0.0   
 12411  USAZYM1             2.214            0.000               0.0   
 12412  USAZYR1            -2.848            0.000               0.0   
 12413  USAZYS1            -0.689            0.000               0.0   
 12414  USAZYT1            -1.918            0.000               0.0   
 12415  USAZYV1            -0.413            0.000               0.0   
 12416  USAZYX1             0.356            0.000               0.0   
 12417  USAZZ41            -2.848            0.000               0.0   
 12418  USAZZ51            -1.305            0.000               0.0   
 12419  USAZZ61            -0.852            0.000               0.0   
 12420  USAZZ71             1.626            0.000               0.0   
 12421  USAZZ81            -0.498            0.000               0.0   
 12422  USAZZ91            -0.823            0.000               0.0   
 12423  USAZZA1            -2.848            0.000               0.0   
 12424  USAZZB1            -1.236            0.000               0.0   
 12425  USAZZD1            -0.271            0.000               0.0   
 12426  USAZZF1            -2.848            0.000               0.0   
 12427  USAZZI1            -0.726            0.000               0.0   
 12428  USAZZJ1            -0.930            0.000               0.0   
 12429  USAZZL1            -0.413            0.000               0.0   
 12430  USAZZP1            -0.804            0.000               0.0   
 12431  USAZZR1            -0.948            0.000               0.0   
 12432  USAZZX1            -2.848            0.000               0.0   
 12433  USAZZY1             1.358            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12404               0.0              0.0           0.0            0.0   
 12405               0.0              0.0           0.0            0.0   
 12406               0.0              0.0           0.0            0.0   
 12407               0.0              0.0           0.0            0.0   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 12431               0.0              0.0           0.0            0.0   
 12432               0.0              0.0           0.0            0.0   
 12433               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.990           0.000  ...           NaN          NaN   
 1            -1.989           0.000  ...           NaN          NaN   
 2            -2.277           0.000  ...           NaN       4630.0   
 3            -2.080           0.000  ...           NaN      15280.0   
 4            -2.393           0.000  ...           NaN       4440.0   
 5            -1.641           0.000  ...           NaN        197.0   
 6            -1.988           0.000  ...           NaN          NaN   
 7            -1.811           0.000  ...           NaN          NaN   
 8            -0.955           0.000  ...           NaN       2610.0   
 9            -1.917           0.861  ...           NaN          NaN   
 10           -2.015           0.000  ...           NaN       5450.0   
 11           -0.861           0.000  ...           NaN          NaN   
 12           -1.699           0.000  ...           NaN          NaN   
 13           -1.668           0.000  ...           NaN      84121.0   
 14           -1.989           0.000  ...           NaN          NaN   
 15           -2.172           0.000  ...           NaN          NaN   
 16           -1.115           0.000  ...           NaN        546.0   
 17           -1.339           0.000  ...           NaN       4170.0   
 18           -2.011           0.000  ...           NaN          NaN   
 19           -1.731           0.000  ...           NaN      15960.0   
 20           -1.585           0.000  ...           NaN      21000.0   
 21           -2.289           1.000  ...           NaN      11500.0   
 22           -0.602           0.000  ...           NaN          NaN   
 23           -1.727           0.000  ...           NaN      14500.0   
 24           -2.010           0.000  ...           NaN       4150.0   
 25           -1.360           0.000  ...           NaN          NaN   
 26           -1.991           0.000  ...           NaN          NaN   
 27           -1.306           0.000  ...           NaN       1455.0   
 28           -1.336           0.000  ...           NaN       8745.0   
 29           -2.379           0.000  ...           NaN      10225.0   
 ...             ...             ...  ...           ...          ...   
 12404        -1.989           0.000  ...           NaN          NaN   
 12405        -0.348           0.000  ...           NaN        500.0   
 12406        -0.371           0.000  ...           NaN          NaN   
 12407         0.316           0.000  ...           NaN          NaN   
 12408        -0.784           0.000  ...           NaN      11500.0   
 12409        -0.714           0.000  ...           NaN          NaN   
 12410         0.021           0.000  ...           NaN      12050.0   
 12411        -0.342           0.000  ...           NaN        400.0   
 12412         0.272           0.000  ...           NaN     307517.0   
 12413         0.052           0.000  ...           NaN          NaN   
 12414        -0.320           0.000  ...           NaN      75600.0   
 12415         0.312           0.000  ...           NaN      23000.0   
 12416        -1.464           0.000  ...           NaN       1100.0   
 12417        -1.258           0.000  ...           NaN     139500.0   
 12418        -1.375           0.000  ...           NaN      52283.0   
 12419        -0.943           0.000  ...           NaN     405500.0   
 12420         0.156           0.000  ...           NaN     130000.0   
 12421        -1.482           1.000  ...           NaN      35600.0   
 12422        -0.089           0.000  ...           NaN          NaN   
 12423         0.333           0.000  ...           NaN        100.0   
 12424        -1.666           0.000  ...           NaN          NaN   
 12425         0.296           0.000  ...           NaN          NaN   
 12426         0.331           0.000  ...           NaN     152747.0   
 12427        -1.144           1.000  ...           NaN          NaN   
 12428        -1.445           0.000  ...           NaN          0.0   
 12429        -0.231           0.000  ...           NaN          NaN   
 12430        -0.692           1.000  ...           NaN          NaN   
 12431        -0.149           0.000  ...           NaN          NaN   
 12432        -0.082           0.000  ...           NaN      30000.0   
 12433         0.218           0.000  ...           NaN     109500.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.570757e+10  0.175009   16.430449   10.978806   
 1             NaN     5.236804e+09  0.000000   17.893327   12.235078   
 2             NaN     6.497295e+10  2.429907   23.861939   20.223367   
 3             NaN     2.768045e+10  2.139800   26.151403   23.368309   
 4             NaN     5.047541e+10  2.329114   30.548481   27.520751   
 5             NaN     1.856336e+11  0.351351   25.561190   22.298024   
 6             NaN     1.500759e+10  4.742886   22.825183   15.508551   
 7             NaN     7.596510e+10  0.000000   22.374531   17.499178   
 8             NaN     1.696967e+10  0.320641   36.616467   28.389508   
 9             NaN     4.218013e+10  1.653514   20.474161   17.582802   
 10            NaN     3.515884e+10  0.000000   34.279780   25.950063   
 11            NaN     2.467513e+10  1.319199   25.495298   20.385317   
 12            NaN     6.704412e+09  2.335490   17.454677   12.423226   
 13            NaN     1.695997e+10  1.586402   25.042193   22.435543   
 14            NaN     1.197579e+10  1.233299   14.837600   10.713580   
 15            NaN     3.153652e+10  1.567904   29.919012   26.200341   
 16            NaN     3.153652e+10  1.567904   32.913842   28.427476   
 17            NaN     2.844860e+10  0.183964   20.627589   17.756633   
 18            NaN     2.616456e+10  1.953795   25.947222   22.142365   
 19            NaN     9.372633e+10  3.305037   23.817579   19.949791   
 20            NaN     1.593981e+11  0.000000   36.043274   31.974602   
 21            NaN     1.180648e+11  2.001601   23.150551   19.933286   
 22            NaN     1.414850e+10  0.000000   30.431875   24.535491   
 23            NaN     8.493568e+10  0.000000   24.645121   20.849775   
 24            NaN     4.120676e+10  3.104901   27.017297   23.236958   
 25            NaN     3.056453e+10  0.000000   23.086542   18.730653   
 26            NaN     7.296171e+09  1.751927   12.984092    9.078340   
 27            NaN     7.296171e+09  1.751927   36.951215   33.664196   
 28            NaN     7.355517e+10  2.777036   24.594769   21.221333   
 29            NaN     3.110406e+11  2.460025   24.322756   20.548254   
 ...           ...              ...       ...         ...         ...   
 12404         NaN     5.056250e+06       NaN   21.713344   15.033436   
 12405     1136.95     7.504900e+06  0.000000   87.473036   84.058787   
 12406         NaN     2.008620e+06  0.000000   71.187950   66.011535   
 12407         NaN     2.452000e+05  0.000000   91.359480   86.319990   
 12408    11175.47     6.519660e+06  0.000000   78.884391   75.017047   
 12409         NaN     2.165040e+07       NaN   77.481937   73.680876   
 12410        8.44     6.832300e+04       NaN   75.346318   70.459046   
 12411      220.00     1.513400e+06       NaN   81.674346   77.942524   
 12412  1284094.50     2.794350e+07  0.000000  126.538085  122.983932   
 12413         NaN     5.030700e+01  0.000000   43.550367   32.983413   
 12414    33422.67     2.516850e+07  0.000000   82.869266   79.149643   
 12415     7694.32     2.561200e+06  0.000000  144.584014  141.655752   
 12416    23691.95     4.257440e+07  1.196172   28.695455   24.443965   
 12417    16255.12     5.453940e+06       NaN   70.066448   66.568356   
 12418       52.98     1.482800e+05       NaN   50.487834   45.391982   
 12419     3080.35     6.117100e+06  0.000000  131.180239  129.129621   
 12420     4598.39     7.753980e+06  0.000000   87.983364   82.687699   
 12421  1299932.43     3.099699e+10  4.416058   21.567879   18.407847   
 12422         NaN     4.774800e+05       NaN   58.605972   50.357322   
 12423     5791.55     1.956780e+06       NaN   99.760762   94.901114   
 12424         NaN     1.251480e+06  0.000000   31.754721   24.273047   
 12425         NaN     2.591100e+05       NaN   85.485744   80.921452   
 12426    94727.32     2.514590e+07       NaN  106.745118  102.410209   
 12427         NaN     3.525000e+05  0.000000  141.177438  139.566943   
 12428         NaN     1.133703e+07  0.000000   71.975721   67.718813   
 12429         NaN     3.879800e+07  0.000000   63.252369   58.225535   
 12430         NaN     2.178800e+06       NaN   82.398743   78.806331   
 12431         NaN     8.280000e+04       NaN   52.959703   45.575066   
 12432    24584.78     2.539825e+06  0.000000  159.910809  157.377929   
 12433  3599616.67     9.613271e+08  0.562390   44.031700   31.881447   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000122  0.131493  20040316  
 1     -0.000008  0.123957  20040316  
 2     -0.143263  0.149119  20040316  
 3     -0.045390  0.363515  20040316  
 4     -0.201231  0.191738  20040316  
 5      0.173360  0.490730  20040316  
 6      0.000529  0.029743  20040316  
 7      0.088685  0.164513  20040316  
 8      0.515282  1.040148  20040316  
 9      0.035861  0.224842  20040316  
 10    -0.012884  0.562294  20040316  
 11     0.562024  0.880864  20040316  
 12     0.144582  0.496714  20040316  
 13     0.160118  0.378572  20040316  
 14    -0.000008  0.066397  20040316  
 15    -0.090824  0.157040  20040316  
 16     0.435434  0.693885  20040316  
 17     0.324002  0.436049  20040316  
 18    -0.010580  0.410460  20040316  
 19     0.128520  0.275976  20040316  
 20     0.201449  0.453316  20040316  
 21    -0.149091  0.151451  20040316  
 22     0.690640  0.904879  20040316  
 23     0.130608  0.461703  20040316  
 24    -0.010520  0.472583  20040316  
 25     0.313498  0.591310  20040316  
 26    -0.000890  0.247777  20040316  
 27     0.340530  0.751870  20040316  
 28     0.325469  0.552700  20040316  
 29    -0.194078  0.226486  20040316  
 ...         ...       ...       ...  
 12404 -0.000008  0.036743  20040316  
 12405  0.817504  1.008968  20040316  
 12406  0.805981  1.239959  20040316  
 12407  1.148211  1.384463  20040316  
 12408  0.600281  1.005186  20040316  
 12409  0.635179  0.990729  20040316  
 12410  1.001317  1.248521  20040316  
 12411  0.820289  1.023841  20040316  
 12412  1.126175  1.358943  20040316  
 12413  1.016323  1.266085  20040316  
 12414  0.831235  1.099146  20040316  
 12415  1.146238  1.341586  20040316  
 12416  0.261416  0.268934  20040316  
 12417  0.364008  0.714016  20040316  
 12418  0.305844  0.668488  20040316  
 12419  0.520805  0.793080  20040316  
 12420  1.068266  1.414492  20040316  
 12421  0.252520  0.355702  20040316  
 12422  0.946331  1.158514  20040316  
 12423  1.156308  1.465960  20040316  
 12424  0.161097  0.511519  20040316  
 12425  1.138132  1.358710  20040316  
 12426  1.155574  1.346913  20040316  
 12427  0.420822  0.629712  20040316  
 12428  0.271287  0.502685  20040316  
 12429  0.875654  1.080610  20040316  
 12430  0.646284  0.918843  20040316  
 12431  0.916404  1.198798  20040316  
 12432  0.949731  1.207550  20040316  
 12433  1.099191  1.370694  20040316  
 
 [12434 rows x 92 columns],
 '20040317':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.549            0.000               0.0   
 1      USA0011            -0.042            0.000               0.0   
 2      USA0031            -1.170            0.000               0.0   
 3      USA0062            -0.142            0.429               0.0   
 4      USA00E2            -0.956            0.000               0.0   
 5      USA00F1             0.012            0.000               0.0   
 6      USA00G2            -0.466            0.000               0.0   
 7      USA00H1            -0.161            0.000               0.0   
 8      USA00I1             0.025            0.000               0.0   
 9      USA00J1             0.158            0.000               0.0   
 10     USA00K1            -1.074            0.000               0.0   
 11     USA00P1             0.717            0.000               0.0   
 12     USA00R1             0.080            0.000               0.0   
 13     USA00S1            -0.337            0.000               0.0   
 14     USA00V1            -0.466            0.000               0.0   
 15     USA0131            -0.225            1.000               0.0   
 16     USA0161             0.011            1.000               0.0   
 17     USA01I1             0.323            0.000               0.0   
 18     USA01J2            -0.053            0.000               0.0   
 19     USA01L1             0.132            0.000               0.0   
 20     USA01P1            -0.385            0.000               0.0   
 21     USA01Q1             0.058            0.000               0.0   
 22     USA0202             0.602            0.000               0.0   
 23     USA0231            -0.445            0.000               0.0   
 24     USA0281            -0.414            0.000               0.0   
 25     USA0291            -0.159            0.000               0.0   
 26     USA02A1            -0.641            0.000               0.0   
 27     USA02B1             1.616            0.000               0.0   
 28     USA02H1            -0.016            0.000               0.0   
 29     USA02P1            -1.637            0.000               0.0   
 ...        ...               ...              ...               ...   
 12408  USAZY41            -0.361            0.000               0.0   
 12409  USAZY51             1.190            0.000               0.0   
 12410  USAZY61             0.622            0.000               0.0   
 12411  USAZY71             0.991            0.000               0.0   
 12412  USAZYI1             0.646            0.000               0.0   
 12413  USAZYJ1             0.592            0.000               0.0   
 12414  USAZYK1             1.146            0.000               0.0   
 12415  USAZYM1             1.003            0.000               0.0   
 12416  USAZYR1            -2.672            0.000               0.0   
 12417  USAZYS1             0.657            0.000               0.0   
 12418  USAZYT1             2.517            0.000               0.0   
 12419  USAZYV1            -2.610            0.000               0.0   
 12420  USAZYX1            -1.759            0.000               0.0   
 12421  USAZZ41             0.678            0.000               0.0   
 12422  USAZZ51             0.669            0.000               0.0   
 12423  USAZZ61            -2.857            0.000               0.0   
 12424  USAZZ71            -0.959            0.000               0.0   
 12425  USAZZ81             0.046            0.000               0.0   
 12426  USAZZ91             0.990            0.000               0.0   
 12427  USAZZA1             1.038            0.000               0.0   
 12428  USAZZB1            -0.958            0.000               0.0   
 12429  USAZZD1             1.239            0.000               0.0   
 12430  USAZZF1             2.768            0.000               0.0   
 12431  USAZZI1             0.421            0.000               0.0   
 12432  USAZZJ1             1.439            0.000               0.0   
 12433  USAZZL1             1.359            0.000               0.0   
 12434  USAZZP1             1.391            0.000               0.0   
 12435  USAZZR1             1.521            0.000               0.0   
 12436  USAZZX1             0.930            0.000               0.0   
 12437  USAZZY1            -1.688            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12408               0.0              0.0           0.0            0.0   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 12431               0.0              0.0           0.0            0.0   
 12432               0.0              0.0           0.0            0.0   
 12433               0.0              0.0           0.0            0.0   
 12434               0.0              0.0           0.0            0.0   
 12435               0.0              0.0           0.0            0.0   
 12436               0.0              0.0           0.0            0.0   
 12437               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.993           0.000  ...           NaN          NaN   
 1            -1.993           0.000  ...           NaN          NaN   
 2            -2.272           0.000  ...           NaN       4630.0   
 3            -2.082           0.000  ...           NaN          NaN   
 4            -2.403           0.000  ...           NaN       4440.0   
 5            -1.658           0.000  ...           NaN        197.0   
 6            -1.993           0.000  ...           NaN          NaN   
 7            -1.817           0.000  ...           NaN          NaN   
 8            -0.985           0.000  ...           NaN          NaN   
 9            -1.921           0.861  ...           NaN          NaN   
 10           -2.018           0.000  ...           NaN          NaN   
 11           -0.860           0.000  ...           NaN          NaN   
 12           -1.696           0.000  ...           NaN          NaN   
 13           -1.630           0.000  ...           NaN      31055.0   
 14           -1.993           0.000  ...           NaN          NaN   
 15           -2.176           0.000  ...           NaN          NaN   
 16           -1.130           0.000  ...           NaN       1414.0   
 17           -1.357           0.000  ...           NaN       4170.0   
 18           -2.014           0.000  ...           NaN          NaN   
 19           -1.746           0.000  ...           NaN          NaN   
 20           -1.597           0.000  ...           NaN          NaN   
 21           -2.282           1.000  ...           NaN          NaN   
 22           -0.634           0.000  ...           NaN          NaN   
 23           -1.733           0.000  ...           NaN      14500.0   
 24           -2.008           0.000  ...           NaN          NaN   
 25           -1.378           0.000  ...           NaN          NaN   
 26           -1.995           0.000  ...           NaN          NaN   
 27           -1.389           0.000  ...           NaN        125.0   
 28           -1.351           0.000  ...           NaN       8745.0   
 29           -2.286           0.000  ...           NaN      16200.0   
 ...             ...             ...  ...           ...          ...   
 12408        -1.993           0.000  ...           NaN          NaN   
 12409        -0.365           0.000  ...           NaN          NaN   
 12410        -0.370           0.000  ...           NaN          NaN   
 12411         0.311           0.000  ...           NaN        555.0   
 12412        -0.776           0.000  ...           NaN       8500.0   
 12413        -0.715           0.000  ...           NaN          NaN   
 12414         0.018           0.000  ...           NaN       2000.0   
 12415        -0.349           0.000  ...           NaN          NaN   
 12416         0.335           0.000  ...           NaN     319066.0   
 12417         0.048           0.000  ...           NaN          NaN   
 12418        -0.365           0.000  ...           NaN      43400.0   
 12419         0.340           0.000  ...           NaN      20000.0   
 12420        -1.342           0.000  ...           NaN       4200.0   
 12421        -1.263           0.000  ...           NaN      35357.0   
 12422        -1.356           0.000  ...           NaN          NaN   
 12423        -0.829           0.000  ...           NaN     484982.0   
 12424         0.202           0.000  ...           NaN      11000.0   
 12425        -1.473           1.000  ...           NaN      19600.0   
 12426        -0.089           0.000  ...           NaN          NaN   
 12427         0.319           0.000  ...           NaN          NaN   
 12428        -1.670           0.000  ...           NaN          NaN   
 12429         0.288           0.000  ...           NaN          NaN   
 12430         0.262           0.000  ...           NaN     112700.0   
 12431        -1.141           1.000  ...           NaN        756.0   
 12432        -1.490           0.000  ...           NaN          0.0   
 12433        -0.248           0.000  ...           NaN          NaN   
 12434        -0.697           1.000  ...           NaN          NaN   
 12435        -0.146           0.000  ...           NaN          NaN   
 12436        -0.090           0.000  ...           NaN     295000.0   
 12437         0.218           0.000  ...           NaN      63800.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.688604e+10  0.175009   16.520587   11.071040   
 1             NaN     5.479653e+09  0.000000   18.094926   12.324370   
 2             NaN     6.351903e+10  2.429907   23.970415   20.381832   
 3             NaN     2.827527e+10  2.139800   26.089825   23.459445   
 4             NaN     4.992937e+10  2.329114   30.810958   27.707256   
 5             NaN     1.904061e+11  0.351351   25.310970   22.417124   
 6             NaN     1.528404e+10  4.742886   22.972039   15.612247   
 7             NaN     7.912547e+10  0.000000   22.504951   17.609798   
 8             NaN     1.731127e+10  0.320641   36.072130   28.668902   
 9             NaN     4.230234e+10  1.653514   20.644737   17.711920   
 10            NaN     3.542495e+10  0.000000   34.166549   26.111782   
 11            NaN     2.483563e+10  1.319199   25.249501   20.808710   
 12            NaN     6.727611e+09  2.335490   17.297213   12.556156   
 13            NaN     1.728872e+10  1.586402   25.076255   22.594413   
 14            NaN     1.206213e+10  1.233299   15.012432   10.815962   
 15            NaN     3.184860e+10  1.567904   30.058301   26.342275   
 16            NaN     3.184860e+10  1.567904   32.719387   28.628179   
 17            NaN     2.844427e+10  0.183964   20.596453   17.941896   
 18            NaN     2.681390e+10  1.953795   25.913584   22.284167   
 19            NaN     9.505183e+10  3.305037   23.997841   20.117828   
 20            NaN     1.622284e+11  0.000000   35.937585   32.057763   
 21            NaN     1.198299e+11  2.001601   23.113586   20.150554   
 22            NaN     1.457402e+10  0.000000   30.043090   24.853334   
 23            NaN     8.537151e+10  0.000000   24.377870   20.991190   
 24            NaN     4.160547e+10  3.104901   27.136017   23.397567   
 25            NaN     3.143161e+10  0.000000   22.817473   18.869352   
 26            NaN     7.407935e+09  1.751927   13.024138    9.168310   
 27            NaN     7.407935e+09  1.751927   37.061509   34.120489   
 28            NaN     7.340942e+10  2.777036   24.393169   21.361255   
 29            NaN     3.136921e+11  2.460025   24.538667   20.971002   
 ...           ...              ...       ...         ...         ...   
 12408         NaN     5.056250e+06       NaN   21.870577   15.172368   
 12409         NaN     7.504900e+06  0.000000   88.847254   85.713568   
 12410         NaN     2.008620e+06  0.000000   71.776591   67.090211   
 12411      302.52     2.452000e+05  0.000000   92.249906   87.717049   
 12412    11395.70     6.519660e+06  0.000000   78.748471   75.055597   
 12413         NaN     2.165040e+07       NaN   77.946584   74.490036   
 12414        8.53     6.832300e+04       NaN   76.461221   71.988017   
 12415         NaN     1.513400e+06       NaN   78.125499   74.202130   
 12416  1296277.02     3.009300e+07  0.000000  127.737253  124.490063   
 12417         NaN     5.030700e+01  0.000000   43.006639   33.293417   
 12418    34409.04     2.467500e+07  0.000000   83.512230   80.106241   
 12419     7876.14     2.696000e+06  0.000000  146.231070  143.553847   
 12420    24235.86     4.408008e+07  1.196172   29.379400   25.158499   
 12421    16528.34     5.453940e+06       NaN   71.133745   68.056636   
 12422         NaN     1.482800e+05       NaN   50.976285   46.007829   
 12423     3344.89     6.673200e+06  0.000000  133.025686  130.951194   
 12424     4665.89     8.052210e+06  0.000000   88.824338   84.177844   
 12425  1272077.18     3.085435e+10  4.416058   21.584266   18.536079   
 12426         NaN     4.774800e+05       NaN   58.508175   50.604321   
 12427         NaN     1.956780e+06       NaN  103.271100   99.373680   
 12428         NaN     1.251480e+06  0.000000   31.736553   24.441358   
 12429         NaN     2.591100e+05       NaN   86.060832   81.887279   
 12430   105997.32     2.405260e+07       NaN  107.397225  103.514409   
 12431      569.32     3.525000e+05  0.000000  142.695426  141.158703   
 12432         NaN     1.124477e+07  0.000000   72.829088   68.618738   
 12433         NaN     3.879800e+07  0.000000   63.494638   58.814465   
 12434         NaN     2.178800e+06       NaN   83.116688   79.692718   
 12435         NaN     8.280000e+04       NaN   53.237498   46.238890   
 12436    24920.00     2.539825e+06  0.000000  161.674895  159.407593   
 12437  3545437.73     9.783117e+08  0.562390   43.280051   32.248598   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000123  0.111731  20040317  
 1     -0.000008  0.118091  20040317  
 2     -0.139038  0.093085  20040317  
 3     -0.044459  0.355878  20040317  
 4     -0.204260  0.154653  20040317  
 5      0.166877  0.486932  20040317  
 6     -0.000032  0.022543  20040317  
 7      0.087798  0.165500  20040317  
 8      0.501935  1.022048  20040317  
 9      0.035857  0.228635  20040317  
 10    -0.012397  0.515811  20040317  
 11     0.563887  0.898423  20040317  
 12     0.147883  0.494250  20040317  
 13     0.180727  0.381946  20040317  
 14    -0.000008  0.059158  20040317  
 15    -0.091373  0.162195  20040317  
 16     0.429845  0.667793  20040317  
 17     0.316502  0.438411  20040317  
 18    -0.010260  0.396384  20040317  
 19     0.122752  0.275097  20040317  
 20     0.197248  0.451664  20040317  
 21    -0.144060  0.124626  20040317  
 22     0.676743  0.906226  20040317  
 23     0.129227  0.448490  20040317  
 24    -0.007264  0.469256  20040317  
 25     0.305995  0.575068  20040317  
 26    -0.001169  0.230636  20040317  
 27     0.300730  0.730244  20040317  
 28     0.319763  0.533701  20040317  
 29    -0.145866  0.211411  20040317  
 ...         ...       ...       ...  
 12408 -0.000008  0.045052  20040317  
 12409  0.810804  1.042120  20040317  
 12410  0.808238  1.258010  20040317  
 12411  1.147341  1.400897  20040317  
 12412  0.606089  1.015724  20040317  
 12413  0.636280  1.015116  20040317  
 12414  1.001314  1.300175  20040317  
 12415  0.818643  1.109700  20040317  
 12416  1.159135  1.379883  20040317  
 12417  1.016193  1.291063  20040317  
 12418  0.810555  1.149948  20040317  
 12419  1.161779  1.306618  20040317  
 12420  0.324183  0.280906  20040317  
 12421  0.363281  0.743108  20040317  
 12422  0.316931  0.702426  20040317  
 12423  0.579515  0.790889  20040317  
 12424  1.092985  1.377410  20040317  
 12425  0.258649  0.365738  20040317  
 12426  0.948094  1.204451  20040317  
 12427  1.151246  1.419343  20040317  
 12428  0.161041  0.495172  20040317  
 12429  1.135967  1.400653  20040317  
 12430  1.122805  1.424728  20040317  
 12431  0.424286  0.649300  20040317  
 12432  0.250548  0.538430  20040317  
 12433  0.869022  1.118283  20040317  
 12434  0.645135  0.957429  20040317  
 12435  0.919556  1.263580  20040317  
 12436  0.947335  1.277404  20040317  
 12437  1.100848  1.302708  20040317  
 
 [12438 rows x 92 columns],
 '20040318':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.886            0.000               0.0   
 1      USA0011             0.190            0.000               0.0   
 2      USA0031             0.384            0.000               0.0   
 3      USA0062             0.427            0.429               0.0   
 4      USA00E2             1.562            0.000               0.0   
 5      USA00F1             0.916            0.000               0.0   
 6      USA00G2             0.533            0.000               0.0   
 7      USA00H1             0.583            0.000               0.0   
 8      USA00I1            -0.222            0.000               0.0   
 9      USA00J1            -0.521            0.000               0.0   
 10     USA00K1             0.792            0.000               0.0   
 11     USA00P1             0.462            0.000               0.0   
 12     USA00R1             0.526            0.000               0.0   
 13     USA00S1             1.063            0.000               0.0   
 14     USA00V1            -0.052            0.000               0.0   
 15     USA0131             0.390            1.000               0.0   
 16     USA0161            -0.382            1.000               0.0   
 17     USA01I1            -0.118            0.000               0.0   
 18     USA01J2             0.876            0.000               0.0   
 19     USA01L1             0.901            0.000               0.0   
 20     USA01P1            -0.011            0.000               0.0   
 21     USA01Q1            -0.487            0.000               0.0   
 22     USA0202            -0.382            0.000               0.0   
 23     USA0231             0.449            0.000               0.0   
 24     USA0281             0.295            0.000               0.0   
 25     USA0291             0.128            0.000               0.0   
 26     USA02A1             0.406            0.000               0.0   
 27     USA02B1             0.038            0.000               0.0   
 28     USA02H1             0.252            0.000               0.0   
 29     USA02P1             1.078            0.000               0.0   
 ...        ...               ...              ...               ...   
 12409  USAZY41             0.040            0.000               0.0   
 12410  USAZY51             2.821            0.000               0.0   
 12411  USAZY61            -0.483            0.000               0.0   
 12412  USAZY71            -1.158            0.000               0.0   
 12413  USAZYI1            -2.742            0.000               0.0   
 12414  USAZYJ1            -0.299            0.000               0.0   
 12415  USAZYK1            -0.883            0.000               0.0   
 12416  USAZYM1            -1.033            0.000               0.0   
 12417  USAZYR1             2.821            0.000               0.0   
 12418  USAZYS1            -0.501            0.000               0.0   
 12419  USAZYT1             2.821            0.000               0.0   
 12420  USAZYV1             2.449            0.000               0.0   
 12421  USAZYX1            -0.151            0.000               0.0   
 12422  USAZZ41            -0.378            0.000               0.0   
 12423  USAZZ51            -0.006            0.000               0.0   
 12424  USAZZ61            -0.402            0.000               0.0   
 12425  USAZZ71             2.754            0.000               0.0   
 12426  USAZZ81            -1.523            0.000               0.0   
 12427  USAZZ91            -0.340            0.000               0.0   
 12428  USAZZA1            -0.652            0.000               0.0   
 12429  USAZZB1             0.036            0.000               0.0   
 12430  USAZZD1            -0.885            0.000               0.0   
 12431  USAZZF1             1.196            0.000               0.0   
 12432  USAZZI1            -0.361            0.000               0.0   
 12433  USAZZJ1            -2.324            0.000               0.0   
 12434  USAZZL1            -0.757            0.000               0.0   
 12435  USAZZP1            -0.220            0.000               0.0   
 12436  USAZZR1            -0.352            0.000               0.0   
 12437  USAZZX1             2.821            0.000               0.0   
 12438  USAZZY1            -0.704            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12409               0.0              0.0           0.0            0.0   
 12410               0.0              0.0           0.0            0.0   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 12431               0.0              0.0           0.0            0.0   
 12432               0.0              0.0           0.0            0.0   
 12433               0.0              0.0           0.0            0.0   
 12434               0.0              0.0           0.0            0.0   
 12435               0.0              0.0           0.0            0.0   
 12436               0.0              0.0           0.0            0.0   
 12437               0.0              0.0           0.0            0.0   
 12438               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.985           0.000  ...           NaN          NaN   
 1            -1.985           0.000  ...           NaN          NaN   
 2            -2.264           0.000  ...           NaN       4630.0   
 3            -2.073           0.000  ...           NaN          NaN   
 4            -2.385           0.000  ...           NaN        152.0   
 5            -1.649           0.000  ...           NaN        197.0   
 6            -1.985           0.000  ...           NaN          NaN   
 7            -1.810           0.000  ...           NaN          NaN   
 8            -0.978           0.000  ...           NaN          NaN   
 9            -1.924           0.861  ...           NaN      27116.0   
 10           -2.009           0.000  ...           NaN          NaN   
 11           -0.854           0.000  ...           NaN          NaN   
 12           -1.689           0.000  ...           NaN          NaN   
 13           -1.605           0.000  ...           NaN      16093.0   
 14           -1.985           0.000  ...           NaN          NaN   
 15           -2.166           0.000  ...           NaN          NaN   
 16           -1.131           0.000  ...           NaN        390.0   
 17           -1.351           0.000  ...           NaN       4170.0   
 18           -2.005           0.000  ...           NaN          NaN   
 19           -1.738           0.000  ...           NaN          NaN   
 20           -1.589           0.000  ...           NaN          NaN   
 21           -2.284           1.000  ...           NaN        290.0   
 22           -0.628           0.000  ...           NaN          NaN   
 23           -1.726           0.000  ...           NaN      14500.0   
 24           -1.998           0.000  ...           NaN          NaN   
 25           -1.371           0.000  ...           NaN          NaN   
 26           -1.987           0.000  ...           NaN          NaN   
 27           -1.383           0.000  ...           NaN          NaN   
 28           -1.345           0.000  ...           NaN       8745.0   
 29           -2.277           0.000  ...           NaN      16200.0   
 ...             ...             ...  ...           ...          ...   
 12409        -1.985           0.000  ...           NaN          NaN   
 12410        -0.234           0.000  ...           NaN       2162.0   
 12411        -0.367           0.000  ...           NaN          NaN   
 12412         0.311           0.000  ...           NaN        100.0   
 12413        -0.792           0.000  ...           NaN      13640.0   
 12414        -0.711           0.000  ...           NaN          NaN   
 12415         0.020           0.000  ...           NaN       2125.0   
 12416        -0.352           0.000  ...           NaN          NaN   
 12417         0.360           0.000  ...           NaN     212907.0   
 12418         0.049           0.000  ...           NaN          NaN   
 12419        -0.343           0.000  ...           NaN      17020.0   
 12420         0.366           0.000  ...           NaN      15900.0   
 12421        -1.334           0.000  ...           NaN       1500.0   
 12422        -1.250           0.000  ...           NaN          NaN   
 12423        -1.350           0.000  ...           NaN          NaN   
 12424        -0.823           0.000  ...           NaN    1157137.0   
 12425         0.213           0.000  ...           NaN     149551.0   
 12426        -1.488           1.000  ...           NaN      50500.0   
 12427        -0.090           0.000  ...           NaN          NaN   
 12428         0.321           0.000  ...           NaN          NaN   
 12429        -1.663           0.000  ...           NaN          NaN   
 12430         0.301           0.000  ...           NaN   41739070.0   
 12431         0.272           0.000  ...           NaN     115493.0   
 12432        -1.134           1.000  ...           NaN          NaN   
 12433        -1.513           0.000  ...           NaN          0.0   
 12434        -0.243           0.000  ...           NaN          NaN   
 12435        -0.692           1.000  ...           NaN          NaN   
 12436        -0.144           0.000  ...           NaN          NaN   
 12437        -0.051           0.000  ...           NaN     120000.0   
 12438         0.208           0.000  ...           NaN      80800.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.694596e+10  0.175009   16.374752   10.804711   
 1             NaN     5.398703e+09  0.000000   17.657238   11.903618   
 2             NaN     6.267482e+10  2.429907   23.182831   19.680770   
 3             NaN     2.821492e+10  2.139800   25.409518   22.765184   
 4             NaN     4.992937e+10  2.329114   30.074484   26.906905   
 5             NaN     1.914493e+11  0.351351   24.799202   21.789898   
 6             NaN     1.546571e+10  4.742886   22.465185   15.132738   
 7             NaN     7.889328e+10  0.000000   21.954111   17.035110   
 8             NaN     1.692559e+10  0.320641   35.283697   27.708064   
 9             NaN     4.201717e+10  1.653514   20.131939   17.173299   
 10            NaN     3.515884e+10  0.000000   33.363929   25.259891   
 11            NaN     2.475241e+10  1.319199   24.787102   20.137003   
 12            NaN     6.872326e+09  2.335490   17.028285   12.142552   
 13            NaN     1.732420e+10  1.586402   24.507123   21.914558   
 14            NaN     1.210022e+10  1.233299   14.705763   10.443711   
 15            NaN     3.178458e+10  1.567904   29.195113   25.460457   
 16            NaN     3.178458e+10  1.567904   31.827528   27.664882   
 17            NaN     2.839665e+10  0.183964   19.999896   17.321865   
 18            NaN     2.680695e+10  1.953795   25.295435   21.547011   
 19            NaN     9.593907e+10  3.305037   23.498778   19.526718   
 20            NaN     1.598123e+11  0.000000   34.702983   30.757203   
 21            NaN     1.202221e+11  2.001601   22.435622   19.508998   
 22            NaN     1.446764e+10  0.000000   29.342008   23.981212   
 23            NaN     8.570479e+10  0.000000   23.735786   20.270308   
 24            NaN     4.123666e+10  3.104901   26.311319   22.592895   
 25            NaN     3.126301e+10  0.000000   22.237702   18.217085   
 26            NaN     7.327695e+09  1.751927   12.762084    8.896703   
 27            NaN     7.327695e+09  1.751927   35.954603   32.982592   
 28            NaN     7.302075e+10  2.777036   23.944090   20.856425   
 29            NaN     3.132842e+11  2.460025   24.054766   20.554433   
 ...           ...              ...       ...         ...         ...   
 12409         NaN     5.056250e+06       NaN   21.390737   14.655654   
 12410     1225.40     5.195700e+06  0.000000   89.887341   86.523610   
 12411         NaN     2.008620e+06  0.000000   71.174823   66.495523   
 12412      278.30     2.452000e+05  0.000000   91.827003   87.378713   
 12413    10826.37     7.091560e+06  0.000000   77.450296   73.715026   
 12414         NaN     2.165040e+07       NaN   75.178601   71.578172   
 12415        6.53     6.832300e+04       NaN   73.707822   69.060094   
 12416         NaN     1.513400e+06       NaN   76.602299   72.741035   
 12417  1294815.78     2.830175e+07  0.000000  124.007189  120.474091   
 12418         NaN     5.030700e+01  0.000000   42.180348   32.111916   
 12419    32586.11     2.368800e+07  0.000000   81.173992   77.498511   
 12420     7828.49     2.291600e+06  0.000000  142.125074  139.281064   
 12421    22832.91     4.408008e+07  1.196172   28.475655   24.288720   
 12422         NaN     5.453940e+06       NaN   68.980930   65.800961   
 12423         NaN     1.482800e+05       NaN   49.416260   44.413285   
 12424     3906.32     6.673200e+06  0.000000  128.518300  126.473121   
 12425     5549.60     7.753980e+06  0.000000   87.671964   82.635013   
 12426  1297413.27     3.171862e+10  4.416058   21.241059   18.076505   
 12427         NaN     4.774800e+05       NaN   56.612440   48.648642   
 12428         NaN     1.956780e+06       NaN   99.917550   95.891220   
 12429         NaN     1.251480e+06  0.000000   30.860885   23.599745   
 12430     7108.18     2.591100e+05       NaN   83.269707   78.936578   
 12431   116615.95     2.350595e+07       NaN  103.731427   99.761437   
 12432         NaN     3.525000e+05  0.000000  136.355613  134.751315   
 12433         NaN     1.182130e+07  0.000000   70.627604   66.520218   
 12434         NaN     3.879800e+07  0.000000   61.597133   56.806322   
 12435         NaN     2.178800e+06       NaN   81.480788   78.116439   
 12436         NaN     8.280000e+04       NaN   51.643874   44.646787   
 12437    24767.89     2.031860e+06  0.000000  157.930504  155.468049   
 12438  3442645.91     9.900465e+08  0.562390   42.413089   31.171005   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000121  0.131612  20040318  
 1     -0.000007  0.116887  20040318  
 2     -0.139205  0.105576  20040318  
 3     -0.043727  0.361460  20040318  
 4     -0.199494  0.195801  20040318  
 5      0.167684  0.494982  20040318  
 6      0.000116  0.034515  20040318  
 7      0.087521  0.175279  20040318  
 8      0.502753  1.017851  20040318  
 9      0.030302  0.211653  20040318  
 10    -0.012078  0.542743  20040318  
 11     0.564778  0.902313  20040318  
 12     0.147708  0.505237  20040318  
 13     0.189708  0.410040  20040318  
 14    -0.000007  0.059482  20040318  
 15    -0.090273  0.176431  20040318  
 16     0.426358  0.649079  20040318  
 17     0.316609  0.429019  20040318  
 18    -0.009956  0.413082  20040318  
 19     0.123341  0.284737  20040318  
 20     0.197680  0.453679  20040318  
 21    -0.149429  0.100179  20040318  
 22     0.677321  0.893902  20040318  
 23     0.129228  0.458411  20040318  
 24    -0.006466  0.471310  20040318  
 25     0.306468  0.576578  20040318  
 26    -0.001076  0.241980  20040318  
 27     0.300495  0.709941  20040318  
 28     0.319516  0.535941  20040318  
 29    -0.145643  0.249343  20040318  
 ...         ...       ...       ...  
 12409 -0.000007  0.043683  20040318  
 12410  0.874151  1.118760  20040318  
 12411  0.807612  1.236705  20040318  
 12412  1.146520  1.351850  20040318  
 12413  0.595636  0.942282  20040318  
 12414  0.636063  0.992946  20040318  
 12415  1.001042  1.274968  20040318  
 12416  0.815457  1.056917  20040318  
 12417  1.170665  1.486483  20040318  
 12418  1.015728  1.281633  20040318  
 12419  0.820015  1.194286  20040318  
 12420  1.173630  1.425168  20040318  
 12421  0.324845  0.291090  20040318  
 12422  0.366952  0.743772  20040318  
 12423  0.317137  0.698302  20040318  
 12424  0.580376  0.846078  20040318  
 12425  1.097159  1.462357  20040318  
 12426  0.248393  0.325288  20040318  
 12427  0.946303  1.175649  20040318  
 12428  1.151400  1.386908  20040318  
 12429  0.160914  0.507095  20040318  
 12430  1.141210  1.378988  20040318  
 12431  1.127048  1.406921  20040318  
 12432  0.425036  0.630176  20040318  
 12433  0.235692  0.466094  20040318  
 12434  0.869785  1.097637  20040318  
 12435  0.645349  0.930551  20040318  
 12436  0.918912  1.226381  20040318  
 12437  0.965803  1.348956  20040318  
 12438  1.094792  1.302261  20040318  
 
 [12439 rows x 92 columns],
 '20040319':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.394            0.000               0.0   
 1      USA0011             0.276            0.000               0.0   
 2      USA0031            -0.281            0.000               0.0   
 3      USA0062             0.179            0.429               0.0   
 4      USA00E2            -0.038            0.000               0.0   
 5      USA00F1            -0.290            0.000               0.0   
 6      USA00G2             0.485            0.000               0.0   
 7      USA00H1             0.076            0.000               0.0   
 8      USA00I1            -0.913            0.000               0.0   
 9      USA00J1            -0.061            0.000               0.0   
 10     USA00K1            -0.470            0.000               0.0   
 11     USA00P1            -0.029            0.000               0.0   
 12     USA00R1             0.098            0.000               0.0   
 13     USA00S1             0.419            0.000               0.0   
 14     USA00V1             0.032            0.000               0.0   
 15     USA0131             0.182            1.000               0.0   
 16     USA0161            -0.066            1.000               0.0   
 17     USA01I1            -0.419            0.000               0.0   
 18     USA01J2             0.174            0.000               0.0   
 19     USA01L1            -0.580            0.000               0.0   
 20     USA01P1            -0.442            0.000               0.0   
 21     USA01Q1             0.868            0.000               0.0   
 22     USA0202            -0.358            0.000               0.0   
 23     USA0231            -0.258            0.000               0.0   
 24     USA0281             0.091            0.000               0.0   
 25     USA0291            -0.203            0.000               0.0   
 26     USA02A1             0.266            0.000               0.0   
 27     USA02B1            -1.823            0.000               0.0   
 28     USA02H1            -0.678            0.000               0.0   
 29     USA02P1            -0.135            0.000               0.0   
 ...        ...               ...              ...               ...   
 12411  USAZY41             0.469            0.000               0.0   
 12412  USAZY51             0.018            0.000               0.0   
 12413  USAZY61             0.165            0.000               0.0   
 12414  USAZY71            -0.029            0.000               0.0   
 12415  USAZYI1             2.759            0.000               0.0   
 12416  USAZYJ1             0.250            0.000               0.0   
 12417  USAZYK1            -0.455            0.000               0.0   
 12418  USAZYM1            -0.287            0.000               0.0   
 12419  USAZYR1             2.759            0.000               0.0   
 12420  USAZYS1             0.223            0.000               0.0   
 12421  USAZYT1            -2.453            0.000               0.0   
 12422  USAZYV1            -2.620            0.000               0.0   
 12423  USAZYX1             0.422            0.000               0.0   
 12424  USAZZ41             2.759            0.000               0.0   
 12425  USAZZ51             1.058            0.000               0.0   
 12426  USAZZ61             2.759            0.000               0.0   
 12427  USAZZ71             0.432            0.000               0.0   
 12428  USAZZ81            -1.321            0.000               0.0   
 12429  USAZZ91            -0.622            0.000               0.0   
 12430  USAZZA1             0.075            0.000               0.0   
 12431  USAZZB1             0.417            0.000               0.0   
 12432  USAZZD1            -0.512            0.000               0.0   
 12433  USAZZF1            -1.940            0.000               0.0   
 12434  USAZZI1             0.121            0.000               0.0   
 12435  USAZZJ1            -0.644            0.000               0.0   
 12436  USAZZL1             0.009            0.000               0.0   
 12437  USAZZP1             0.306            0.000               0.0   
 12438  USAZZR1             0.542            0.000               0.0   
 12439  USAZZX1            -2.348            0.000               0.0   
 12440  USAZZY1            -0.516            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 12431               0.0              0.0           0.0            0.0   
 12432               0.0              0.0           0.0            0.0   
 12433               0.0              0.0           0.0            0.0   
 12434               0.0              0.0           0.0            0.0   
 12435               0.0              0.0           0.0            0.0   
 12436               0.0              0.0           0.0            0.0   
 12437               0.0              0.0           0.0            0.0   
 12438               0.0              0.0           0.0            0.0   
 12439               0.0              0.0           0.0            0.0   
 12440               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.000           0.000  ...           NaN          NaN   
 1            -2.000           0.000  ...           NaN          NaN   
 2            -2.276           0.000  ...           NaN       4630.0   
 3            -2.078           0.000  ...           NaN          NaN   
 4            -2.380           0.000  ...           NaN        152.0   
 5            -1.659           0.000  ...           NaN        197.0   
 6            -1.998           0.000  ...           NaN          NaN   
 7            -1.828           0.000  ...           NaN          NaN   
 8            -0.988           0.000  ...           NaN          NaN   
 9            -1.938           0.861  ...           NaN      27116.0   
 10           -2.017           0.000  ...           NaN          NaN   
 11           -0.866           0.000  ...           NaN          NaN   
 12           -1.705           0.000  ...           NaN          NaN   
 13           -1.592           0.000  ...           NaN      25789.0   
 14           -2.000           0.000  ...           NaN          NaN   
 15           -2.168           0.000  ...           NaN          NaN   
 16           -1.139           0.000  ...           NaN       7610.0   
 17           -1.364           0.000  ...           NaN       4170.0   
 18           -2.015           0.000  ...           NaN          NaN   
 19           -1.749           0.000  ...           NaN          NaN   
 20           -1.599           0.000  ...           NaN          NaN   
 21           -2.251           1.000  ...           NaN      26500.0   
 22           -0.639           0.000  ...           NaN          NaN   
 23           -1.741           0.000  ...           NaN      14500.0   
 24           -2.014           0.000  ...           NaN          NaN   
 25           -1.386           0.000  ...           NaN          NaN   
 26           -2.001           0.000  ...           NaN          NaN   
 27           -1.465           0.000  ...           NaN        960.0   
 28           -1.356           0.000  ...           NaN       8745.0   
 29           -2.285           0.000  ...           NaN      16200.0   
 ...             ...             ...  ...           ...          ...   
 12411        -2.000           0.000  ...           NaN          NaN   
 12412        -0.247           0.000  ...           NaN          NaN   
 12413        -0.374           0.000  ...           NaN          NaN   
 12414         0.297           0.000  ...           NaN       1100.0   
 12415        -0.701           0.000  ...           NaN      41000.0   
 12416        -0.707           0.000  ...           NaN          NaN   
 12417         0.017           0.000  ...           NaN       2500.0   
 12418        -0.359           0.000  ...           NaN          NaN   
 12419         0.414           0.000  ...           NaN     178905.0   
 12420         0.031           0.000  ...           NaN          NaN   
 12421        -0.426           0.000  ...           NaN     112495.0   
 12422         0.238           0.000  ...           NaN     147250.0   
 12423        -1.354           0.000  ...           NaN       1500.0   
 12424        -1.143           0.000  ...           NaN      32300.0   
 12425        -1.341           0.000  ...           NaN          NaN   
 12426        -0.731           0.000  ...           NaN     285114.0   
 12427         0.183           0.000  ...           NaN          NaN   
 12428        -1.565           1.000  ...           NaN      39900.0   
 12429        -0.099           0.000  ...           NaN          NaN   
 12430         0.308           0.000  ...           NaN        100.0   
 12431        -1.678           0.000  ...           NaN          NaN   
 12432         0.288           0.000  ...           NaN   20940000.0   
 12433         0.262           0.000  ...           NaN      27597.0   
 12434        -1.121           1.000  ...           NaN          NaN   
 12435        -1.526           0.000  ...           NaN          0.0   
 12436        -0.265           0.000  ...           NaN       1000.0   
 12437        -0.690           1.000  ...           NaN          NaN   
 12438        -0.153           0.000  ...           NaN          NaN   
 12439        -0.155           0.000  ...           NaN     168200.0   
 12440         0.183           0.000  ...           NaN      98500.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.582741e+10  0.175009   16.220934   10.833668   
 1             NaN     5.355115e+09  0.000000   17.489388   11.772271   
 2             NaN     6.286242e+10  2.429907   22.965263   19.472093   
 3             NaN     2.813734e+10  2.139800   25.148738   22.513633   
 4             NaN     4.954315e+10  2.329114   29.667437   26.588015   
 5             NaN     1.880329e+11  0.351351   24.560130   21.551225   
 6             NaN     1.552100e+10  4.742886   22.305297   14.984609   
 7             NaN     7.862239e+10  0.000000   21.736144   16.834181   
 8             NaN     1.656930e+10  0.320641   35.218322   27.597290   
 9             NaN     4.224531e+10  1.653514   19.857986   16.972886   
 10            NaN     3.391149e+10  0.000000   33.141589   25.057486   
 11            NaN     2.455030e+10  1.319199   24.642929   19.904520   
 12            NaN     6.850232e+09  2.335490   16.929346   12.008440   
 13            NaN     1.711134e+10  1.586402   24.279409   21.677123   
 14            NaN     1.214339e+10  1.233299   14.599054   10.336288   
 15            NaN     3.155252e+10  1.567904   28.880180   25.170433   
 16            NaN     3.155252e+10  1.567904   31.583102   27.379243   
 17            NaN     2.823213e+10  0.183964   19.848036   17.137097   
 18            NaN     2.649443e+10  1.953795   25.012287   21.306772   
 19            NaN     9.428218e+10  3.305037   23.298468   19.365552   
 20            NaN     1.553251e+11  0.000000   34.598647   30.661979   
 21            NaN     1.195848e+11  2.001601   22.372191   19.449151   
 22            NaN     1.405542e+10  0.000000   29.214813   23.741433   
 23            NaN     8.424348e+10  0.000000   23.499860   20.075075   
 24            NaN     4.141608e+10  3.104901   26.075610   22.375199   
 25            NaN     3.075721e+10  0.000000   22.265583   18.062758   
 26            NaN     7.362083e+09  1.751927   12.675580    8.791870   
 27            NaN     7.362083e+09  1.751927   35.870230   33.034840   
 28            NaN     7.292359e+10  2.777036   23.790834   20.687467   
 29            NaN     3.073693e+11  2.460025   23.705869   20.277492   
 ...           ...              ...       ...         ...         ...   
 12411         NaN     5.056250e+06       NaN   21.276610   14.546103   
 12412         NaN     5.195700e+06  0.000000   86.128673   82.459515   
 12413         NaN     2.008620e+06  0.000000   72.381249   67.883079   
 12414      102.67     2.452000e+05  0.000000   91.650389   87.127057   
 12415    11243.37     6.519660e+06  0.000000   78.682815   74.961528   
 12416         NaN     2.165040e+07       NaN   74.800439   71.163099   
 12417        6.46     6.832300e+04       NaN   73.741674   69.059371   
 12418         NaN     1.513400e+06       NaN   76.571919   72.676742   
 12419  1296982.92     2.686875e+07  0.000000  123.493974  119.695444   
 12420         NaN     5.030700e+01  0.000000   41.948625   31.732600   
 12421    35005.37     2.467500e+07  0.000000   80.553533   77.047591   
 12422     9007.67     2.696000e+06  0.000000  141.724813  139.063229   
 12423    20327.91     4.413200e+07  1.196172   28.270116   24.082069   
 12424    13146.28     5.133120e+06       NaN   69.106727   65.651948   
 12425         NaN     1.482800e+05       NaN   48.774078   43.595675   
 12426     3901.81     6.117100e+06  0.000000  127.938230  125.766987   
 12427         NaN     7.753980e+06  0.000000   86.195350   81.330908   
 12428  1304150.00     3.225039e+10  4.416058   21.271729   18.126282   
 12429         NaN     4.774800e+05       NaN   56.279415   48.240520   
 12430     6003.73     1.956780e+06       NaN   99.099220   94.993346   
 12431         NaN     1.251480e+06  0.000000   30.593237   23.356270   
 12432     9322.64     2.591100e+05       NaN   83.658791   79.330950   
 12433   119081.33     2.405260e+07       NaN  104.396460  100.397372   
 12434         NaN     3.525000e+05  0.000000  135.252538  133.641165   
 12435         NaN     1.194284e+07  0.000000   70.002505   65.851382   
 12436    19299.16     3.879800e+07  0.000000   61.046155   56.206823   
 12437         NaN     2.178800e+06       NaN   80.617918   77.145150   
 12438         NaN     8.280000e+04       NaN   51.278671   44.012121   
 12439    24938.51     2.336639e+06  0.000000  157.186270  154.885467   
 12440  3342747.00     9.900465e+08  0.562390   42.222624   30.850957   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000114  0.112956  20040319  
 1     -0.000007  0.118511  20040319  
 2     -0.136802  0.094729  20040319  
 3     -0.038745  0.354634  20040319  
 4     -0.188266  0.178251  20040319  
 5      0.168875  0.479172  20040319  
 6      0.000632  0.037819  20040319  
 7      0.085215  0.162721  20040319  
 8      0.501219  0.993515  20040319  
 9      0.030456  0.209876  20040319  
 10    -0.008856  0.520628  20040319  
 11     0.561393  0.887271  20040319  
 12     0.145843  0.495091  20040319  
 13     0.201683  0.413240  20040319  
 14    -0.000007  0.061041  20040319  
 15    -0.083637  0.177923  20040319  
 16     0.426480  0.651388  20040319  
 17     0.315065  0.420751  20040319  
 18    -0.007487  0.399429  20040319  
 19     0.124240  0.265393  20040319  
 20     0.198458  0.442918  20040319  
 21    -0.124502  0.136727  20040319  
 22     0.674230  0.886956  20040319  
 23     0.127986  0.442271  20040319  
 24    -0.007257  0.460027  20040319  
 25     0.304066  0.592371  20040319  
 26    -0.000724  0.241081  20040319  
 27     0.264839  0.632733  20040319  
 28     0.318735  0.508543  20040319  
 29    -0.141285  0.231222  20040319  
 ...         ...       ...       ...  
 12411 -0.000007  0.046919  20040319  
 12412  0.868162  1.167488  20040319  
 12413  0.805434  1.225675  20040319  
 12414  1.137566  1.367578  20040319  
 12415  0.643354  1.033766  20040319  
 12416  0.640269  1.007413  20040319  
 12417  0.999237  1.272881  20040319  
 12418  0.812848  1.066870  20040319  
 12419  1.195500  1.540153  20040319  
 12420  1.005904  1.281001  20040319  
 12421  0.779645  1.061262  20040319  
 12422  1.108377  1.248057  20040319  
 12423  0.320053  0.289584  20040319  
 12424  0.424140  0.853238  20040319  
 12425  0.326240  0.726253  20040319  
 12426  0.628396  0.954790  20040319  
 12427  1.081436  1.405762  20040319  
 12428  0.215153  0.293258  20040319  
 12429  0.941347  1.162601  20040319  
 12430  1.143154  1.395830  20040319  
 12431  0.159435  0.510213  20040319  
 12432  1.133126  1.369721  20040319  
 12433  1.120359  1.323645  20040319  
 12434  0.435119  0.654331  20040319  
 12435  0.234638  0.463618  20040319  
 12436  0.859332  1.093953  20040319  
 12437  0.648960  0.950960  20040319  
 12438  0.914892  1.244929  20040319  
 12439  0.913918  1.198949  20040319  
 12440  1.081343  1.293067  20040319  
 
 [12441 rows x 92 columns],
 '20040322':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.002            0.000               0.0   
 1      USA0011            -0.218            0.000               0.0   
 2      USA0031             0.138            0.000               0.0   
 3      USA0062            -0.015            0.429               0.0   
 4      USA00E2            -0.240            0.000               0.0   
 5      USA00F1            -0.029            0.000               0.0   
 6      USA00G2            -0.532            0.000               0.0   
 7      USA00H1            -0.173            0.000               0.0   
 8      USA00I1            -0.109            0.000               0.0   
 9      USA00J1            -0.474            0.000               0.0   
 10     USA00K1             0.716            0.000               0.0   
 11     USA00P1            -0.960            0.000               0.0   
 12     USA00R1            -0.040            0.000               0.0   
 13     USA00S1             0.409            0.000               0.0   
 14     USA00V1             0.084            0.000               0.0   
 15     USA0131             0.223            1.000               0.0   
 16     USA0161             0.536            1.000               0.0   
 17     USA01I1            -0.267            0.000               0.0   
 18     USA01J2             1.021            0.000               0.0   
 19     USA01L1            -0.046            0.000               0.0   
 20     USA01P1             2.853            0.000               0.0   
 21     USA01Q1            -0.464            0.000               0.0   
 22     USA0202            -1.289            0.000               0.0   
 23     USA0231             0.335            0.000               0.0   
 24     USA0281            -0.219            0.000               0.0   
 25     USA0291            -0.103            0.000               0.0   
 26     USA02A1             0.328            0.000               0.0   
 27     USA02B1            -0.071            0.000               0.0   
 28     USA02H1            -0.045            0.000               0.0   
 29     USA02P1            -0.049            0.000               0.0   
 ...        ...               ...              ...               ...   
 12411  USAZY41             0.078            0.000               0.0   
 12412  USAZY51            -1.613            0.000               0.0   
 12413  USAZY61            -1.508            0.000               0.0   
 12414  USAZY71            -1.379            0.000               0.0   
 12415  USAZYI1             2.709            0.000               0.0   
 12416  USAZYJ1            -1.427            0.000               0.0   
 12417  USAZYK1            -1.319            0.000               0.0   
 12418  USAZYM1            -1.429            0.000               0.0   
 12419  USAZYR1            -2.814            0.000               0.0   
 12420  USAZYS1            -1.633            0.000               0.0   
 12421  USAZYT1            -2.814            0.000               0.0   
 12422  USAZYV1             2.853            0.000               0.0   
 12423  USAZYX1             0.270            0.000               0.0   
 12424  USAZZ41             2.853            0.000               0.0   
 12425  USAZZ51            -1.556            0.000               0.0   
 12426  USAZZ61            -1.141            0.000               0.0   
 12427  USAZZ71            -2.157            0.000               0.0   
 12428  USAZZ81             0.039            0.000               0.0   
 12429  USAZZ91            -1.024            0.000               0.0   
 12430  USAZZA1            -1.750            0.000               0.0   
 12431  USAZZB1             0.052            0.000               0.0   
 12432  USAZZD1            -1.441            0.000               0.0   
 12433  USAZZF1            -1.681            0.000               0.0   
 12434  USAZZI1            -1.528            0.000               0.0   
 12435  USAZZJ1            -2.814            0.000               0.0   
 12436  USAZZL1             0.077            0.000               0.0   
 12437  USAZZP1            -2.293            0.000               0.0   
 12438  USAZZR1            -2.156            0.000               0.0   
 12439  USAZZX1            -2.814            0.000               0.0   
 12440  USAZZY1             2.746            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 12431               0.0              0.0           0.0            0.0   
 12432               0.0              0.0           0.0            0.0   
 12433               0.0              0.0           0.0            0.0   
 12434               0.0              0.0           0.0            0.0   
 12435               0.0              0.0           0.0            0.0   
 12436               0.0              0.0           0.0            0.0   
 12437               0.0              0.0           0.0            0.0   
 12438               0.0              0.0           0.0            0.0   
 12439               0.0              0.0           0.0            0.0   
 12440               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.992           0.000  ...           NaN          NaN   
 1            -1.992           0.000  ...           NaN          NaN   
 2            -2.260           0.000  ...           NaN       4630.0   
 3            -2.058           0.000  ...           NaN          NaN   
 4            -2.346           0.000  ...           NaN        152.0   
 5            -1.657           0.000  ...           NaN        197.0   
 6            -1.989           0.000  ...           NaN          NaN   
 7            -1.828           0.000  ...           NaN          NaN   
 8            -0.997           0.000  ...           NaN          NaN   
 9            -1.931           0.861  ...           NaN      27116.0   
 10           -2.004           0.000  ...           NaN          NaN   
 11           -0.853           0.000  ...           NaN          NaN   
 12           -1.692           0.000  ...           NaN          NaN   
 13           -1.524           0.000  ...           NaN      21489.0   
 14           -1.992           0.000  ...           NaN          NaN   
 15           -2.143           0.000  ...           NaN          NaN   
 16           -1.112           0.000  ...           NaN        630.0   
 17           -1.365           0.000  ...           NaN       4170.0   
 18           -1.926           0.000  ...           NaN        350.0   
 19           -1.741           0.000  ...           NaN          NaN   
 20           -1.275           0.000  ...           NaN        720.0   
 21           -2.239           1.000  ...           NaN          NaN   
 22           -0.647           0.000  ...           NaN          NaN   
 23           -1.742           0.000  ...           NaN      14500.0   
 24           -2.015           0.000  ...           NaN          NaN   
 25           -1.392           0.000  ...           NaN          NaN   
 26           -1.993           0.000  ...           NaN          NaN   
 27           -1.467           0.000  ...           NaN          NaN   
 28           -1.361           0.000  ...           NaN       8745.0   
 29           -2.264           0.000  ...           NaN      16200.0   
 ...             ...             ...  ...           ...          ...   
 12411        -1.992           0.000  ...           NaN          NaN   
 12412        -0.262           0.000  ...           NaN          NaN   
 12413        -0.196           0.000  ...           NaN          NaN   
 12414         0.277           0.000  ...           NaN       1000.0   
 12415        -0.605           0.000  ...           NaN      18000.0   
 12416        -0.699           0.000  ...           NaN          NaN   
 12417         0.015           0.000  ...           NaN      48500.0   
 12418        -0.394           0.000  ...           NaN          NaN   
 12419         0.182           0.000  ...           NaN     247549.0   
 12420         0.020           0.000  ...           NaN          NaN   
 12421        -0.460           0.000  ...           NaN      26210.0   
 12422         0.398           0.000  ...           NaN      98281.0   
 12423        -1.305           0.000  ...           NaN        100.0   
 12424        -0.889           0.000  ...           NaN     187153.0   
 12425        -1.315           0.000  ...           NaN          NaN   
 12426        -0.714           0.000  ...           NaN      47151.0   
 12427         0.159           0.000  ...           NaN      40000.0   
 12428        -1.490           1.000  ...           NaN      24700.0   
 12429        -0.120           0.000  ...           NaN          NaN   
 12430         0.310           0.000  ...           NaN          NaN   
 12431        -1.681           0.000  ...           NaN          NaN   
 12432         0.271           0.000  ...           NaN   14520300.0   
 12433         0.265           0.000  ...           NaN      16114.0   
 12434        -1.093           1.000  ...           NaN          NaN   
 12435        -1.599           0.000  ...           NaN          0.0   
 12436        -0.238           0.000  ...           NaN       5220.0   
 12437        -0.676           1.000  ...           NaN          NaN   
 12438        -0.158           0.000  ...           NaN          NaN   
 12439        -0.196           0.000  ...           NaN     235000.0   
 12440         0.392           0.000  ...           NaN     160700.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.422949e+10  0.175009   15.944852   10.685308   
 1             NaN     5.162082e+09  0.000000   17.379817   11.756729   
 2             NaN     6.192441e+10  2.429907   22.547037   19.113531   
 3             NaN     2.737011e+10  2.139800   25.041704   22.383317   
 4             NaN     4.901042e+10  2.329114   29.234488   26.191857   
 5             NaN     1.843557e+11  0.351351   24.521839   21.217883   
 6             NaN     1.524455e+10  4.742886   21.942160   14.785172   
 7             NaN     7.743564e+10  0.000000   21.404181   16.581397   
 8             NaN     1.656930e+10  0.320641   35.410722   27.194858   
 9             NaN     4.156906e+10  1.653514   19.725018   16.831271   
 10            NaN     3.366201e+10  0.000000   32.833371   24.619193   
 11            NaN     2.418175e+10  1.319199   25.171393   19.735754   
 12            NaN     6.771799e+09  2.335490   17.221868   11.957816   
 13            NaN     1.692450e+10  1.586402   24.193211   21.278854   
 14            NaN     1.201388e+10  1.233299   14.357237   10.175949   
 15            NaN     3.095236e+10  1.567904   28.517156   24.723228   
 16            NaN     3.095236e+10  1.567904   31.550550   26.884281   
 17            NaN     2.814121e+10  0.183964   19.785898   16.844211   
 18            NaN     2.621664e+10  1.953795   24.760124   20.793140   
 19            NaN     9.332012e+10  3.305037   23.059540   19.062450   
 20            NaN     1.542896e+11  0.000000   35.540665   30.735769   
 21            NaN     1.182855e+11  2.001601   22.163791   19.311731   
 22            NaN     1.376287e+10  0.000000   29.717007   23.661462   
 23            NaN     8.462803e+10  0.000000   23.346621   19.722993   
 24            NaN     4.066850e+10  3.104901   25.882299   22.103982   
 25            NaN     2.960111e+10  0.000000   22.391359   17.772671   
 26            NaN     7.218797e+09  1.751927   12.675601    8.651938   
 27            NaN     7.218797e+09  1.751927   35.543979   32.596293   
 28            NaN     7.345800e+10  2.777036   23.771400   20.359623   
 29            NaN     2.999248e+11  2.460025   23.452058   19.997776   
 ...           ...              ...       ...         ...         ...   
 12411         NaN     5.056250e+06       NaN   20.891101   14.298986   
 12412         NaN     5.195700e+06  0.000000   84.640464   80.667660   
 12413         NaN     2.008620e+06  0.000000   71.489576   65.927924   
 12414      106.60     2.452000e+05  0.000000   89.959191   84.866090   
 12415    10877.87     6.176520e+06  0.000000   76.174207   71.431477   
 12416         NaN     2.165040e+07       NaN   74.656040   70.681397   
 12417        8.90     6.832300e+04       NaN   73.087585   67.932569   
 12418         NaN     1.513400e+06       NaN   73.921040   69.578893   
 12419  1268910.87     2.901825e+07  0.000000  121.170763  117.567551   
 12420         NaN     5.030700e+01  0.000000   42.681236   31.647820   
 12421    36360.84     2.516850e+07  0.000000   79.627395   75.930195   
 12422    10055.63     2.291600e+06  0.000000  139.686369  136.365464   
 12423    18341.38     4.366472e+07  1.196172   27.917948   23.656680   
 12424    12455.87     4.651890e+06       NaN   68.869688   64.466187   
 12425         NaN     1.482800e+05       NaN   48.665563   43.327061   
 12426     3973.86     6.117100e+06  0.000000  125.338028  123.003036   
 12427     5517.39     7.753980e+06  0.000000   84.604824   79.338619   
 12428  1311088.00     3.190172e+10  4.416058   21.204290   17.799455   
 12429         NaN     4.774800e+05       NaN   56.224880   47.732120   
 12430         NaN     1.956780e+06       NaN   97.924446   93.301836   
 12431         NaN     1.251480e+06  0.000000   30.589720   23.058828   
 12432    11748.37     2.591100e+05       NaN   82.518059   77.676273   
 12433   123791.94     2.405260e+07       NaN  102.576658   98.155353   
 12434         NaN     3.525000e+05  0.000000  131.214753  129.442723   
 12435         NaN     1.237906e+07  0.000000   69.246768   65.047658   
 12436    17681.60     3.798120e+07  0.000000   60.553579   55.137769   
 12437         NaN     2.178800e+06       NaN   79.116789   75.347749   
 12438         NaN     8.280000e+04       NaN   51.534538   43.824276   
 12439    26273.86     2.438232e+06  0.000000  153.501177  150.953140   
 12440  3437189.76     9.387839e+08  0.562390   44.091020   30.855600   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000103  0.125914  20040322  
 1     -0.000004  0.122990  20040322  
 2     -0.133263  0.117480  20040322  
 3     -0.032609  0.342587  20040322  
 4     -0.175543  0.181842  20040322  
 5      0.166293  0.494748  20040322  
 6      0.001355  0.038100  20040322  
 7      0.081715  0.170008  20040322  
 8      0.494479  0.998119  20040322  
 9      0.030229  0.212182  20040322  
 10    -0.006047  0.553658  20040322  
 11     0.565954  0.870504  20040322  
 12     0.148914  0.505751  20040322  
 13     0.232485  0.454820  20040322  
 14    -0.000004  0.072822  20040322  
 15    -0.074982  0.182749  20040322  
 16     0.437101  0.679684  20040322  
 17     0.311641  0.426324  20040322  
 18     0.032929  0.437333  20040322  
 19     0.124907  0.278464  20040322  
 20     0.356364  0.651215  20040322  
 21    -0.122640  0.127757  20040322  
 22     0.668018  0.868942  20040322  
 23     0.124494  0.448300  20040322  
 24    -0.011498  0.457739  20040322  
 25     0.298022  0.598109  20040322  
 26    -0.000226  0.254599  20040322  
 27     0.261019  0.653036  20040322  
 28     0.313742  0.518828  20040322  
 29    -0.135097  0.233845  20040322  
 ...         ...       ...       ...  
 12411 -0.000004  0.056757  20040322  
 12412  0.859706  1.129455  20040322  
 12413  0.892278  1.294021  20040322  
 12414  1.127247  1.356261  20040322  
 12415  0.688909  1.159720  20040322  
 12416  0.642406  0.990771  20040322  
 12417  0.997101  1.251622  20040322  
 12418  0.794123  1.043536  20040322  
 12419  1.079983  1.309745  20040322  
 12420  0.999343  1.252569  20040322  
 12421  0.760979  1.020229  20040322  
 12422  1.187536  1.445779  20040322  
 12423  0.341497  0.319964  20040322  
 12424  0.548013  1.014386  20040322  
 12425  0.336590  0.699607  20040322  
 12426  0.634912  0.898390  20040322  
 12427  1.068610  1.355468  20040322  
 12428  0.249558  0.352650  20040322  
 12429  0.930027  1.154850  20040322  
 12430  1.143527  1.374226  20040322  
 12431  0.154634  0.515327  20040322  
 12432  1.124135  1.344118  20040322  
 12433  1.121204  1.344272  20040322  
 12434  0.446602  0.643717  20040322  
 12435  0.195312  0.390693  20040322  
 12436  0.871245  1.111227  20040322  
 12437  0.653943  0.910681  20040322  
 12438  0.911231  1.193466  20040322  
 12439  0.892268  1.188149  20040322  
 12440  1.184334  1.431440  20040322  
 
 [12441 rows x 92 columns],
 '20040323':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.370            0.000               0.0   
 1      USA0011            -0.209            0.000               0.0   
 2      USA0031             0.169            0.000               0.0   
 3      USA0062             0.095            0.429               0.0   
 4      USA00E2             0.213            0.000               0.0   
 5      USA00F1            -0.268            0.000               0.0   
 6      USA00G2            -0.579            0.000               0.0   
 7      USA00H1            -0.894            0.000               0.0   
 8      USA00I1            -0.167            0.000               0.0   
 9      USA00J1            -0.148            0.000               0.0   
 10     USA00K1            -0.271            0.000               0.0   
 11     USA00P1             0.079            0.000               0.0   
 12     USA00R1             0.127            0.000               0.0   
 13     USA00S1            -0.379            0.000               0.0   
 14     USA00V1            -0.017            0.000               0.0   
 15     USA0131             0.218            1.000               0.0   
 16     USA0161            -0.246            1.000               0.0   
 17     USA01I1             0.021            0.000               0.0   
 18     USA01J2            -0.221            0.000               0.0   
 19     USA01L1            -0.353            0.000               0.0   
 20     USA01P1            -2.875            0.000               0.0   
 21     USA01Q1            -0.197            0.000               0.0   
 22     USA0202             0.220            0.000               0.0   
 23     USA0231            -0.522            0.000               0.0   
 24     USA0281             0.109            0.000               0.0   
 25     USA0291            -0.325            0.000               0.0   
 26     USA02A1            -0.136            0.000               0.0   
 27     USA02B1            -0.021            0.000               0.0   
 28     USA02H1            -0.106            0.000               0.0   
 29     USA02P1            -0.153            0.000               0.0   
 ...        ...               ...              ...               ...   
 12412  USAZY41             0.417            0.000               0.0   
 12413  USAZY51             0.594            0.000               0.0   
 12414  USAZY61             0.585            0.000               0.0   
 12415  USAZY71             0.172            0.000               0.0   
 12416  USAZYI1             2.879            0.000               0.0   
 12417  USAZYJ1             0.229            0.000               0.0   
 12418  USAZYK1             0.367            0.000               0.0   
 12419  USAZYM1            -2.875            0.000               0.0   
 12420  USAZYR1             2.879            0.000               0.0   
 12421  USAZYS1             0.126            0.000               0.0   
 12422  USAZYT1             1.841            0.000               0.0   
 12423  USAZYV1            -0.047            0.000               0.0   
 12424  USAZYX1             0.582            0.000               0.0   
 12425  USAZZ41             2.834            0.000               0.0   
 12426  USAZZ51             0.399            0.000               0.0   
 12427  USAZZ61             2.879            0.000               0.0   
 12428  USAZZ71             0.536            0.000               0.0   
 12429  USAZZ81             0.534            0.000               0.0   
 12430  USAZZ91            -2.875            0.000               0.0   
 12431  USAZZA1             0.324            0.000               0.0   
 12432  USAZZB1            -0.079            0.000               0.0   
 12433  USAZZD1            -2.672            0.000               0.0   
 12434  USAZZF1             2.879            0.000               0.0   
 12435  USAZZI1             0.128            0.000               0.0   
 12436  USAZZJ1             2.879            0.000               0.0   
 12437  USAZZL1             0.700            0.000               0.0   
 12438  USAZZP1             0.882            0.000               0.0   
 12439  USAZZR1             0.530            0.000               0.0   
 12440  USAZZX1             0.095            0.000               0.0   
 12441  USAZZY1            -1.942            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 12431               0.0              0.0           0.0            0.0   
 12432               0.0              0.0           0.0            0.0   
 12433               0.0              0.0           0.0            0.0   
 12434               0.0              0.0           0.0            0.0   
 12435               0.0              0.0           0.0            0.0   
 12436               0.0              0.0           0.0            0.0   
 12437               0.0              0.0           0.0            0.0   
 12438               0.0              0.0           0.0            0.0   
 12439               0.0              0.0           0.0            0.0   
 12440               0.0              0.0           0.0            0.0   
 12441               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.987           0.000  ...           NaN          NaN   
 1            -1.986           0.000  ...           NaN          NaN   
 2            -2.258           0.000  ...           NaN       4630.0   
 3            -2.054           0.000  ...           NaN          NaN   
 4            -2.352           0.000  ...           NaN        152.0   
 5            -1.667           0.000  ...           NaN        197.0   
 6            -1.983           0.000  ...           NaN          NaN   
 7            -1.822           0.000  ...           NaN          NaN   
 8            -0.988           0.000  ...           NaN          NaN   
 9            -1.926           0.861  ...           NaN      27116.0   
 10           -2.001           0.000  ...           NaN          NaN   
 11           -0.848           0.000  ...           NaN          NaN   
 12           -1.697           0.000  ...           NaN          NaN   
 13           -1.518           0.000  ...           NaN     101068.0   
 14           -1.986           0.000  ...           NaN          NaN   
 15           -2.139           0.000  ...           NaN          NaN   
 16           -1.108           0.000  ...           NaN       1500.0   
 17           -1.356           0.000  ...           NaN       4170.0   
 18           -1.921           0.000  ...           NaN          NaN   
 19           -1.732           0.000  ...           NaN          NaN   
 20           -1.282           0.000  ...           NaN       4000.0   
 21           -2.235           1.000  ...           NaN          NaN   
 22           -0.637           0.000  ...           NaN          NaN   
 23           -1.736           0.000  ...           NaN      14500.0   
 24           -2.015           0.000  ...           NaN          NaN   
 25           -1.384           0.000  ...           NaN          NaN   
 26           -1.987           0.000  ...           NaN          NaN   
 27           -1.464           0.000  ...           NaN          NaN   
 28           -1.355           0.000  ...           NaN       8745.0   
 29           -2.261           0.000  ...           NaN      16200.0   
 ...             ...             ...  ...           ...          ...   
 12412        -1.986           0.000  ...           NaN          NaN   
 12413        -0.269           0.000  ...           NaN          NaN   
 12414        -0.215           0.000  ...           NaN       2333.0   
 12415         0.282           0.000  ...           NaN          NaN   
 12416        -0.594           0.000  ...           NaN      24000.0   
 12417        -0.701           0.000  ...           NaN          NaN   
 12418         0.024           0.000  ...           NaN          NaN   
 12419        -0.444           0.000  ...           NaN       2500.0   
 12420         0.197           0.000  ...           NaN     284895.0   
 12421         0.024           0.000  ...           NaN          NaN   
 12422        -0.446           0.000  ...           NaN      26520.0   
 12423         0.412           0.000  ...           NaN      21150.0   
 12424        -1.311           0.000  ...           NaN        100.0   
 12425        -0.861           0.000  ...           NaN      63200.0   
 12426        -1.325           0.000  ...           NaN          NaN   
 12427        -0.697           0.000  ...           NaN     567067.0   
 12428         0.165           0.000  ...           NaN          NaN   
 12429        -1.482           1.000  ...           NaN      37700.0   
 12430        -0.166           0.000  ...           NaN      10200.0   
 12431         0.318           0.000  ...           NaN          NaN   
 12432        -1.676           0.000  ...           NaN          NaN   
 12433         0.156           0.000  ...           NaN  301442900.0   
 12434         0.281           0.000  ...           NaN      43739.0   
 12435        -1.100           1.000  ...           NaN          NaN   
 12436        -1.573           0.000  ...           NaN          0.0   
 12437        -0.228           0.000  ...           NaN          NaN   
 12438        -0.682           1.000  ...           NaN          NaN   
 12439        -0.158           0.000  ...           NaN          NaN   
 12440        -0.173           0.000  ...           NaN          NaN   
 12441         0.390           0.000  ...           NaN      53900.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.434934e+10  0.175009   15.655918   10.699539   
 1             NaN     5.099813e+09  0.000000   17.141069   11.839156   
 2             NaN     6.259665e+10  2.429907   22.311706   19.049010   
 3             NaN     2.750804e+10  2.139800   24.753829   22.273443   
 4             NaN     4.970296e+10  2.329114   29.011097   26.108170   
 5             NaN     1.825562e+11  0.351351   24.236182   21.153539   
 6             NaN     1.529984e+10  4.742886   21.632079   14.861867   
 7             NaN     7.457195e+10  0.000000   21.286670   16.687723   
 8             NaN     1.648850e+10  0.320641   34.752522   27.120220   
 9             NaN     4.099872e+10  1.653514   19.635774   16.740740   
 10            NaN     3.374517e+10  0.000000   32.244682   24.543100   
 11            NaN     2.438980e+10  1.319199   24.716490   19.664683   
 12            NaN     6.780636e+09  2.335490   16.878927   11.915540   
 13            NaN     1.678496e+10  1.586402   23.941368   21.244774   
 14            NaN     1.209260e+10  1.233299   14.121767   10.141716   
 15            NaN     3.129645e+10  1.567904   28.194924   24.616579   
 16            NaN     3.129645e+10  1.567904   31.147442   26.810157   
 17            NaN     2.789876e+10  0.183964   19.540504   16.773709   
 18            NaN     2.633818e+10  1.953795   24.350419   20.709190   
 19            NaN     9.350184e+10  3.305037   22.779308   19.012709   
 20            NaN     1.542896e+11  0.000000   35.343621   30.997734   
 21            NaN     1.179913e+11  2.001601   21.920720   19.246840   
 22            NaN     1.396233e+10  0.000000   29.252339   23.585245   
 23            NaN     8.501259e+10  0.000000   23.036561   19.694943   
 24            NaN     4.056882e+10  3.104901   25.502054   22.032403   
 25            NaN     3.005873e+10  0.000000   22.014732   17.728172   
 26            NaN     7.201602e+09  1.751927   12.395170    8.629798   
 27            NaN     7.201602e+09  1.751927   35.166049   32.460107   
 28            NaN     7.394384e+10  2.777036   23.473039   20.300852   
 29            NaN     2.977832e+11  2.460025   23.232052   20.054096   
 ...           ...              ...       ...         ...         ...   
 12412         NaN     5.056250e+06       NaN   20.590158   14.342531   
 12413         NaN     5.195700e+06  0.000000   83.093149   79.152300   
 12414      996.06     2.008620e+06  0.000000   70.532511   65.434613   
 12415         NaN     2.452000e+05  0.000000   88.235166   83.318192   
 12416    10939.78     5.833380e+06  0.000000   75.719413   71.123882   
 12417         NaN     2.165040e+07       NaN   74.053892   70.339929   
 12418         NaN     6.832300e+04       NaN   72.695790   67.861469   
 12419      238.18     2.421440e+06       NaN   74.431376   70.536312   
 12420  1221204.43     2.758525e+07  0.000000  121.431415  118.001899   
 12421         NaN     5.030700e+01  0.000000   41.827937   31.531187   
 12422    35310.80     2.467500e+07  0.000000   79.368059   75.935972   
 12423     9761.99     2.291600e+06  0.000000  139.710428  136.770533   
 12424    17545.95     4.371664e+07  1.196172   27.725467   23.654043   
 12425    12291.87     4.491480e+06       NaN   68.791308   64.773469   
 12426         NaN     1.482800e+05       NaN   48.283895   43.190754   
 12427     4050.99     5.561000e+06  0.000000  125.973467  123.743434   
 12428         NaN     7.753980e+06  0.000000   83.566861   78.507183   
 12429  1338397.09     3.157591e+10  4.416058   21.008824   17.825168   
 12430       99.98     1.352860e+06       NaN   65.855546   59.481107   
 12431         NaN     1.956780e+06       NaN   97.075826   92.793363   
 12432         NaN     1.251480e+06  0.000000   30.120436   22.982712   
 12433   175637.76     1.036440e+06       NaN   82.685497   78.491629   
 12434   122240.72     2.241265e+07       NaN  102.150925   97.829670   
 12435         NaN     3.525000e+05  0.000000  129.735757  128.090942   
 12436         NaN     1.186070e+07  0.000000   69.385911   65.358661   
 12437         NaN     3.798120e+07  0.000000   60.128628   55.038716   
 12438         NaN     2.178800e+06       NaN   77.624737   73.918803   
 12439         NaN     8.280000e+04       NaN   51.093772   43.688539   
 12440         NaN     2.438232e+06  0.000000  154.007858  151.535418   
 12441  3389336.77     9.739883e+08  0.562390   42.684607   30.928771   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000102  0.116809  20040323  
 1     -0.000003  0.120798  20040323  
 2     -0.135216  0.120965  20040323  
 3     -0.033807  0.342468  20040323  
 4     -0.181877  0.177375  20040323  
 5      0.159096  0.494305  20040323  
 6      0.001471  0.033173  20040323  
 7      0.081723  0.151593  20040323  
 8      0.497377  0.991366  20040323  
 9      0.030043  0.213953  20040323  
 10    -0.007289  0.538247  20040323  
 11     0.567043  0.879264  20040323  
 12     0.144242  0.508501  20040323  
 13     0.233224  0.444210  20040323  
 14    -0.000003  0.070462  20040323  
 15    -0.075776  0.188837  20040323  
 16     0.437199  0.667461  20040323  
 17     0.313766  0.433311  20040323  
 18     0.032431  0.420355  20040323  
 19     0.126467  0.274828  20040323  
 20     0.350919  0.570939  20040323  
 21    -0.123962  0.127409  20040323  
 22     0.671940  0.887453  20040323  
 23     0.124761  0.434865  20040323  
 24    -0.014168  0.455432  20040323  
 25     0.300048  0.590750  20040323  
 26    -0.000174  0.247464  20040323  
 27     0.260192  0.648403  20040323  
 28     0.314498  0.519603  20040323  
 29    -0.136930  0.231339  20040323  
 ...         ...       ...       ...  
 12412 -0.000003  0.067560  20040323  
 12413  0.855000  1.197387  20040323  
 12414  0.882115  1.292269  20040323  
 12415  1.129397  1.398004  20040323  
 12416  0.693260  1.186484  20040323  
 12417  0.640278  1.012010  20040323  
 12418  1.001075  1.280080  20040323  
 12419  0.767945  0.987342  20040323  
 12420  1.087111  1.380538  20040323  
 12421  1.001327  1.272730  20040323  
 12422  0.767234  1.087119  20040323  
 12423  1.194114  1.397968  20040323  
 12424  0.336285  0.334593  20040323  
 12425  0.560517  1.005492  20040323  
 12426  0.329109  0.726053  20040323  
 12427  0.642055  0.987651  20040323  
 12428  1.071399  1.414247  20040323  
 12429  0.251152  0.367885  20040323  
 12430  0.906380  1.094725  20040323  
 12431  1.147319  1.410876  20040323  
 12432  0.154426  0.520621  20040323  
 12433  1.067033  1.249657  20040323  
 12434  1.129035  1.446338  20040323  
 12435  0.441314  0.671188  20040323  
 12436  0.205767  0.538285  20040323  
 12437  0.875597  1.121090  20040323  
 12438  0.649442  0.987686  20040323  
 12439  0.910482  1.251860  20040323  
 12440  0.902892  1.212672  20040323  
 12441  1.183475  1.370451  20040323  
 
 [12442 rows x 92 columns],
 '20040324':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.121            0.000               0.0   
 1      USA0011            -0.265            0.000               0.0   
 2      USA0031            -0.045            0.000               0.0   
 3      USA0062             0.539            0.429               0.0   
 4      USA00E2            -0.255            0.000               0.0   
 5      USA00F1             0.028            0.000               0.0   
 6      USA00G2            -0.424            0.000               0.0   
 7      USA00H1             0.547            0.000               0.0   
 8      USA00I1             1.826            0.000               0.0   
 9      USA00J1             0.385            0.000               0.0   
 10     USA00K1             2.478            0.000               0.0   
 11     USA00P1             0.092            0.000               0.0   
 12     USA00R1             0.218            0.000               0.0   
 13     USA00S1            -0.320            0.000               0.0   
 14     USA00V1            -0.147            0.000               0.0   
 15     USA0131             0.462            1.000               0.0   
 16     USA0161             1.085            1.000               0.0   
 17     USA01I1             0.107            0.000               0.0   
 18     USA01J2             0.089            0.000               0.0   
 19     USA01L1            -1.095            0.000               0.0   
 20     USA01P1             1.042            0.000               0.0   
 21     USA01Q1             0.342            0.000               0.0   
 22     USA0202             0.005            0.000               0.0   
 23     USA0231             0.803            0.000               0.0   
 24     USA0281             0.374            0.000               0.0   
 25     USA0291             0.683            0.000               0.0   
 26     USA02A1             0.277            0.000               0.0   
 27     USA02B1             0.403            0.000               0.0   
 28     USA02H1            -0.173            0.000               0.0   
 29     USA02P1            -0.043            0.000               0.0   
 ...        ...               ...              ...               ...   
 12411  USAZY41            -0.197            0.000               0.0   
 12412  USAZY51            -0.017            0.000               0.0   
 12413  USAZY61             0.810            0.000               0.0   
 12414  USAZY71            -0.404            0.000               0.0   
 12415  USAZYI1            -0.326            0.000               0.0   
 12416  USAZYJ1            -0.633            0.000               0.0   
 12417  USAZYK1            -0.009            0.000               0.0   
 12418  USAZYM1             2.744            0.000               0.0   
 12419  USAZYR1             1.762            0.000               0.0   
 12420  USAZYS1            -0.292            0.000               0.0   
 12421  USAZYT1            -0.237            0.000               0.0   
 12422  USAZYV1             2.791            0.000               0.0   
 12423  USAZYX1            -0.908            0.000               0.0   
 12424  USAZZ41            -2.720            0.000               0.0   
 12425  USAZZ51            -0.013            0.000               0.0   
 12426  USAZZ61             2.791            0.000               0.0   
 12427  USAZZ71            -0.097            0.000               0.0   
 12428  USAZZ81             0.565            0.000               0.0   
 12429  USAZZ91            -2.474            0.000               0.0   
 12430  USAZZA1            -0.014            0.000               0.0   
 12431  USAZZB1            -0.028            0.000               0.0   
 12432  USAZZD1            -2.720            0.000               0.0   
 12433  USAZZF1            -0.214            0.000               0.0   
 12434  USAZZI1            -0.498            0.000               0.0   
 12435  USAZZJ1            -0.111            0.000               0.0   
 12436  USAZZL1            -2.061            0.000               0.0   
 12437  USAZZP1            -2.720            0.000               0.0   
 12438  USAZZR1            -0.140            0.000               0.0   
 12439  USAZZX1             2.791            0.000               0.0   
 12440  USAZZY1            -0.768            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 12431               0.0              0.0           0.0            0.0   
 12432               0.0              0.0           0.0            0.0   
 12433               0.0              0.0           0.0            0.0   
 12434               0.0              0.0           0.0            0.0   
 12435               0.0              0.0           0.0            0.0   
 12436               0.0              0.0           0.0            0.0   
 12437               0.0              0.0           0.0            0.0   
 12438               0.0              0.0           0.0            0.0   
 12439               0.0              0.0           0.0            0.0   
 12440               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.998           0.000  ...           NaN          NaN   
 1            -1.998           0.000  ...           NaN          NaN   
 2            -2.271           0.000  ...           NaN       4630.0   
 3            -2.065           0.000  ...           NaN          NaN   
 4            -2.362           0.000  ...           NaN        152.0   
 5            -1.675           0.000  ...           NaN        197.0   
 6            -1.994           0.000  ...           NaN          NaN   
 7            -1.834           0.000  ...           NaN          NaN   
 8            -0.995           0.000  ...           NaN          NaN   
 9            -1.937           0.861  ...           NaN      27116.0   
 10           -2.012           0.000  ...           NaN          NaN   
 11           -0.855           0.000  ...           NaN          NaN   
 12           -1.713           0.000  ...           NaN          NaN   
 13           -1.524           0.000  ...           NaN      46360.0   
 14           -1.998           0.000  ...           NaN          NaN   
 15           -2.148           0.000  ...           NaN          NaN   
 16           -1.092           0.000  ...           NaN        210.0   
 17           -1.364           0.000  ...           NaN       4170.0   
 18           -1.932           0.000  ...           NaN          NaN   
 19           -1.742           0.000  ...           NaN          NaN   
 20           -1.287           0.000  ...           NaN       6500.0   
 21           -2.247           1.000  ...           NaN          NaN   
 22           -0.643           0.000  ...           NaN          NaN   
 23           -1.749           0.000  ...           NaN      14500.0   
 24           -2.027           0.000  ...           NaN          NaN   
 25           -1.395           0.000  ...           NaN          NaN   
 26           -1.998           0.000  ...           NaN          NaN   
 27           -1.486           0.000  ...           NaN          NaN   
 28           -1.369           0.000  ...           NaN       8745.0   
 29           -2.273           0.000  ...           NaN      16200.0   
 ...             ...             ...  ...           ...          ...   
 12411        -1.998           0.000  ...           NaN          NaN   
 12412        -0.274           0.000  ...           NaN          NaN   
 12413        -0.222           0.000  ...           NaN          NaN   
 12414         0.283           0.000  ...           NaN          NaN   
 12415        -0.601           0.000  ...           NaN       8000.0   
 12416        -0.703           0.000  ...           NaN          NaN   
 12417         0.021           0.000  ...           NaN       4250.0   
 12418        -0.325           0.000  ...           NaN       2500.0   
 12419         0.226           0.000  ...           NaN     198668.0   
 12420         0.019           0.000  ...           NaN          NaN   
 12421        -0.452           0.000  ...           NaN       4000.0   
 12422         0.438           0.000  ...           NaN      39900.0   
 12423        -1.326           0.000  ...           NaN       3500.0   
 12424        -0.871           0.000  ...           NaN      24280.0   
 12425        -1.333           0.000  ...           NaN          NaN   
 12426        -0.665           0.000  ...           NaN     115335.0   
 12427         0.158           0.000  ...           NaN      99500.0   
 12428        -1.479           1.000  ...           NaN      23400.0   
 12429        -0.165           0.000  ...           NaN          NaN   
 12430         0.315           0.000  ...           NaN          NaN   
 12431        -1.692           0.000  ...           NaN          NaN   
 12432         0.089           0.000  ...           NaN  259316300.0   
 12433         0.282           0.000  ...           NaN       5992.0   
 12434        -1.111           1.000  ...           NaN          NaN   
 12435        -1.569           0.000  ...           NaN          0.0   
 12436        -0.250           0.000  ...           NaN      14200.0   
 12437        -0.728           1.000  ...           NaN       8333.0   
 12438        -0.163           0.000  ...           NaN          NaN   
 12439        -0.145           0.000  ...           NaN      65000.0   
 12440         0.386           0.000  ...           NaN      69100.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.363027e+10  0.175009   15.741691   10.544430   
 1             NaN     5.118494e+09  0.000000   17.436199   11.690721   
 2             NaN     6.151794e+10  2.429907   22.178988   18.752453   
 3             NaN     2.756838e+10  2.139800   24.504460   21.938858   
 4             NaN     4.898379e+10  2.329114   28.766492   25.719633   
 5             NaN     1.807828e+11  0.351351   23.954773   20.773419   
 6             NaN     1.533933e+10  4.742886   21.860148   14.650684   
 7             NaN     7.492024e+10  0.000000   21.265595   16.425632   
 8             NaN     1.692927e+10  0.320641   34.911300   26.925109   
 9             NaN     4.072985e+10  1.653514   19.499664   16.407417   
 10            NaN     3.442706e+10  0.000000   33.230531   24.648803   
 11            NaN     2.436602e+10  1.319199   24.294152   19.354250   
 12            NaN     6.751914e+09  2.335490   16.709899   11.728324   
 13            NaN     1.669036e+10  1.586402   23.613047   20.925656   
 14            NaN     1.221449e+10  1.233299   14.192478   10.011467   
 15            NaN     3.123243e+10  1.567904   28.002134   24.196049   
 16            NaN     3.123243e+10  1.567904   30.908132   26.451076   
 17            NaN     2.770827e+10  0.183964   19.276572   16.503218   
 18            NaN     2.650485e+10  1.953795   24.070654   20.378332   
 19            NaN     9.180220e+10  3.305037   22.964958   18.899025   
 20            NaN     1.560154e+11  0.000000   34.830028   30.558648   
 21            NaN     1.188738e+11  2.001601   21.659477   18.827689   
 22            NaN     1.370968e+10  0.000000   28.762599   23.217749   
 23            NaN     8.462803e+10  0.000000   22.934671   19.415081   
 24            NaN     4.101737e+10  3.104901   25.193037   21.685967   
 25            NaN     3.051636e+10  0.000000   21.823081   17.482849   
 26            NaN     7.107033e+09  1.751927   12.448399    8.504496   
 27            NaN     7.107033e+09  1.751927   34.588669   31.907397   
 28            NaN     7.216569e+10  2.777036   23.199838   19.974704   
 29            NaN     2.975792e+11  2.460025   23.308194   19.980982   
 ...           ...              ...       ...         ...         ...   
 12411         NaN     5.056250e+06       NaN   20.695884   14.183665   
 12412         NaN     5.195700e+06  0.000000   80.991532   77.042583   
 12413         NaN     2.008620e+06  0.000000   70.152952   65.119685   
 12414         NaN     2.452000e+05  0.000000   87.773860   82.979253   
 12415    10256.69     5.833380e+06  0.000000   74.473090   70.113935   
 12416         NaN     2.165040e+07       NaN   73.610335   69.942994   
 12417        8.55     6.832300e+04       NaN   71.810976   67.033379   
 12418      195.00     1.513400e+06       NaN   78.063545   74.464198   
 12419  1192720.35     2.686875e+07  0.000000  119.564962  116.093638   
 12420         NaN     5.030700e+01  0.000000   41.243278   31.034008   
 12421    35050.44     2.467500e+07  0.000000   78.081501   74.715299   
 12422    10003.89     2.156800e+06  0.000000  137.670530  134.472844   
 12423    19002.77     4.387240e+07  1.196172   27.619801   23.449506   
 12424    11464.39     4.812300e+06       NaN   68.898691   65.193691   
 12425         NaN     1.482800e+05       NaN   47.676602   42.508298   
 12426     4090.81     5.004900e+06  0.000000  124.508090  122.108439   
 12427     4779.10     7.753980e+06  0.000000   82.287095   77.359762   
 12428  1323878.00     3.137985e+10  4.416058   20.847225   17.646651   
 12429         NaN     1.352860e+06       NaN   65.293732   58.846446   
 12430         NaN     1.956780e+06       NaN   95.261488   91.014655   
 12431         NaN     1.251480e+06  0.000000   29.998092   22.637358   
 12432   399587.27     1.641030e+06       NaN   84.236525   80.385697   
 12433   122314.29     2.241265e+07       NaN  101.161755   97.057075   
 12434         NaN     3.525000e+05  0.000000  125.498286  123.778710   
 12435         NaN     1.153162e+07  0.000000   68.532872   64.330797   
 12436    17456.41     3.920640e+07  0.000000   59.310516   54.359132   
 12437     1146.56     2.614560e+06       NaN   77.875092   74.336355   
 12438         NaN     8.280000e+04       NaN   50.279987   42.998657   
 12439    24983.23     2.031860e+06  0.000000  152.620247  149.995539   
 12440  3440819.36     9.804733e+08  0.562390   42.153151   30.515398   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000099  0.117502  20040324  
 1     -0.000002  0.096182  20040324  
 2     -0.135467  0.111480  20040324  
 3     -0.033580  0.343733  20040324  
 4     -0.180638  0.155962  20040324  
 5      0.159785  0.466263  20040324  
 6      0.001660  0.021546  20040324  
 7      0.081230  0.169971  20040324  
 8      0.497264  1.025856  20040324  
 9      0.030096  0.223097  20040324  
 10    -0.007016  0.588270  20040324  
 11     0.566666  0.874235  20040324  
 12     0.141088  0.502458  20040324  
 13     0.234907  0.435647  20040324  
 14    -0.000002  0.065576  20040324  
 15    -0.074410  0.192930  20040324  
 16     0.448878  0.691953  20040324  
 17     0.314253  0.432736  20040324  
 18     0.032767  0.416273  20040324  
 19     0.126858  0.252630  20040324  
 20     0.352325  0.614697  20040324  
 21    -0.123604  0.130440  20040324  
 22     0.671446  0.885441  20040324  
 23     0.123161  0.450000  20040324  
 24    -0.014640  0.451487  20040324  
 25     0.298794  0.601312  20040324  
 26    -0.000082  0.249297  20040324  
 27     0.253579  0.642863  20040324  
 28     0.311523  0.509139  20040324  
 29    -0.136629  0.222006  20040324  
 ...         ...       ...       ...  
 12411 -0.000002  0.057928  20040324  
 12412  0.854287  1.195082  20040324  
 12413  0.880134  1.289269  20040324  
 12414  1.130722  1.387387  20040324  
 12415  0.692317  1.118021  20040324  
 12416  0.641806  0.997511  20040324  
 12417  1.000678  1.275646  20040324  
 12418  0.829109  1.036055  20040324  
 12419  1.102155  1.410622  20040324  
 12420  0.999794  1.264765  20040324  
 12421  0.766226  1.061680  20040324  
 12422  1.207378  1.523933  20040324  
 12423  0.332770  0.307834  20040324  
 12424  0.558770  0.883494  20040324  
 12425  0.329747  0.717935  20040324  
 12426  0.660536  1.068699  20040324  
 12427  1.068671  1.399700  20040324  
 12428  0.257029  0.379010  20040324  
 12429  0.908487  0.977588  20040324  
 12430  1.146621  1.401723  20040324  
 12431  0.151524  0.515605  20040324  
 12432  1.034402  1.187178  20040324  
 12433  1.130109  1.387500  20040324  
 12434  0.439712  0.651321  20040324  
 12435  0.212565  0.494897  20040324  
 12436  0.866439  1.063495  20040324  
 12437  0.629307  0.895042  20040324  
 12438  0.909417  1.236486  20040324  
 12439  0.918505  1.285250  20040324  
 12440  1.181798  1.366789  20040324  
 
 [12441 rows x 92 columns],
 '20040325':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.120            0.000               0.0   
 1      USA0011            -0.654            0.000               0.0   
 2      USA0031            -0.995            0.000               0.0   
 3      USA0062            -0.287            0.429               0.0   
 4      USA00E2            -1.148            0.000               0.0   
 5      USA00F1             0.002            0.000               0.0   
 6      USA00G2            -0.638            0.000               0.0   
 7      USA00H1            -0.335            0.000               0.0   
 8      USA00I1             0.422            0.000               0.0   
 9      USA00J1            -0.112            0.000               0.0   
 10     USA00K1            -0.294            0.000               0.0   
 11     USA00P1             0.800            0.000               0.0   
 12     USA00R1            -0.019            0.000               0.0   
 13     USA00S1            -2.708            0.000               0.0   
 14     USA00V1            -0.732            0.000               0.0   
 15     USA0131            -0.549            1.000               0.0   
 16     USA0161             0.152            1.000               0.0   
 17     USA01I1             0.073            0.000               0.0   
 18     USA01J2            -0.433            0.000               0.0   
 19     USA01L1            -1.118            0.000               0.0   
 20     USA01P1             0.448            0.000               0.0   
 21     USA01Q1            -0.475            0.000               0.0   
 22     USA0202             0.727            0.000               0.0   
 23     USA0231            -0.032            0.000               0.0   
 24     USA0281             0.042            0.000               0.0   
 25     USA0291             0.009            0.000               0.0   
 26     USA02A1            -0.700            0.000               0.0   
 27     USA02B1             2.189            0.000               0.0   
 28     USA02H1             0.343            0.000               0.0   
 29     USA02P1            -0.357            0.000               0.0   
 ...        ...               ...              ...               ...   
 12411  USAZY41            -1.526            0.000               0.0   
 12412  USAZY51            -2.708            0.000               0.0   
 12413  USAZY61             0.980            0.000               0.0   
 12414  USAZY71             1.160            0.000               0.0   
 12415  USAZYI1            -2.708            0.000               0.0   
 12416  USAZYJ1            -0.500            0.000               0.0   
 12417  USAZYK1             0.739            0.000               0.0   
 12418  USAZYM1             1.991            0.000               0.0   
 12419  USAZYR1             1.348            0.000               0.0   
 12420  USAZYS1             1.209            0.000               0.0   
 12421  USAZYT1            -0.733            0.000               0.0   
 12422  USAZYV1             2.779            0.000               0.0   
 12423  USAZYX1            -0.265            0.000               0.0   
 12424  USAZZ41             2.779            0.000               0.0   
 12425  USAZZ51             0.017            0.000               0.0   
 12426  USAZZ61            -2.708            0.000               0.0   
 12427  USAZZ71             1.499            0.000               0.0   
 12428  USAZZ81             0.627            0.000               0.0   
 12429  USAZZ91            -0.055            0.000               0.0   
 12430  USAZZA1             1.610            0.000               0.0   
 12431  USAZZB1            -1.214            0.000               0.0   
 12432  USAZZD1            -2.708            0.000               0.0   
 12433  USAZZF1            -2.708            0.000               0.0   
 12434  USAZZI1            -2.708            0.000               0.0   
 12435  USAZZJ1             1.217            0.000               0.0   
 12436  USAZZL1             2.779            0.000               0.0   
 12437  USAZZP1             0.389            0.000               0.0   
 12438  USAZZR1             1.217            0.000               0.0   
 12439  USAZZX1            -2.708            0.000               0.0   
 12440  USAZZY1            -0.214            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 12431               0.0              0.0           0.0            0.0   
 12432               0.0              0.0           0.0            0.0   
 12433               0.0              0.0           0.0            0.0   
 12434               0.0              0.0           0.0            0.0   
 12435               0.0              0.0           0.0            0.0   
 12436               0.0              0.0           0.0            0.0   
 12437               0.0              0.0           0.0            0.0   
 12438               0.0              0.0           0.0            0.0   
 12439               0.0              0.0           0.0            0.0   
 12440               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.965           0.000  ...           NaN          NaN   
 1            -1.965           0.000  ...           NaN          NaN   
 2            -2.216           0.000  ...           NaN       4630.0   
 3            -2.027           0.000  ...           NaN          NaN   
 4            -2.304           0.000  ...           NaN        152.0   
 5            -1.677           0.000  ...           NaN        197.0   
 6            -1.963           0.000  ...           NaN          NaN   
 7            -1.808           0.000  ...           NaN          NaN   
 8            -1.026           0.000  ...           NaN          NaN   
 9            -1.907           0.861  ...           NaN      27116.0   
 10           -1.978           0.000  ...           NaN          NaN   
 11           -0.850           0.000  ...           NaN          NaN   
 12           -1.679           0.000  ...           NaN          NaN   
 13           -1.134           0.000  ...           NaN      67890.0   
 14           -1.965           0.000  ...           NaN          NaN   
 15           -2.113           0.000  ...           NaN          NaN   
 16           -1.115           0.000  ...           NaN          NaN   
 17           -1.372           0.000  ...           NaN       4170.0   
 18           -1.903           0.000  ...           NaN          NaN   
 19           -1.735           0.000  ...           NaN          NaN   
 20           -1.292           0.000  ...           NaN          NaN   
 21           -2.199           1.000  ...           NaN          NaN   
 22           -0.680           0.000  ...           NaN          NaN   
 23           -1.726           0.000  ...           NaN      14500.0   
 24           -1.987           0.000  ...           NaN          NaN   
 25           -1.399           0.000  ...           NaN          NaN   
 26           -1.966           0.000  ...           NaN          NaN   
 27           -1.607           0.000  ...           NaN        125.0   
 28           -1.367           0.000  ...           NaN       8745.0   
 29           -2.221           0.000  ...           NaN      16200.0   
 ...             ...             ...  ...           ...          ...   
 12411        -1.965           0.000  ...           NaN          NaN   
 12412        -0.084           0.000  ...           NaN        100.0   
 12413        -0.228           0.000  ...           NaN          NaN   
 12414         0.267           0.000  ...           NaN       2146.0   
 12415        -0.278           0.000  ...           NaN      13600.0   
 12416        -0.707           0.000  ...           NaN          NaN   
 12417         0.008           0.000  ...           NaN       5000.0   
 12418        -0.327           0.000  ...           NaN          NaN   
 12419         0.170           0.000  ...           NaN      83383.0   
 12420         0.005           0.000  ...           NaN          NaN   
 12421        -0.427           0.000  ...           NaN     287569.0   
 12422         0.324           0.000  ...           NaN       7010.0   
 12423        -1.312           0.000  ...           NaN       1000.0   
 12424        -1.051           0.000  ...           NaN      29700.0   
 12425        -1.285           0.000  ...           NaN          NaN   
 12426        -0.335           0.000  ...           NaN     206500.0   
 12427         0.141           0.000  ...           NaN          NaN   
 12428        -1.562           1.000  ...           NaN      29700.0   
 12429        -0.193           0.000  ...           NaN          NaN   
 12430         0.283           0.000  ...           NaN          NaN   
 12431        -1.666           0.000  ...           NaN          NaN   
 12432         0.395           0.000  ...           NaN  385301300.0   
 12433         0.338           0.000  ...           NaN     120577.0   
 12434        -0.987           1.000  ...           NaN        337.0   
 12435        -1.712           0.000  ...           NaN          0.0   
 12436        -0.464           0.000  ...           NaN       2485.0   
 12437        -0.747           1.000  ...           NaN       5000.0   
 12438        -0.162           0.000  ...           NaN          NaN   
 12439        -0.053           0.000  ...           NaN      30000.0   
 12440         0.306           0.000  ...           NaN      60900.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.568760e+10  0.175009   16.222825   10.609224   
 1             NaN     5.155855e+09  0.000000   17.948218   11.840277   
 2             NaN     6.223708e+10  2.429907   22.771770   19.048076   
 3             NaN     2.833561e+10  2.139800   24.694381   22.147958   
 4             NaN     4.931674e+10  2.329114   29.144453   25.889902   
 5             NaN     1.836255e+11  0.351351   23.994292   20.889889   
 6             NaN     1.565528e+10  4.742886   22.422457   14.764388   
 7             NaN     7.622309e+10  0.000000   21.578382   16.507698   
 8             NaN     1.774837e+10  0.320641   34.572532   27.280693   
 9             NaN     4.068911e+10  1.653514   19.787373   16.489391   
 10            NaN     3.614010e+10  0.000000   33.477568   24.950029   
 11            NaN     2.454435e+10  1.319199   24.215960   19.779227   
 12            NaN     6.821510e+09  2.335490   16.624586   11.778515   
 13            NaN     1.782086e+10  1.586402   25.592511   22.319931   
 14            NaN     1.223989e+10  1.233299   14.712532   10.162099   
 15            NaN     3.178458e+10  1.567904   28.349433   24.333987   
 16            NaN     3.178458e+10  1.567904   30.862844   26.636195   
 17            NaN     2.768662e+10  0.183964   19.293271   16.592541   
 18            NaN     2.678959e+10  1.953795   24.178728   20.481736   
 19            NaN     9.051945e+10  3.305037   23.673769   19.133334   
 20            NaN     1.632639e+11  0.000000   35.076441   30.901647   
 21            NaN     1.195357e+11  2.001601   22.045109   19.054222   
 22            NaN     1.450753e+10  0.000000   28.480267   23.494133   
 23            NaN     8.670464e+10  0.000000   23.006889   19.557352   
 24            NaN     4.182476e+10  3.104901   25.430141   21.879566   
 25            NaN     3.253954e+10  0.000000   21.677110   17.622489   
 26            NaN     7.324829e+09  1.751927   12.688275    8.572524   
 27            NaN     7.324829e+09  1.751927   35.045660   32.516473   
 28            NaN     7.241832e+10  2.777036   23.267715   20.090601   
 29            NaN     3.028822e+11  2.460025   23.604284   20.139161   
 ...           ...              ...       ...         ...         ...   
 12411         NaN     5.056250e+06       NaN   21.426387   14.502764   
 12412     1224.81     5.888460e+06  0.000000   83.144302   79.346603   
 12413         NaN     2.008620e+06  0.000000   70.716691   66.067696   
 12414      100.40     2.452000e+05  0.000000   87.467101   82.881637   
 12415    10146.51     6.977180e+06  0.000000   77.519429   73.110536   
 12416         NaN     2.165040e+07       NaN   73.361840   69.884771   
 12417        8.77     6.832300e+04       NaN   71.803251   67.336342   
 12418         NaN     1.513400e+06       NaN   75.522159   71.585823   
 12419  1174178.69     2.686875e+07  0.000000  119.959103  116.734713   
 12420         NaN     5.030700e+01  0.000000   41.071138   31.381110   
 12421    40287.35     2.516850e+07  0.000000   78.228807   75.029988   
 12422     9673.26     2.022000e+06  0.000000  138.348441  135.358708   
 12423    19198.00     4.413200e+07  1.196172   27.906837   23.609431   
 12424    10010.94     4.491480e+06       NaN   68.657548   65.081818   
 12425         NaN     1.482800e+05       NaN   47.663908   42.423999   
 12426     3843.16     6.117100e+06  0.000000  126.826071  124.271107   
 12427         NaN     7.753980e+06  0.000000   81.476963   76.760299   
 12428  1938467.00     3.081765e+10  4.416058   21.126372   17.989840   
 12429         NaN     1.352860e+06       NaN   65.296992   58.953426   
 12430         NaN     1.956780e+06       NaN   95.915601   91.967833   
 12431         NaN     1.251480e+06  0.000000   30.235677   22.737408   
 12432   399579.09     2.936580e+06       NaN   87.248269   83.380494   
 12433   133907.35     2.459925e+07       NaN  102.989939   99.100510   
 12434      523.09     3.995000e+05  0.000000  126.786350  124.933334   
 12435         NaN     1.116733e+07  0.000000   69.076211   64.832385   
 12436    16546.52     3.675600e+07  0.000000   60.440734   55.994681   
 12437     1186.56     2.614560e+06       NaN   80.250992   77.014336   
 12438         NaN     8.280000e+04       NaN   50.403995   43.419218   
 12439    14047.77     2.235046e+06  0.000000  153.323335  150.948040   
 12440  3457183.45     9.906641e+08  0.562390   41.631731   30.643142   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000100  0.123793  20040325  
 1     -0.000002  0.081980  20040325  
 2     -0.127170  0.086731  20040325  
 3     -0.031578  0.327549  20040325  
 4     -0.171437  0.133757  20040325  
 5      0.145916  0.455893  20040325  
 6      0.000862  0.012038  20040325  
 7      0.079297  0.158156  20040325  
 8      0.475213  0.976060  20040325  
 9      0.029194  0.217145  20040325  
 10    -0.006328  0.540546  20040325  
 11     0.564165  0.879357  20040325  
 12     0.144657  0.490060  20040325  
 13     0.420479  0.531328  20040325  
 14    -0.000002  0.051763  20040325  
 15    -0.074652  0.173114  20040325  
 16     0.430092  0.663325  20040325  
 17     0.300291  0.420670  20040325  
 18     0.031639  0.392877  20040325  
 19     0.116639  0.231738  20040325  
 20     0.340613  0.600142  20040325  
 21    -0.118317  0.114503  20040325  
 22     0.650240  0.869480  20040325  
 23     0.120787  0.430666  20040325  
 24    -0.011156  0.442023  20040325  
 25     0.286618  0.571795  20040325  
 26    -0.000476  0.224867  20040325  
 27     0.181369  0.609779  20040325  
 28     0.302690  0.505617  20040325  
 29    -0.129546  0.215534  20040325  
 ...         ...       ...       ...  
 12411 -0.000002  0.018767  20040325  
 12412  0.951837  1.202656  20040325  
 12413  0.879346  1.279588  20040325  
 12414  1.129658  1.395633  20040325  
 12415  0.853617  1.183885  20040325  
 12416  0.636897  0.981201  20040325  
 12417  0.998408  1.275801  20040325  
 12418  0.829237  1.120816  20040325  
 12419  1.080749  1.392513  20040325  
 12420  0.996953  1.281521  20040325  
 12421  0.778471  1.050538  20040325  
 12422  1.158474  1.476354  20040325  
 12423  0.330483  0.302826  20040325  
 12424  0.462644  0.903122  20040325  
 12425  0.344335  0.705078  20040325  
 12426  0.824897  1.116484  20040325  
 12427  1.065802  1.437598  20040325  
 12428  0.204027  0.355823  20040325  
 12429  0.896985  1.007142  20040325  
 12430  1.137709  1.409331  20040325  
 12431  0.151270  0.474130  20040325  
 12432  1.194571  1.312124  20040325  
 12433  1.165565  1.340172  20040325  
 12434  0.495063  0.645188  20040325  
 12435  0.128314  0.437704  20040325  
 12436  0.759939  1.041473  20040325  
 12437  0.616228  0.823866  20040325  
 12438  0.912616  1.246931  20040325  
 12439  0.967617  1.208331  20040325  
 12440  1.149419  1.318107  20040325  
 
 [12441 rows x 92 columns],
 '20040326':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.526            0.000               0.0   
 1      USA0011            -0.399            0.000               0.0   
 2      USA0031            -0.176            0.000               0.0   
 3      USA0062             0.310            0.429               0.0   
 4      USA00E2             0.107            0.000               0.0   
 5      USA00F1            -0.005            0.000               0.0   
 6      USA00G2             0.035            0.000               0.0   
 7      USA00H1            -1.073            0.000               0.0   
 8      USA00I1            -0.031            0.000               0.0   
 9      USA00J1             0.132            0.000               0.0   
 10     USA00K1            -0.006            0.000               0.0   
 11     USA00P1             0.437            0.000               0.0   
 12     USA00R1             0.064            0.000               0.0   
 13     USA00S1             1.081            0.000               0.0   
 14     USA00V1            -0.413            0.000               0.0   
 15     USA0131             0.448            1.000               0.0   
 16     USA0161            -0.857            1.000               0.0   
 17     USA01I1             0.262            0.000               0.0   
 18     USA01J2             0.606            0.000               0.0   
 19     USA01L1             2.913            0.000               0.0   
 20     USA01P1            -2.894            0.000               0.0   
 21     USA01Q1             0.247            0.000               0.0   
 22     USA0202             0.650            0.000               0.0   
 23     USA0231            -0.394            0.000               0.0   
 24     USA0281             0.063            0.000               0.0   
 25     USA0291             0.023            0.000               0.0   
 26     USA02A1            -0.395            0.000               0.0   
 27     USA02B1             0.215            0.000               0.0   
 28     USA02H1            -0.255            0.000               0.0   
 29     USA02P1             0.344            0.000               0.0   
 ...        ...               ...              ...               ...   
 12411  USAZY41            -0.425            0.000               0.0   
 12412  USAZY51            -1.350            0.000               0.0   
 12413  USAZY61             0.572            0.000               0.0   
 12414  USAZY71             0.455            0.000               0.0   
 12415  USAZYI1             2.913            0.000               0.0   
 12416  USAZYJ1             1.096            0.000               0.0   
 12417  USAZYK1             0.357            0.000               0.0   
 12418  USAZYM1             0.249            0.000               0.0   
 12419  USAZYR1             0.928            0.000               0.0   
 12420  USAZYS1             0.500            0.000               0.0   
 12421  USAZYT1             0.812            0.000               0.0   
 12422  USAZYV1            -2.341            0.000               0.0   
 12423  USAZYX1            -0.606            0.000               0.0   
 12424  USAZZ41             2.913            0.000               0.0   
 12425  USAZZ51             0.884            0.000               0.0   
 12426  USAZZ61             2.913            0.000               0.0   
 12427  USAZZ71             0.261            0.000               0.0   
 12428  USAZZ81             0.599            0.000               0.0   
 12429  USAZZ91             0.880            0.000               0.0   
 12430  USAZZA1             0.301            0.000               0.0   
 12431  USAZZB1            -0.098            0.000               0.0   
 12432  USAZZD1             2.913            0.000               0.0   
 12433  USAZZF1             2.913            0.000               0.0   
 12434  USAZZI1             0.771            0.000               0.0   
 12435  USAZZJ1            -1.832            0.000               0.0   
 12436  USAZZL1            -2.541            0.000               0.0   
 12437  USAZZP1            -0.745            0.000               0.0   
 12438  USAZZR1             0.170            0.000               0.0   
 12439  USAZZX1            -2.282            0.000               0.0   
 12440  USAZZY1            -2.244            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 12431               0.0              0.0           0.0            0.0   
 12432               0.0              0.0           0.0            0.0   
 12433               0.0              0.0           0.0            0.0   
 12434               0.0              0.0           0.0            0.0   
 12435               0.0              0.0           0.0            0.0   
 12436               0.0              0.0           0.0            0.0   
 12437               0.0              0.0           0.0            0.0   
 12438               0.0              0.0           0.0            0.0   
 12439               0.0              0.0           0.0            0.0   
 12440               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.968           0.000  ...           NaN          NaN   
 1            -1.968           0.000  ...           NaN          NaN   
 2            -2.220           0.000  ...           NaN       4630.0   
 3            -2.030           0.000  ...           NaN          NaN   
 4            -2.308           0.000  ...           NaN        152.0   
 5            -1.680           0.000  ...           NaN        197.0   
 6            -1.966           0.000  ...           NaN          NaN   
 7            -1.811           0.000  ...           NaN          NaN   
 8            -1.027           0.000  ...           NaN          NaN   
 9            -1.910           0.861  ...           NaN      27116.0   
 10           -1.981           0.000  ...           NaN          NaN   
 11           -0.851           0.000  ...           NaN          NaN   
 12           -1.682           0.000  ...           NaN          NaN   
 13           -1.130           0.000  ...           NaN      13281.0   
 14           -1.968           0.000  ...           NaN          NaN   
 15           -2.115           0.000  ...           NaN          NaN   
 16           -1.122           0.000  ...           NaN       1940.0   
 17           -1.375           0.000  ...           NaN       4170.0   
 18           -1.906           0.000  ...           NaN          NaN   
 19           -1.723           0.000  ...           NaN       1104.0   
 20           -1.300           0.000  ...           NaN       8800.0   
 21           -2.202           1.000  ...           NaN          NaN   
 22           -0.682           0.000  ...           NaN          NaN   
 23           -1.729           0.000  ...           NaN      14500.0   
 24           -1.991           0.000  ...           NaN          NaN   
 25           -1.401           0.000  ...           NaN          NaN   
 26           -1.969           0.000  ...           NaN          NaN   
 27           -1.610           0.000  ...           NaN          NaN   
 28           -1.372           0.000  ...           NaN       8745.0   
 29           -2.223           0.000  ...           NaN       9000.0   
 ...             ...             ...  ...           ...          ...   
 12411        -1.968           0.000  ...           NaN          NaN   
 12412        -0.087           0.000  ...           NaN        250.0   
 12413        -0.229           0.000  ...           NaN          NaN   
 12414         0.267           0.000  ...           NaN          NaN   
 12415        -0.268           0.000  ...           NaN      23200.0   
 12416        -0.708           0.000  ...           NaN          NaN   
 12417         0.009           0.000  ...           NaN        725.0   
 12418        -0.326           0.000  ...           NaN          NaN   
 12419         0.172           0.000  ...           NaN     262470.0   
 12420         0.005           0.000  ...           NaN          NaN   
 12421        -0.425           0.000  ...           NaN      92200.0   
 12422         0.321           0.000  ...           NaN      22950.0   
 12423        -1.314           0.000  ...           NaN       2000.0   
 12424        -1.042           0.000  ...           NaN      43500.0   
 12425        -1.288           0.000  ...           NaN          NaN   
 12426        -0.313           0.000  ...           NaN     117950.0   
 12427         0.141           0.000  ...           NaN          NaN   
 12428        -1.565           1.000  ...           NaN      18700.0   
 12429        -0.193           0.000  ...           NaN          NaN   
 12430         0.284           0.000  ...           NaN        120.0   
 12431        -1.669           0.000  ...           NaN          NaN   
 12432         0.400           0.000  ...           NaN  203413300.0   
 12433         0.343           0.000  ...           NaN      49543.0   
 12434        -0.989           1.000  ...           NaN          NaN   
 12435        -1.721           0.000  ...           NaN          0.0   
 12436        -0.471           0.000  ...           NaN       2600.0   
 12437        -0.750           1.000  ...           NaN      18500.0   
 12438        -0.162           0.000  ...           NaN          NaN   
 12439        -0.058           0.000  ...           NaN     399000.0   
 12440         0.296           0.000  ...           NaN     116600.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.476879e+10  0.175009   16.188900   10.780973   
 1             NaN     5.137174e+09  0.000000   17.839541   11.938133   
 2             NaN     6.275299e+10  2.429907   22.605863   19.031981   
 3             NaN     2.853388e+10  2.139800   24.608824   22.171067   
 4             NaN     4.895715e+10  2.329114   28.964285   25.862154   
 5             NaN     1.830517e+11  0.351351   23.881456   20.958672   
 6             NaN     1.578956e+10  4.742886   22.199533   14.738783   
 7             NaN     7.488154e+10  0.000000   21.670111   16.655497   
 8             NaN     1.715333e+10  0.320641   34.304011   27.257903   
 9             NaN     4.089280e+10  1.653514   19.651156   16.436447   
 10            NaN     3.559126e+10  0.000000   33.196585   24.930136   
 11            NaN     2.447897e+10  1.319199   24.069867   19.778706   
 12            NaN     6.780636e+09  2.335490   16.389508   11.776218   
 13            NaN     1.767659e+10  1.586402   25.382672   22.369838   
 14            NaN     1.212562e+10  1.233299   14.697515   10.250071   
 15            NaN     3.148850e+10  1.567904   28.171733   24.267864   
 16            NaN     3.148850e+10  1.567904   30.750495   26.721201   
 17            NaN     2.915862e+10  0.183964   19.166769   16.577229   
 18            NaN     2.689029e+10  1.953795   24.028696   20.416437   
 19            NaN     9.122496e+10  3.305037   24.683168   20.063230   
 20            NaN     1.613310e+11  0.000000   35.919446   31.780588   
 21            NaN     1.195848e+11  2.001601   22.014211   19.033264   
 22            NaN     1.470699e+10  0.000000   28.334220   23.536638   
 23            NaN     8.562788e+10  0.000000   22.888030   19.585414   
 24            NaN     4.160547e+10  3.104901   25.222517   21.853067   
 25            NaN     3.229869e+10  0.000000   21.482158   17.600091   
 26            NaN     7.319097e+09  1.751927   12.622707    8.736497   
 27            NaN     7.319097e+09  1.751927   34.873628   32.427341   
 28            NaN     7.142722e+10  2.777036   23.103430   20.098927   
 29            NaN     3.069614e+11  2.460025   23.569196   20.234927   
 ...           ...              ...       ...         ...         ...   
 12411         NaN     5.056250e+06       NaN   21.229224   14.500878   
 12412     1195.38     6.061650e+06  0.000000   86.891257   83.605541   
 12413         NaN     2.008620e+06  0.000000   70.614207   66.181225   
 12414         NaN     2.452000e+05  0.000000   88.291909   84.028031   
 12415    10508.33     6.290900e+06  0.000000   82.417834   78.700845   
 12416         NaN     2.165040e+07       NaN   73.031786   69.660486   
 12417        8.61     6.832300e+04       NaN   71.881922   67.579541   
 12418         NaN     1.513400e+06       NaN   75.604117   71.933133   
 12419  1180175.18     2.686875e+07  0.000000  119.714868  116.603714   
 12420         NaN     5.030700e+01  0.000000   40.778095   31.369116   
 12421    41169.03     2.516850e+07  0.000000   78.006476   74.917201   
 12422     8788.41     2.156800e+06  0.000000  137.920340  135.219153   
 12423    19283.45     4.413200e+07  1.196172   27.741895   23.569919   
 12424     8046.11     4.202742e+06       NaN   68.974985   65.482262   
 12425         NaN     1.482800e+05       NaN   47.696108   42.587569   
 12426     3876.43     5.004900e+06  0.000000  127.924625  125.633994   
 12427         NaN     7.753980e+06  0.000000   80.793965   76.238434   
 12428  1905981.00     3.085435e+10  4.416058   21.016844   17.941192   
 12429         NaN     1.352860e+06       NaN   64.995303   58.849788   
 12430     6860.48     1.956780e+06       NaN   95.043471   91.235683   
 12431         NaN     1.251480e+06  0.000000   29.906090   22.755595   
 12432   658437.25     2.418360e+06       NaN   87.568810   83.743481   
 12433   138469.23     2.350595e+07       NaN  103.389370   99.603860   
 12434         NaN     3.995000e+05  0.000000  126.120428  124.428578   
 12435         NaN     1.171966e+07  0.000000   69.034385   64.862379   
 12436    16791.98     3.920640e+07  0.000000   61.095910   56.889227   
 12437     1337.64     2.669030e+06       NaN   80.064664   76.930703   
 12438         NaN     8.280000e+04       NaN   49.423493   43.429470   
 12439    11845.02     2.438232e+06  0.000000  153.279713  150.931404   
 12440  3607399.00     1.030192e+09  0.562390   41.529635   31.156696   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000100  0.113117  20040326  
 1     -0.000002  0.075307  20040326  
 2     -0.127249  0.085170  20040326  
 3     -0.031494  0.330989  20040326  
 4     -0.171546  0.141214  20040326  
 5      0.145416  0.456866  20040326  
 6      0.000896  0.019381  20040326  
 7      0.079079  0.137176  20040326  
 8      0.475171  0.969785  20040326  
 9      0.029154  0.213923  20040326  
 10    -0.006396  0.538721  20040326  
 11     0.564245  0.885400  20040326  
 12     0.144344  0.482445  20040326  
 13     0.423365  0.575394  20040326  
 14    -0.000002  0.046896  20040326  
 15    -0.074466  0.186398  20040326  
 16     0.427372  0.637807  20040326  
 17     0.299746  0.412827  20040326  
 18     0.031443  0.403650  20040326  
 19     0.123787  0.309171  20040326  
 20     0.337396  0.534462  20040326  
 21    -0.118293  0.111565  20040326  
 22     0.649593  0.870349  20040326  
 23     0.120704  0.416663  20040326  
 24    -0.011822  0.432691  20040326  
 25     0.286647  0.561424  20040326  
 26    -0.000456  0.219730  20040326  
 27     0.181090  0.590494  20040326  
 28     0.301150  0.490109  20040326  
 29    -0.128831  0.222087  20040326  
 ...         ...       ...       ...  
 12411 -0.000002  0.019929  20040326  
 12412  0.950390  1.146256  20040326  
 12413  0.878636  1.281411  20040326  
 12414  1.129393  1.370695  20040326  
 12415  0.858992  1.183467  20040326  
 12416  0.636537  1.023779  20040326  
 12417  0.998612  1.280299  20040326  
 12418  0.829372  1.087301  20040326  
 12419  1.081208  1.393255  20040326  
 12420  0.996790  1.285186  20040326  
 12421  0.779409  1.079600  20040326  
 12422  1.156598  1.385712  20040326  
 12423  0.330211  0.285918  20040326  
 12424  0.468018  0.910835  20040326  
 12425  0.343628  0.726514  20040326  
 12426  0.836110  1.119654  20040326  
 12427  1.065498  1.425555  20040326  
 12428  0.203781  0.359348  20040326  
 12429  0.896743  1.029858  20040326  
 12430  1.137858  1.400517  20040326  
 12431  0.151097  0.477230  20040326  
 12432  1.196590  1.422946  20040326  
 12433  1.167478  1.452657  20040326  
 12434  0.494654  0.706465  20040326  
 12435  0.124531  0.387136  20040326  
 12436  0.756087  0.993325  20040326  
 12437  0.615385  0.795806  20040326  
 12438  0.912327  1.216565  20040326  
 12439  0.964824  1.203927  20040326  
 12440  1.144066  1.276839  20040326  
 
 [12441 rows x 92 columns],
 '20040329':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.178            0.000               0.0   
 1      USA0011            -0.175            0.000               0.0   
 2      USA0031             0.195            0.000               0.0   
 3      USA0062             0.006            0.429               0.0   
 4      USA00E2             0.181            0.000               0.0   
 5      USA00F1             0.191            0.000               0.0   
 6      USA00G2            -0.028            0.000               0.0   
 7      USA00H1             0.408            0.000               0.0   
 8      USA00I1             0.121            0.000               0.0   
 9      USA00J1             0.531            0.000               0.0   
 10     USA00K1            -1.011            0.000               0.0   
 11     USA00P1             0.628            0.000               0.0   
 12     USA00R1             0.305            0.000               0.0   
 13     USA00S1             0.296            0.000               0.0   
 14     USA00V1             0.208            0.000               0.0   
 15     USA0131            -0.382            1.000               0.0   
 16     USA0161            -0.135            1.000               0.0   
 17     USA01I1             0.415            0.000               0.0   
 18     USA01J2             0.386            0.000               0.0   
 19     USA01L1             0.364            0.000               0.0   
 20     USA01P1            -0.853            0.000               0.0   
 21     USA01Q1             0.500            0.000               0.0   
 22     USA0202             0.769            0.000               0.0   
 23     USA0231            -0.076            0.000               0.0   
 24     USA0281             0.690            0.000               0.0   
 25     USA0291             0.206            0.000               0.0   
 26     USA02A1             0.067            0.000               0.0   
 27     USA02B1             0.356            0.000               0.0   
 28     USA02H1             0.240            0.000               0.0   
 29     USA02P1             0.031            0.000               0.0   
 ...        ...               ...              ...               ...   
 12411  USAZY41             0.378            0.000               0.0   
 12412  USAZY51             1.279            0.000               0.0   
 12413  USAZY61             0.796            0.000               0.0   
 12414  USAZY71            -2.853            0.000               0.0   
 12415  USAZYI1            -2.853            0.000               0.0   
 12416  USAZYJ1             0.457            0.000               0.0   
 12417  USAZYK1             1.241            0.000               0.0   
 12418  USAZYM1             0.803            0.000               0.0   
 12419  USAZYR1            -0.821            0.000               0.0   
 12420  USAZYS1             0.728            0.000               0.0   
 12421  USAZYT1             2.839            0.000               0.0   
 12422  USAZYV1             2.839            0.000               0.0   
 12423  USAZYX1            -1.567            0.000               0.0   
 12424  USAZZ41            -2.853            0.000               0.0   
 12425  USAZZ51             0.155            0.000               0.0   
 12426  USAZZ61             0.822            0.000               0.0   
 12427  USAZZ71             0.993            0.000               0.0   
 12428  USAZZ81             0.296            0.000               0.0   
 12429  USAZZ91             1.109            0.000               0.0   
 12430  USAZZA1             0.996            0.000               0.0   
 12431  USAZZB1             0.033            0.000               0.0   
 12432  USAZZD1             2.839            0.000               0.0   
 12433  USAZZF1            -1.789            0.000               0.0   
 12434  USAZZI1             1.127            0.000               0.0   
 12435  USAZZJ1             2.471            0.000               0.0   
 12436  USAZZL1             2.762            0.000               0.0   
 12437  USAZZP1             2.839            0.000               0.0   
 12438  USAZZR1             0.711            0.000               0.0   
 12439  USAZZX1            -2.723            0.000               0.0   
 12440  USAZZY1            -1.383            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 12431               0.0              0.0           0.0            0.0   
 12432               0.0              0.0           0.0            0.0   
 12433               0.0              0.0           0.0            0.0   
 12434               0.0              0.0           0.0            0.0   
 12435               0.0              0.0           0.0            0.0   
 12436               0.0              0.0           0.0            0.0   
 12437               0.0              0.0           0.0            0.0   
 12438               0.0              0.0           0.0            0.0   
 12439               0.0              0.0           0.0            0.0   
 12440               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.981           0.000  ...           NaN          NaN   
 1            -1.981           0.000  ...           NaN          NaN   
 2            -2.224           0.000  ...           NaN       4630.0   
 3            -2.043           0.000  ...           NaN          NaN   
 4            -2.305           0.000  ...           NaN        152.0   
 5            -1.702           0.000  ...           NaN        197.0   
 6            -1.980           0.000  ...           NaN          NaN   
 7            -1.825           0.000  ...           NaN          NaN   
 8            -1.062           0.000  ...           NaN          NaN   
 9            -1.924           0.861  ...           NaN      27116.0   
 10           -1.992           0.000  ...           NaN          NaN   
 11           -0.866           0.000  ...           NaN          NaN   
 12           -1.686           0.000  ...           NaN          NaN   
 13           -1.157           0.000  ...           NaN      20544.0   
 14           -1.981           0.000  ...           NaN          NaN   
 15           -2.131           0.000  ...           NaN          NaN   
 16           -1.138           0.000  ...           NaN         80.0   
 17           -1.399           0.000  ...           NaN       4170.0   
 18           -1.919           0.000  ...           NaN          NaN   
 19           -1.744           0.000  ...           NaN          NaN   
 20           -1.269           0.000  ...           NaN       1750.0   
 21           -2.211           1.000  ...           NaN          NaN   
 22           -0.713           0.000  ...           NaN          NaN   
 23           -1.744           0.000  ...           NaN      14500.0   
 24           -1.996           0.000  ...           NaN          NaN   
 25           -1.425           0.000  ...           NaN          NaN   
 26           -1.983           0.000  ...           NaN          NaN   
 27           -1.614           0.000  ...           NaN          NaN   
 28           -1.386           0.000  ...           NaN       8745.0   
 29           -2.229           0.000  ...           NaN       9000.0   
 ...             ...             ...  ...           ...          ...   
 12411        -1.981           0.000  ...           NaN          NaN   
 12412        -0.106           0.000  ...           NaN        200.0   
 12413        -0.236           0.000  ...           NaN          NaN   
 12414         0.530           0.000  ...           NaN      32000.0   
 12415        -0.107           0.000  ...           NaN      17500.0   
 12416        -0.713           0.000  ...           NaN          NaN   
 12417         0.005           0.000  ...           NaN          NaN   
 12418        -0.334           0.000  ...           NaN          NaN   
 12419         0.176           0.000  ...           NaN     133525.0   
 12420        -0.006           0.000  ...           NaN          NaN   
 12421        -0.530           0.000  ...           NaN     224300.0   
 12422         0.073           0.000  ...           NaN      24188.0   
 12423        -1.230           0.000  ...           NaN       8000.0   
 12424        -0.766           0.000  ...           NaN     215700.0   
 12425        -1.276           0.000  ...           NaN          NaN   
 12426        -0.320           0.000  ...           NaN     128206.0   
 12427         0.130           0.000  ...           NaN          NaN   
 12428        -1.560           1.000  ...           NaN      26600.0   
 12429        -0.204           0.000  ...           NaN          NaN   
 12430         0.266           0.000  ...           NaN        100.0   
 12431        -1.681           0.000  ...           NaN          NaN   
 12432         0.306           0.000  ...           NaN    1329408.0   
 12433         0.348           0.000  ...           NaN      40399.0   
 12434        -0.985           1.000  ...           NaN          NaN   
 12435        -1.855           0.000  ...           NaN          0.0   
 12436        -0.533           0.000  ...           NaN       5100.0   
 12437        -0.779           1.000  ...           NaN      37000.0   
 12438        -0.163           0.000  ...           NaN          NaN   
 12439         0.002           0.000  ...           NaN      42000.0   
 12440         0.298           0.000  ...           NaN     123000.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.600718e+10  0.175009   15.867677   10.679341   
 1             NaN     5.193216e+09  0.000000   17.443033   11.799254   
 2             NaN     6.342523e+10  2.429907   22.328736   18.805177   
 3             NaN     2.883560e+10  2.139800   24.176147   21.891471   
 4             NaN     5.043546e+10  2.329114   28.597390   25.615079   
 5             NaN     1.866246e+11  0.351351   23.571145   20.711177   
 6             NaN     1.567108e+10  4.742886   21.780079   14.560103   
 7             NaN     7.689386e+10  0.000000   21.440745   16.513420   
 8             NaN     1.764919e+10  0.320641   33.522194   26.958741   
 9             NaN     4.164238e+10  1.653514   19.453764   16.304843   
 10            NaN     3.584073e+10  0.000000   32.503255   24.615789   
 11            NaN     2.496046e+10  1.319199   23.719437   19.705962   
 12            NaN     6.832557e+09  2.335490   16.114310   11.646355   
 13            NaN     1.774755e+10  1.586402   24.881680   22.110029   
 14            NaN     1.236686e+10  1.233299   14.462419   10.139936   
 15            NaN     3.195263e+10  1.567904   27.701195   23.977937   
 16            NaN     3.195263e+10  1.567904   30.155412   26.405435   
 17            NaN     2.972145e+10  0.183964   18.918374   16.438590   
 18            NaN     2.759866e+10  1.953795   23.688443   20.238240   
 19            NaN     9.126772e+10  3.305037   23.965209   19.932530   
 20            NaN     1.645756e+11  0.000000   35.396537   31.603100   
 21            NaN     1.211047e+11  2.001601   21.762664   18.873704   
 22            NaN     1.494635e+10  0.000000   27.771878   23.354264   
 23            NaN     8.670464e+10  0.000000   22.505417   19.344692   
 24            NaN     4.222347e+10  3.104901   25.117968   21.732196   
 25            NaN     3.328619e+10  0.000000   21.105935   17.428130   
 26            NaN     7.362083e+09  1.751927   12.413940    8.651807   
 27            NaN     7.362083e+09  1.751927   34.362844   32.026193   
 28            NaN     7.294302e+10  2.777036   22.746523   19.860886   
 29            NaN     3.108367e+11  2.460025   23.157803   19.929415   
 ...           ...              ...       ...         ...         ...   
 12411         NaN     5.056250e+06       NaN   20.944516   14.432284   
 12412      175.35     6.061650e+06  0.000000   85.605807   82.546186   
 12413         NaN     2.008620e+06  0.000000   69.539741   65.329752   
 12414      114.54     4.904000e+05  0.000000   92.209144   88.126262   
 12415    10777.73     7.205940e+06  0.000000   80.813158   76.948175   
 12416         NaN     2.165040e+07       NaN   70.942379   67.686977   
 12417         NaN     6.832300e+04       NaN   70.628582   66.609716   
 12418         NaN     1.513400e+06       NaN   74.408446   70.920070   
 12419  1115891.27     2.758525e+07  0.000000  118.276934  115.411647   
 12420         NaN     5.030700e+01  0.000000   39.957902   31.059327   
 12421    45250.87     2.418150e+07  0.000000   77.558025   74.594072   
 12422     6045.98     1.617600e+06  0.000000  138.489045  136.064399   
 12423    21899.05     4.543000e+07  1.196172   27.537461   23.470329   
 12424     8972.25     4.812300e+06       NaN   71.222802   67.914490   
 12425         NaN     1.482800e+05       NaN   46.398139   42.135500   
 12426     4098.39     5.004900e+06  0.000000  126.736276  124.421587   
 12427         NaN     7.753980e+06  0.000000   80.253246   76.046685   
 12428  1960397.00     3.115844e+10  4.416058   20.765663   17.781998   
 12429         NaN     1.352860e+06       NaN   64.084505   58.243535   
 12430     6052.70     1.956780e+06       NaN   93.183704   89.601277   
 12431         NaN     1.251480e+06  0.000000   29.407706   22.551739   
 12432   841652.57     2.072880e+06       NaN   84.151679   80.592396   
 12433   148639.40     2.448992e+07       NaN  102.564483   99.083457   
 12434         NaN     3.995000e+05  0.000000  124.443654  122.830426   
 12435         NaN     1.127063e+07  0.000000   68.671158   64.690409   
 12436    16674.45     3.838960e+07  0.000000   60.417231   56.454263   
 12437     1633.64     2.614560e+06       NaN   79.193712   76.152314   
 12438         NaN     8.280000e+04       NaN   48.633798   42.928202   
 12439     7388.27     2.641418e+06  0.000000  151.858587  149.620353   
 12440  3799482.52     1.050265e+09  0.562390   40.906677   30.949049   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000103  0.141172  20040329  
 1     -0.000003  0.086192  20040329  
 2     -0.122166  0.096510  20040329  
 3     -0.031225  0.333262  20040329  
 4     -0.163022  0.152481  20040329  
 5      0.140299  0.455170  20040329  
 6      0.000346  0.030897  20040329  
 7      0.078398  0.161401  20040329  
 8      0.462404  0.946006  20040329  
 9      0.028983  0.225100  20040329  
 10    -0.005652  0.508995  20040329  
 11     0.560678  0.889879  20040329  
 12     0.148472  0.486294  20040329  
 13     0.414504  0.563300  20040329  
 14    -0.000003  0.067283  20040329  
 15    -0.075359  0.173120  20040329  
 16     0.423936  0.634388  20040329  
 17     0.292818  0.414659  20040329  
 18     0.031303  0.398486  20040329  
 19     0.118996  0.295165  20040329  
 20     0.357834  0.548278  20040329  
 21    -0.115380  0.120484  20040329  
 22     0.637408  0.854605  20040329  
 23     0.119479  0.415698  20040329  
 24    -0.007682  0.452083  20040329  
 25     0.279623  0.547640  20040329  
 26    -0.000737  0.232599  20040329  
 27     0.184800  0.592004  20040329  
 28     0.299023  0.493955  20040329  
 29    -0.124632  0.220038  20040329  
 ...         ...       ...       ...  
 12411 -0.000003  0.050613  20040329  
 12412  0.942586  1.167771  20040329  
 12413  0.877460  1.286830  20040329  
 12414  1.262719  1.408081  20040329  
 12415  0.942566  1.219767  20040329  
 12416  0.637847  1.027131  20040329  
 12417  0.998497  1.282381  20040329  
 12418  0.828027  1.088219  20040329  
 12419  1.084774  1.348505  20040329  
 12420  0.993051  1.284230  20040329  
 12421  0.729765  1.076967  20040329  
 12422  1.032911  1.362011  20040329  
 12423  0.377720  0.303731  20040329  
 12424  0.610771  0.918070  20040329  
 12425  0.354615  0.711407  20040329  
 12426  0.835376  1.185088  20040329  
 12427  1.061496  1.421070  20040329  
 12428  0.211762  0.367347  20040329  
 12429  0.893791  1.040444  20040329  
 12430  1.129900  1.410898  20040329  
 12431  0.151165  0.478916  20040329  
 12432  1.150216  1.374908  20040329  
 12433  1.170965  1.358948  20040329  
 12434  0.500709  0.722440  20040329  
 12435  0.063681  0.394161  20040329  
 12436  0.727902  1.024502  20040329  
 12437  0.604280  0.849687  20040329  
 12438  0.914278  1.228032  20040329  
 12439  0.997243  1.191780  20040329  
 12440  1.145932  1.258673  20040329  
 
 [12441 rows x 92 columns],
 '20040330':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.186            0.000               0.0   
 1      USA0011             0.394            0.000               0.0   
 2      USA0031            -0.397            0.000               0.0   
 3      USA0062             0.397            0.429               0.0   
 4      USA00E2            -0.009            0.000               0.0   
 5      USA00F1             0.285            0.000               0.0   
 6      USA00G2             0.089            0.000               0.0   
 7      USA00H1            -0.245            0.000               0.0   
 8      USA00I1             0.209            0.000               0.0   
 9      USA00J1             0.331            0.000               0.0   
 10     USA00K1            -0.290            0.000               0.0   
 11     USA00P1             0.723            0.000               0.0   
 12     USA00R1             0.306            0.000               0.0   
 13     USA00S1             0.218            0.000               0.0   
 14     USA00V1            -0.089            0.000               0.0   
 15     USA0131             0.377            1.000               0.0   
 16     USA0161            -2.058            1.000               0.0   
 17     USA01I1             0.262            0.000               0.0   
 18     USA01J2             0.708            0.000               0.0   
 19     USA01L1             0.947            0.000               0.0   
 20     USA01P1             1.261            0.000               0.0   
 21     USA01Q1             0.395            0.000               0.0   
 22     USA0202             0.390            0.000               0.0   
 23     USA0231             0.195            0.000               0.0   
 24     USA0281             0.037            0.000               0.0   
 25     USA0291             0.284            0.000               0.0   
 26     USA02A1             0.029            0.000               0.0   
 27     USA02B1             0.122            0.000               0.0   
 28     USA02H1             0.085            0.000               0.0   
 29     USA02P1             0.489            0.000               0.0   
 ...        ...               ...              ...               ...   
 12411  USAZY41             0.421            0.000               0.0   
 12412  USAZY51            -2.453            0.000               0.0   
 12413  USAZY61            -0.278            0.000               0.0   
 12414  USAZY71             0.368            0.000               0.0   
 12415  USAZYI1             2.898            0.000               0.0   
 12416  USAZYJ1             0.623            0.000               0.0   
 12417  USAZYK1             0.519            0.000               0.0   
 12418  USAZYM1             0.472            0.000               0.0   
 12419  USAZYR1             2.898            0.000               0.0   
 12420  USAZYS1             0.837            0.000               0.0   
 12421  USAZYT1             2.689            0.000               0.0   
 12422  USAZYV1            -2.451            0.000               0.0   
 12423  USAZYX1            -2.075            0.000               0.0   
 12424  USAZZ41             2.898            0.000               0.0   
 12425  USAZZ51             0.620            0.000               0.0   
 12426  USAZZ61             0.735            0.000               0.0   
 12427  USAZZ71             1.091            0.000               0.0   
 12428  USAZZ81             0.154            0.000               0.0   
 12429  USAZZ91             1.412            0.000               0.0   
 12430  USAZZA1             1.003            0.000               0.0   
 12431  USAZZB1             0.451            0.000               0.0   
 12432  USAZZD1             2.898            0.000               0.0   
 12433  USAZZF1             0.730            0.000               0.0   
 12434  USAZZI1            -2.584            0.000               0.0   
 12435  USAZZJ1            -0.426            0.000               0.0   
 12436  USAZZL1             0.170            0.000               0.0   
 12437  USAZZP1             1.376            0.000               0.0   
 12438  USAZZR1             0.705            0.000               0.0   
 12439  USAZZX1             2.898            0.000               0.0   
 12440  USAZZY1            -0.419            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0            0.0   
 1                   0.0              0.0           0.0            0.0   
 2                   0.0              0.0           0.0            0.0   
 3                   0.0              0.0           0.0            0.0   
 4                   0.0              0.0           0.0            0.0   
 5                   0.0              0.0           0.0            0.0   
 6                   0.0              0.0           0.0            0.0   
 7                   0.0              0.0           0.0            0.0   
 8                   0.0              0.0           0.0            0.0   
 9                   0.0              0.0           0.0            0.0   
 10                  0.0              0.0           0.0            0.0   
 11                  0.0              0.0           0.0            0.0   
 12                  0.0              0.0           0.0            0.0   
 13                  0.0              0.0           0.0            0.0   
 14                  0.0              0.0           0.0            0.0   
 15                  0.0              0.0           0.0            0.0   
 16                  0.0              0.0           0.0            0.0   
 17                  0.0              0.0           0.0            0.0   
 18                  0.0              0.0           0.0            0.0   
 19                  0.0              0.0           0.0            0.0   
 20                  0.0              0.0           0.0            0.0   
 21                  0.0              0.0           0.0            0.0   
 22                  0.0              0.0           0.0            0.0   
 23                  0.0              0.0           0.0            0.0   
 24                  0.0              0.0           0.0            0.0   
 25                  0.0              0.0           0.0            0.0   
 26                  0.0              0.0           0.0            0.0   
 27                  0.0              0.0           0.0            0.0   
 28                  0.0              0.0           0.0            1.0   
 29                  0.0              0.0           0.0            0.0   
 ...                 ...              ...           ...            ...   
 12411               0.0              0.0           0.0            0.0   
 12412               0.0              0.0           0.0            0.0   
 12413               0.0              0.0           0.0            0.0   
 12414               0.0              0.0           0.0            0.0   
 12415               0.0              0.0           0.0            0.0   
 12416               0.0              0.0           0.0            0.0   
 12417               0.0              0.0           0.0            0.0   
 12418               0.0              0.0           0.0            0.0   
 12419               0.0              0.0           0.0            0.0   
 12420               0.0              0.0           0.0            0.0   
 12421               0.0              0.0           0.0            0.0   
 12422               0.0              0.0           0.0            0.0   
 12423               0.0              0.0           0.0            0.0   
 12424               0.0              0.0           0.0            0.0   
 12425               0.0              0.0           0.0            0.0   
 12426               0.0              0.0           0.0            0.0   
 12427               0.0              0.0           0.0            0.0   
 12428               0.0              0.0           0.0            0.0   
 12429               0.0              0.0           0.0            0.0   
 12430               0.0              0.0           0.0            0.0   
 12431               0.0              0.0           0.0            0.0   
 12432               0.0              0.0           0.0            0.0   
 12433               0.0              0.0           0.0            0.0   
 12434               0.0              0.0           0.0            0.0   
 12435               0.0              0.0           0.0            0.0   
 12436               0.0              0.0           0.0            0.0   
 12437               0.0              0.0           0.0            0.0   
 12438               0.0              0.0           0.0            0.0   
 12439               0.0              0.0           0.0            0.0   
 12440               0.0              0.0           0.0            0.0   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.980           0.000  ...           NaN          NaN   
 1            -1.980           0.000  ...           NaN          NaN   
 2            -2.222           0.000  ...           NaN       4630.0   
 3            -2.044           0.000  ...           NaN          NaN   
 4            -2.309           0.000  ...           NaN        152.0   
 5            -1.704           0.000  ...           NaN        197.0   
 6            -1.973           0.000  ...           NaN          NaN   
 7            -1.823           0.000  ...           NaN          NaN   
 8            -1.066           0.000  ...           NaN          NaN   
 9            -1.923           0.861  ...           NaN      27116.0   
 10           -1.993           0.000  ...           NaN          NaN   
 11           -0.866           0.000  ...           NaN          NaN   
 12           -1.683           0.000  ...           NaN          NaN   
 13           -1.157           0.000  ...           NaN      29858.0   
 14           -1.980           0.000  ...           NaN          NaN   
 15           -2.133           0.000  ...           NaN          NaN   
 16           -1.097           0.000  ...           NaN       4730.0   
 17           -1.399           0.000  ...           NaN       4170.0   
 18           -1.919           0.000  ...           NaN          NaN   
 19           -1.746           0.000  ...           NaN          NaN   
 20           -1.294           0.000  ...           NaN       2000.0   
 21           -2.210           1.000  ...           NaN          NaN   
 22           -0.717           0.000  ...           NaN          NaN   
 23           -1.742           0.000  ...           NaN      14500.0   
 24           -1.994           0.000  ...           NaN          NaN   
 25           -1.426           0.000  ...           NaN          NaN   
 26           -1.982           0.000  ...           NaN          NaN   
 27           -1.612           0.000  ...           NaN          NaN   
 28           -1.388           0.000  ...           NaN       8745.0   
 29           -2.228           0.000  ...           NaN       9000.0   
 ...             ...             ...  ...           ...          ...   
 12411        -1.980           0.000  ...           NaN          NaN   
 12412        -0.084           0.000  ...           NaN        800.0   
 12413        -0.279           0.000  ...           NaN          NaN   
 12414         0.535           0.000  ...           NaN     193350.0   
 12415        -0.187           0.000  ...           NaN      22880.0   
 12416        -0.714           0.000  ...           NaN          NaN   
 12417         0.006           0.000  ...           NaN          NaN   
 12418        -0.342           0.000  ...           NaN          NaN   
 12419         0.167           0.000  ...           NaN     177390.0   
 12420        -0.003           0.000  ...           NaN          NaN   
 12421        -0.492           0.000  ...           NaN     143850.0   
 12422         0.121           0.000  ...           NaN      21504.0   
 12423        -1.161           0.000  ...           NaN       3700.0   
 12424        -0.828           0.000  ...           NaN     215465.0   
 12425        -1.279           0.000  ...           NaN          NaN   
 12426        -0.324           0.000  ...           NaN     242567.0   
 12427         0.136           0.000  ...           NaN       5000.0   
 12428        -1.553           1.000  ...           NaN      16100.0   
 12429        -0.200           0.000  ...           NaN          NaN   
 12430         0.268           0.000  ...           NaN          NaN   
 12431        -1.679           0.000  ...           NaN          NaN   
 12432         0.253           0.000  ...           NaN    1397254.0   
 12433         0.344           0.000  ...           NaN      20976.0   
 12434        -0.954           1.000  ...           NaN       1200.0   
 12435        -1.835           0.000  ...           NaN          0.0   
 12436        -0.535           0.000  ...           NaN       2000.0   
 12437        -0.772           1.000  ...           NaN          NaN   
 12438        -0.160           0.000  ...           NaN          NaN   
 12439        -0.090           0.000  ...           NaN     303800.0   
 12440         0.340           0.000  ...           NaN      75100.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.702586e+10  0.175009   15.537196   10.516103   
 1             NaN     5.299073e+09  0.000000   17.014131   11.619906   
 2             NaN     6.403494e+10  2.429907   21.936832   18.516254   
 3             NaN     2.910284e+10  2.139800   23.822172   21.588758   
 4             NaN     4.986278e+10  2.329114   28.098497   25.208125   
 5             NaN     1.870419e+11  0.351351   23.140715   20.350370   
 6             NaN     1.564738e+10  4.742886   21.291203   14.328867   
 7             NaN     7.613279e+10  0.000000   20.992798   16.262877   
 8             NaN     1.757940e+10  0.320641   32.943302   26.541223   
 9             NaN     4.167497e+10  1.653514   19.123280   16.057560   
 10            NaN     3.559126e+10  0.000000   31.785295   24.224814   
 11            NaN     2.496640e+10  1.319199   23.586927   19.550466   
 12            NaN     6.857965e+09  2.335490   15.826193   11.436693   
 13            NaN     1.782559e+10  1.586402   24.450490   21.761659   
 14            NaN     1.237702e+10  1.233299   14.163028    9.988553   
 15            NaN     3.227272e+10  1.567904   27.128211   23.545791   
 16            NaN     3.227272e+10  1.567904   30.032985   26.362516   
 17            NaN     2.947467e+10  0.183964   18.585576   16.162210   
 18            NaN     2.777922e+10  1.953795   23.392117   19.997002   
 19            NaN     9.308495e+10  3.305037   23.693154   19.742527   
 20            NaN     1.651969e+11  0.000000   34.832758   31.189104   
 21            NaN     1.231394e+11  2.001601   21.403127   18.591303   
 22            NaN     1.498624e+10  0.000000   27.334060   22.998186   
 23            NaN     8.693537e+10  0.000000   22.124616   19.055949   
 24            NaN     4.234308e+10  3.104901   24.663700   21.387874   
 25            NaN     3.362339e+10  0.000000   20.775657   17.174877   
 26            NaN     7.430861e+09  1.751927   12.165053    8.520527   
 27            NaN     7.430861e+09  1.751927   33.718155   31.473043   
 28            NaN     7.309849e+10  2.777036   22.335201   19.540737   
 29            NaN     3.129783e+11  2.460025   22.730013   19.580906   
 ...           ...              ...       ...         ...         ...   
 12411         NaN     5.056250e+06       NaN   20.533333   14.268418   
 12412      207.38     6.350300e+06  0.000000   84.401157   81.372668   
 12413         NaN     2.008620e+06  0.000000   68.294530   64.196848   
 12414      285.11     4.904000e+05  0.000000   94.770952   91.223077   
 12415    10828.63     5.947760e+06  0.000000   82.547172   79.122882   
 12416         NaN     2.165040e+07       NaN   69.402192   66.197627   
 12417         NaN     6.832300e+04       NaN   69.090510   65.084192   
 12418         NaN     1.513400e+06       NaN   73.089356   69.675278   
 12419  1071055.06     2.615225e+07  0.000000  116.825521  113.867073   
 12420         NaN     5.030700e+01  0.000000   39.426671   30.656583   
 12421    46332.55     2.368800e+07  0.000000   76.588038   73.566761   
 12422     5908.01     1.887200e+06  0.000000  136.602381  134.300481   
 12423    22434.09     4.724720e+07  1.196172   27.704675   23.707358   
 12424     9935.57     4.491480e+06       NaN   69.766618   66.574079   
 12425         NaN     1.482800e+05       NaN   45.706715   41.437136   
 12426     4011.33     5.004900e+06  0.000000  124.535198  122.264422   
 12427     3267.73     7.753980e+06  0.000000   79.304788   75.179871   
 12428  1898877.59     3.122127e+10  4.416058   20.437808   17.508172   
 12429         NaN     1.352860e+06       NaN   62.809446   57.058877   
 12430         NaN     1.956780e+06       NaN   91.668435   88.109011   
 12431         NaN     1.251480e+06  0.000000   28.946474   22.292936   
 12432   911365.26     1.468290e+06       NaN   84.060641   80.604230   
 12433   144028.34     2.459925e+07       NaN  100.462777   97.065588   
 12434      258.72     4.700000e+05  0.000000  123.475693  121.820194   
 12435         NaN     1.164572e+07  0.000000   67.322278   63.612241   
 12436    16348.34     3.879800e+07  0.000000   59.316302   55.529653   
 12437         NaN     5.116080e+06       NaN   77.983389   75.092983   
 12438         NaN     8.280000e+04       NaN   47.921731   42.274681   
 12439     7328.62     2.031860e+06  0.000000  150.813447  148.676696   
 12440  3785592.86     1.085469e+09  0.562390   40.376472   30.459777   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000106  0.146328  20040330  
 1     -0.000005  0.099143  20040330  
 2     -0.121897  0.088728  20040330  
 3     -0.032408  0.341283  20040330  
 4     -0.165522  0.151005  20040330  
 5      0.138601  0.465114  20040330  
 6      0.003289  0.034824  20040330  
 7      0.078715  0.153367  20040330  
 8      0.459536  0.944278  20040330  
 9      0.028707  0.228992  20040330  
 10    -0.006649  0.511824  20040330  
 11     0.560167  0.902361  20040330  
 12     0.149150  0.491440  20040330  
 13     0.414042  0.566582  20040330  
 14    -0.000005  0.063323  20040330  
 15    -0.077202  0.187922  20040330  
 16     0.444254  0.624921  20040330  
 17     0.291944  0.419874  20040330  
 18     0.030748  0.410230  20040330  
 19     0.117848  0.309838  20040330  
 20     0.344756  0.575071  20040330  
 21    -0.115902  0.124104  20040330  
 22     0.635337  0.851668  20040330  
 23     0.119388  0.424710  20040330  
 24    -0.007097  0.447880  20040330  
 25     0.278657  0.542783  20040330  
 26    -0.000881  0.235931  20040330  
 27     0.185146  0.592878  20040330  
 28     0.297690  0.493251  20040330  
 29    -0.124994  0.229754  20040330  
 ...         ...       ...       ...  
 12411 -0.000005  0.062387  20040330  
 12412  0.953415  1.126195  20040330  
 12413  0.855475  1.249233  20040330  
 12414  1.264753  1.363685  20040330  
 12415  0.901546  1.213261  20040330  
 12416  0.636447  1.041827  20040330  
 12417  0.998990  1.293439  20040330  
 12418  0.823644  1.086374  20040330  
 12419  1.079539  1.421227  20040330  
 12420  0.994171  1.303627  20040330  
 12421  0.748053  1.124514  20040330  
 12422  1.056552  1.268968  20040330  
 12423  0.412057  0.314942  20040330  
 12424  0.579208  0.988591  20040330  
 12425  0.352365  0.730342  20040330  
 12426  0.832998  1.183150  20040330  
 12427  1.063990  1.428125  20040330  
 12428  0.214627  0.379054  20040330  
 12429  0.894912  1.048487  20040330  
 12430  1.130331  1.424466  20040330  
 12431  0.151281  0.493983  20040330  
 12432  1.123046  1.361098  20040330  
 12433  1.168856  1.414529  20040330  
 12434  0.515714  0.666504  20040330  
 12435  0.072875  0.396906  20040330  
 12436  0.726919  1.008261  20040330  
 12437  0.607617  0.862792  20040330  
 12438  0.915162  1.236142  20040330  
 12439  0.950651  1.224206  20040330  
 12440  1.166924  1.292294  20040330  
 
 [12441 rows x 92 columns],
 '20040331':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.099            0.000               0.0   
 1      USA0011            -0.026            0.000               0.0   
 2      USA0031             0.782            0.000               0.0   
 3      USA0062             0.596            0.434               0.0   
 4      USA00E2             0.617            0.000               0.0   
 5      USA00F1             0.265            0.000               0.0   
 6      USA00G2             0.501            0.000               0.0   
 7      USA00H1            -0.112            0.000               0.0   
 8      USA00I1             0.565            0.000               0.0   
 9      USA00J1             0.478            0.000               0.0   
 10     USA00K1             0.339            0.000               0.0   
 11     USA00P1             0.236            0.000               0.0   
 12     USA00R1             0.579            0.000               0.0   
 13     USA00S1             0.170            0.000               0.0   
 14     USA00V1             0.252            0.000               0.0   
 15     USA0131             0.833            1.000               0.0   
 16     USA0161             2.658            1.000               0.0   
 17     USA01I1             0.639            0.000               0.0   
 18     USA01J2            -0.014            0.000               0.0   
 19     USA01L1             0.796            0.000               0.0   
 20     USA01P1            -0.074            0.000               0.0   
 21     USA01Q1             0.530            0.000               0.0   
 22     USA0202             0.528            0.000               0.0   
 23     USA0231            -0.464            0.000               0.0   
 24     USA0281             0.452            0.000               0.0   
 25     USA0291            -0.039            0.000               0.0   
 26     USA02A1             0.117            0.000               0.0   
 27     USA02B1            -1.173            0.000               0.0   
 28     USA02H1             0.109            0.000               0.0   
 29     USA02P1             0.502            0.145               0.0   
 ...        ...               ...              ...               ...   
 12424  USAZY41             0.009            0.000               0.0   
 12425  USAZY51             0.464            0.000               0.0   
 12426  USAZY61             0.491            0.000               0.0   
 12427  USAZY71            -2.850            0.000               0.0   
 12428  USAZYI1             0.713            0.000               0.0   
 12429  USAZYJ1             0.369            0.000               0.0   
 12430  USAZYK1             0.278            0.000               0.0   
 12431  USAZYM1             0.340            0.000               0.0   
 12432  USAZYR1            -2.850            0.000               0.0   
 12433  USAZYS1             0.116            0.000               0.0   
 12434  USAZYT1             0.655            0.000               0.0   
 12435  USAZYV1            -2.850            0.000               0.0   
 12436  USAZYX1            -2.425            0.000               0.0   
 12437  USAZZ41            -2.032            0.000               0.0   
 12438  USAZZ51            -2.850            0.000               0.0   
 12439  USAZZ61            -2.716            0.000               0.0   
 12440  USAZZ71            -2.850            0.000               0.0   
 12441  USAZZ81             0.042            0.000               0.0   
 12442  USAZZ91             1.451            0.000               0.0   
 12443  USAZZA1             0.169            0.000               0.0   
 12444  USAZZB1            -0.065            0.000               0.0   
 12445  USAZZD1            -2.850            0.000               0.0   
 12446  USAZZF1             1.696            0.000               0.0   
 12447  USAZZI1             0.744            0.000               0.0   
 12448  USAZZJ1             0.164            0.000               0.0   
 12449  USAZZL1             0.579            0.000               0.0   
 12450  USAZZP1             1.069            0.000               0.0   
 12451  USAZZR1             0.065            0.000               0.0   
 12452  USAZZX1            -2.817            0.000               0.0   
 12453  USAZZY1            -0.040            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.982           0.000  ...           NaN          0.0   
 1            -1.982           0.000  ...           NaN          0.0   
 2            -2.225           0.000  ...           NaN       4630.0   
 3            -2.048           0.000  ...           NaN      15280.0   
 4            -2.312           0.000  ...           NaN        152.0   
 5            -1.707           0.000  ...           NaN        197.0   
 6            -1.975           0.000  ...           NaN          0.0   
 7            -1.825           0.000  ...           NaN          0.0   
 8            -1.065           0.000  ...           NaN       2610.0   
 9            -1.924           0.866  ...           NaN      27116.0   
 10           -1.995           0.000  ...           NaN          0.0   
 11           -0.865           0.000  ...           NaN          NaN   
 12           -1.699           0.000  ...           NaN          NaN   
 13           -1.164           0.000  ...           NaN      33040.0   
 14           -1.982           0.000  ...           NaN          NaN   
 15           -2.135           0.000  ...           NaN          NaN   
 16           -1.090           0.000  ...           NaN       2640.0   
 17           -1.399           0.000  ...           NaN       4170.0   
 18           -1.918           0.000  ...           NaN       3250.0   
 19           -1.747           0.000  ...           NaN      34128.0   
 20           -1.296           0.000  ...           NaN       1500.0   
 21           -2.212           1.000  ...           NaN      38290.0   
 22           -0.719           0.000  ...           NaN          NaN   
 23           -1.747           0.000  ...           NaN      14500.0   
 24           -1.996           0.000  ...           NaN          NaN   
 25           -1.430           0.000  ...           NaN          0.0   
 26           -1.983           0.000  ...           NaN       3950.0   
 27           -1.611           0.000  ...           NaN        200.0   
 28           -1.092           0.000  ...           NaN       8745.0   
 29           -2.233           0.000  ...           NaN       9000.0   
 ...             ...             ...  ...           ...          ...   
 12424        -1.982           0.000  ...           NaN          NaN   
 12425        -0.082           0.000  ...           NaN          NaN   
 12426        -0.278           0.000  ...           NaN          NaN   
 12427         0.517           0.000  ...           NaN      30000.0   
 12428        -0.186           0.000  ...           NaN      12700.0   
 12429        -0.669           0.000  ...           NaN          NaN   
 12430         0.007           0.000  ...           NaN     126000.0   
 12431        -0.329           0.000  ...           NaN          NaN   
 12432         0.175           0.000  ...           NaN      95725.0   
 12433        -0.001           0.000  ...           NaN          NaN   
 12434        -0.476           0.000  ...           NaN      28500.0   
 12435         0.121           0.000  ...           NaN      11800.0   
 12436        -1.139           0.000  ...           NaN      20400.0   
 12437        -0.853           0.000  ...           NaN     256512.0   
 12438        -1.164           0.000  ...           NaN       8700.0   
 12439        -0.320           0.000  ...           NaN    1141269.0   
 12440         0.133           0.000  ...           NaN       2000.0   
 12441        -1.545           1.000  ...           NaN      20900.0   
 12442        -0.200           0.000  ...           NaN          NaN   
 12443         0.270           0.000  ...           NaN          NaN   
 12444        -1.686           0.000  ...           NaN          NaN   
 12445         0.240           0.000  ...           NaN   97783370.0   
 12446         0.348           0.000  ...           NaN      46385.0   
 12447        -0.952           1.000  ...           NaN          NaN   
 12448        -1.842           0.000  ...           NaN          0.0   
 12449        -0.533           0.000  ...           NaN          NaN   
 12450        -0.770           1.000  ...           NaN          NaN   
 12451        -0.160           0.000  ...           NaN          NaN   
 12452        -0.090           0.000  ...           NaN      41500.0   
 12453         0.347           0.000  ...           NaN     115900.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.722560e+10  0.174520   15.259231   10.263743   
 1             NaN     5.311527e+09  0.000000   16.768182   11.359425   
 2             NaN     6.425381e+10  2.530414   21.569147   18.174893   
 3             NaN     2.918042e+10  2.215657   23.421944   21.159822   
 4             NaN     5.000928e+10  2.450067   27.610528   24.672918   
 5             NaN     1.860769e+11  0.364401   22.666936   19.850040   
 6             NaN     1.545781e+10  4.854369   20.990499   14.060746   
 7             NaN     7.503633e+10  0.000000   20.575783   15.871589   
 8             NaN     1.763450e+10  0.333264   32.466874   25.946675   
 9             NaN     4.155276e+10  1.725490   18.855790   15.751155   
 10            NaN     3.555800e+10  0.000000   31.186957   23.681889   
 11            NaN     2.496640e+10  1.333333   23.264650   19.119532   
 12            NaN     6.872326e+09  2.379039   15.761413   11.303186   
 13            NaN     1.794385e+10  1.476209   23.990548   21.245550   
 14            NaN     1.231099e+10  1.237624   13.937397    9.774194   
 15            NaN     3.286488e+10  1.655710   26.686270   23.120087   
 16            NaN     3.286488e+10  1.655710   30.025730   26.235444   
 17            NaN     2.982968e+10  0.174165   18.296015   15.833610   
 18            NaN     2.745629e+10  1.871759   22.861676   19.511437   
 19            NaN     9.383322e+10  3.326498   23.458235   19.452947   
 20            NaN     1.623665e+11  0.000000   34.279335   30.663104   
 21            NaN     1.233111e+11  1.988072   21.041892   18.240766   
 22            NaN     1.486656e+10  0.000000   26.951624   22.487740   
 23            NaN     8.619190e+10  0.000000   21.809342   18.663987   
 24            NaN     4.208392e+10  3.315964   24.231301   20.891482   
 25            NaN     3.278040e+10  0.000000   20.530432   16.772224   
 26            NaN     7.499639e+09  1.910585   11.956607    8.318649   
 27            NaN     7.499639e+09  1.910585   33.128980   30.858274   
 28            NaN     7.224342e+10  2.797579   22.194236   19.102946   
 29            NaN     3.112446e+11  2.621232   22.365813   19.176929   
 ...           ...              ...       ...         ...         ...   
 12424         NaN     5.056250e+06       NaN   20.216783   13.933282   
 12425         NaN     6.350300e+06  0.000000   84.139739   81.125820   
 12426         NaN     2.008620e+06       NaN   69.461010   65.542087   
 12427      311.56     7.356000e+05  0.000000   96.098499   92.568173   
 12428    10754.42     5.947760e+06  0.000000   78.687963   74.764173   
 12429         NaN     2.165040e+07       NaN   68.523179   65.225988   
 12430       13.70     6.832300e+04       NaN   68.582116   64.518316   
 12431         NaN     1.513400e+06       NaN   74.236654   70.929103   
 12432  1042598.90     2.722700e+07  0.000000  115.760191  112.940989   
 12433         NaN     5.030700e+01  0.000000   38.861740   29.919853   
 12434    43975.47     2.368800e+07  0.000000   75.373395   72.343031   
 12435     5547.84     2.022000e+06  0.000000  136.378893  133.929685   
 12436    27953.64     5.347760e+07  0.970874   34.993288   31.571072   
 12437    11409.95     4.651890e+06       NaN   68.390759   65.209628   
 12438       63.35     2.965600e+05  0.000000   57.652719   53.763529   
 12439     4568.89     6.117100e+06  0.000000  125.454851  123.208003   
 12440     3271.37     8.350440e+06  0.000000   79.197382   75.118214   
 12441  1886316.77     3.162348e+10  4.740379   20.077849   17.102174   
 12442         NaN     1.352860e+06       NaN   61.869121   56.015452   
 12443         NaN     1.956780e+06       NaN   91.596841   87.930700   
 12444         NaN     1.251480e+06  0.000000   28.620675   21.774073   
 12445  1025260.77     1.986510e+06       NaN   86.105674   82.778912   
 12446   148331.64     2.405260e+07       NaN   98.795796   95.244838   
 12447         NaN     4.700000e+05       NaN  122.661019  121.097404   
 12448         NaN     1.190153e+07  0.000000   66.419435   62.412686   
 12449         NaN     3.879800e+07  0.000000   58.316793   54.407356   
 12450         NaN     5.116080e+06       NaN   76.556193   73.623295   
 12451         NaN     8.280000e+04       NaN   47.092799   41.301236   
 12452     7116.41     2.133453e+06  0.000000  150.822410  148.613710   
 12453  3761661.55     1.083616e+09  0.455970   39.841921   29.723774   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000105  0.137227  20040331  
 1     -0.000004  0.085091  20040331  
 2     -0.122195  0.107577  20040331  
 3     -0.033145  0.342724  20040331  
 4     -0.166006  0.161465  20040331  
 5      0.138130  0.468144  20040331  
 6      0.003343  0.035850  20040331  
 7      0.078742  0.150047  20040331  
 8      0.460475  0.961719  20040331  
 9      0.028686  0.231065  20040331  
 10    -0.006593  0.522880  20040331  
 11     0.561114  0.896932  20040331  
 12     0.142051  0.495227  20040331  
 13     0.410868  0.563754  20040331  
 14    -0.000004  0.061180  20040331  
 15    -0.076884  0.199045  20040331  
 16     0.447659  0.700543  20040331  
 17     0.292836  0.426813  20040331  
 18     0.031885  0.404573  20040331  
 19     0.117942  0.311686  20040331  
 20     0.344286  0.562697  20040331  
 21    -0.115938  0.126355  20040331  
 22     0.634464  0.856021  20040331  
 23     0.117736  0.413324  20040331  
 24    -0.007192  0.455756  20040331  
 25     0.277064  0.542748  20040331  
 26    -0.000853  0.229612  20040331  
 27     0.185969  0.567402  20040331  
 28     0.446754  0.608122  20040331  
 29    -0.126421  0.229223  20040331  
 ...         ...       ...       ...  
 12424 -0.000004  0.049924  20040331  
 12425  0.954047  1.165196  20040331  
 12426  0.855959  1.257165  20040331  
 12427  1.255369  1.300163  20040331  
 12428  0.902275  1.292552  20040331  
 12429  0.659574  1.064009  20040331  
 12430  0.998926  1.290783  20040331  
 12431  0.829965  1.078180  20040331  
 12432  1.083314  1.303106  20040331  
 12433  0.994759  1.293332  20040331  
 12434  0.756460  1.095748  20040331  
 12435  1.056034  1.307691  20040331  
 12436  0.423352  0.378848  20040331  
 12437  0.567039  0.901787  20040331  
 12438  0.410760  0.732512  20040331  
 12439  0.834473  1.120300  20040331  
 12440  1.062346  1.349454  20040331  
 12441  0.219204  0.377936  20040331  
 12442  0.894913  1.040642  20040331  
 12443  1.131045  1.428912  20040331  
 12444  0.148367  0.493940  20040331  
 12445  1.116270  1.227473  20040331  
 12446  1.170453  1.438279  20040331  
 12447  0.517465  0.730390  20040331  
 12448  0.069963  0.410204  20040331  
 12449  0.727551  1.020232  20040331  
 12450  0.608500  0.874535  20040331  
 12451  0.915218  1.235964  20040331  
 12452  0.950405  1.200483  20040331  
 12453  1.169587  1.308479  20040331  
 
 [12454 rows x 92 columns],
 '20040401':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.651            0.000               0.0   
 1      USA0011             0.279            0.000               0.0   
 2      USA0031             0.425            0.000               0.0   
 3      USA0062            -0.056            0.434               0.0   
 4      USA00E2             0.269            0.000               0.0   
 5      USA00F1             0.292            0.000               0.0   
 6      USA00G2            -0.589            0.000               0.0   
 7      USA00H1             0.246            0.000               0.0   
 8      USA00I1             0.286            0.000               0.0   
 9      USA00J1             0.477            0.000               0.0   
 10     USA00K1            -0.093            0.000               0.0   
 11     USA00P1             0.539            0.000               0.0   
 12     USA00R1             0.352            0.000               0.0   
 13     USA00S1            -1.623            0.000               0.0   
 14     USA00V1             0.078            0.000               0.0   
 15     USA0131            -0.093            1.000               0.0   
 16     USA0161             0.166            1.000               0.0   
 17     USA01I1             0.299            0.000               0.0   
 18     USA01J2             0.083            0.000               0.0   
 19     USA01L1            -0.945            0.000               0.0   
 20     USA01P1            -0.166            0.000               0.0   
 21     USA01Q1             0.431            0.000               0.0   
 22     USA0202             0.536            0.000               0.0   
 23     USA0231            -0.101            0.000               0.0   
 24     USA0281            -0.142            0.000               0.0   
 25     USA0291             0.155            0.000               0.0   
 26     USA02A1            -0.369            0.000               0.0   
 27     USA02B1            -0.132            0.000               0.0   
 28     USA02H1             0.157            0.000               0.0   
 29     USA02P1            -0.317            0.145               0.0   
 ...        ...               ...              ...               ...   
 12424  USAZY41            -0.092            0.000               0.0   
 12425  USAZY51             0.702            0.000               0.0   
 12426  USAZY61            -2.800            0.000               0.0   
 12427  USAZY71             0.762            0.000               0.0   
 12428  USAZYI1             0.608            0.000               0.0   
 12429  USAZYJ1             0.251            0.000               0.0   
 12430  USAZYK1             0.489            0.000               0.0   
 12431  USAZYM1             0.396            0.000               0.0   
 12432  USAZYR1            -0.186            0.000               0.0   
 12433  USAZYS1             0.564            0.000               0.0   
 12434  USAZYT1             0.704            0.000               0.0   
 12435  USAZYV1             2.743            0.000               0.0   
 12436  USAZYX1             1.177            0.000               0.0   
 12437  USAZZ41            -0.111            0.000               0.0   
 12438  USAZZ51             0.299            0.000               0.0   
 12439  USAZZ61             0.611            0.000               0.0   
 12440  USAZZ71             0.754            0.000               0.0   
 12441  USAZZ81            -0.109            0.000               0.0   
 12442  USAZZ91            -0.610            0.000               0.0   
 12443  USAZZA1             0.866            0.000               0.0   
 12444  USAZZB1            -0.392            0.000               0.0   
 12445  USAZZD1            -2.800            0.000               0.0   
 12446  USAZZF1            -2.163            0.000               0.0   
 12447  USAZZI1             0.506            0.000               0.0   
 12448  USAZZJ1            -2.714            0.000               0.0   
 12449  USAZZL1             0.868            0.000               0.0   
 12450  USAZZP1             1.113            0.000               0.0   
 12451  USAZZR1             0.629            0.000               0.0   
 12452  USAZZX1             1.220            0.000               0.0   
 12453  USAZZY1            -2.800            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.983           0.000  ...           NaN          NaN   
 1            -1.982           0.000  ...           NaN          NaN   
 2            -2.224           0.000  ...           NaN       4630.0   
 3            -2.050           0.000  ...           NaN          NaN   
 4            -2.313           0.000  ...           NaN        152.0   
 5            -1.717           0.000  ...           NaN        197.0   
 6            -1.976           0.000  ...           NaN          NaN   
 7            -1.826           0.000  ...           NaN          NaN   
 8            -1.072           0.000  ...           NaN          NaN   
 9            -1.926           0.866  ...           NaN      27116.0   
 10           -1.997           0.000  ...           NaN          NaN   
 11           -0.861           0.000  ...           NaN          NaN   
 12           -1.711           0.000  ...           NaN          NaN   
 13           -1.111           0.000  ...           NaN      17275.0   
 14           -1.982           0.000  ...           NaN          NaN   
 15           -2.138           0.000  ...           NaN          NaN   
 16           -1.095           0.000  ...           NaN          NaN   
 17           -1.403           0.000  ...           NaN       4170.0   
 18           -1.920           0.000  ...           NaN          NaN   
 19           -1.751           0.000  ...           NaN          NaN   
 20           -1.288           0.000  ...           NaN       2000.0   
 21           -2.213           1.000  ...           NaN          NaN   
 22           -0.725           0.000  ...           NaN          NaN   
 23           -1.748           0.000  ...           NaN      14500.0   
 24           -1.995           0.000  ...           NaN          NaN   
 25           -1.434           0.000  ...           NaN          NaN   
 26           -1.984           0.000  ...           NaN          NaN   
 27           -1.618           0.000  ...           NaN         20.0   
 28           -1.094           0.000  ...           NaN       8745.0   
 29           -2.234           0.000  ...           NaN       9000.0   
 ...             ...             ...  ...           ...          ...   
 12424        -1.982           0.000  ...           NaN          NaN   
 12425        -0.083           0.000  ...           NaN          NaN   
 12426         0.038           0.000  ...           NaN       3500.0   
 12427         0.519           0.000  ...           NaN      21700.0   
 12428        -0.183           0.000  ...           NaN       2500.0   
 12429        -0.670           0.000  ...           NaN          NaN   
 12430         0.009           0.000  ...           NaN       3200.0   
 12431        -0.336           0.000  ...           NaN          NaN   
 12432         0.175           0.000  ...           NaN     119568.0   
 12433         0.002           0.000  ...           NaN          NaN   
 12434        -0.473           0.000  ...           NaN      89720.0   
 12435         0.095           0.000  ...           NaN        500.0   
 12436        -1.166           0.000  ...           NaN       8700.0   
 12437        -0.852           0.000  ...           NaN     172114.0   
 12438        -1.166           0.000  ...           NaN          NaN   
 12439        -0.320           0.000  ...           NaN     158342.0   
 12440         0.138           0.000  ...           NaN          NaN   
 12441        -1.534           1.000  ...           NaN      24100.0   
 12442        -0.206           0.000  ...           NaN          NaN   
 12443         0.270           0.000  ...           NaN          NaN   
 12444        -1.686           0.000  ...           NaN          NaN   
 12445         0.262           0.000  ...           NaN   54127320.0   
 12446         0.355           0.000  ...           NaN      66194.0   
 12447        -0.956           1.000  ...           NaN          NaN   
 12448        -1.826           0.000  ...           NaN          0.0   
 12449        -0.530           0.000  ...           NaN      11500.0   
 12450        -0.775           1.000  ...           NaN          NaN   
 12451        -0.157           0.000  ...           NaN          NaN   
 12452        -0.087           0.000  ...           NaN      23900.0   
 12453         0.438           0.000  ...           NaN     146000.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.746528e+10  0.174520   15.634206   10.572738   
 1             NaN     5.280393e+09  0.000000   17.177950   11.688058   
 2             NaN     6.542632e+10  2.530414   22.085766   18.609255   
 3             NaN     2.919766e+10  2.215657   24.038917   21.800767   
 4             NaN     5.120790e+10  2.450067   28.281724   25.272665   
 5             NaN     1.912146e+11  0.364401   23.197807   20.390146   
 6             NaN     1.524455e+10  4.854369   21.444495   14.404095   
 7             NaN     7.566841e+10  0.000000   21.012622   16.238722   
 8             NaN     1.799446e+10  0.333264   33.039204   26.575901   
 9             NaN     4.188681e+10  1.725490   19.376446   16.197729   
 10            NaN     3.610683e+10  0.000000   31.796791   24.223741   
 11            NaN     2.504963e+10  1.333333   23.787008   19.613111   
 12            NaN     6.964016e+09  2.379039   16.109332   11.606147   
 13            NaN     1.799588e+10  1.476209   24.837071   22.021431   
 14            NaN     1.264111e+10  1.237624   14.202886    9.995384   
 15            NaN     3.262481e+10  1.655710   27.150875   23.553263   
 16            NaN     3.262481e+10  1.655710   30.496365   26.843024   
 17            NaN     2.993359e+10  0.174165   18.699468   16.167848   
 18            NaN     2.743198e+10  1.871759   23.295819   19.929022   
 19            NaN     9.402563e+10  3.326498   24.007581   19.935942   
 20            NaN     1.638852e+11  0.000000   35.004909   31.362259   
 21            NaN     1.239975e+11  1.988072   21.550925   18.677555   
 22            NaN     1.533197e+10  0.000000   27.419763   23.007267   
 23            NaN     8.724302e+10  0.000000   22.222715   19.068337   
 24            NaN     4.270192e+10  3.315964   24.657170   21.349335   
 25            NaN     3.251546e+10  0.000000   20.894646   17.137528   
 26            NaN     7.193005e+09  1.910585   12.269407    8.509667   
 27            NaN     7.193005e+09  1.910585   33.698715   31.497423   
 28            NaN     7.320537e+10  2.797579   22.598739   19.501799   
 29            NaN     3.122644e+11  2.621232   22.753990   19.528334   
 ...           ...              ...       ...         ...         ...   
 12424         NaN     5.056250e+06       NaN   20.612213   14.250538   
 12425         NaN     6.350300e+06  0.000000   85.801132   82.779031   
 12426      442.43     4.463600e+06       NaN   76.139129   72.146506   
 12427      317.56     7.356000e+05  0.000000   98.259151   94.755388   
 12428     9903.74     5.947760e+06  0.000000   79.700859   75.720915   
 12429         NaN     2.165040e+07       NaN   69.784397   66.447811   
 12430       13.34     6.832300e+04       NaN   69.765146   65.622028   
 12431         NaN     1.513400e+06       NaN   75.885319   72.584105   
 12432  1001813.57     2.758525e+07  0.000000  118.720255  115.892618   
 12433         NaN     5.030700e+01  0.000000   39.561506   30.583200   
 12434    45907.23     2.368800e+07  0.000000   77.077574   74.084570   
 12435     5374.06     1.887200e+06  0.000000  140.295706  137.768568   
 12436    32197.27     5.295840e+07  0.970874   35.820435   32.448210   
 12437    11947.88     4.651890e+06       NaN   69.862552   66.688972   
 12438         NaN     2.965600e+05  0.000000   58.734919   54.963848   
 12439     4594.73     6.117100e+06  0.000000  128.551941  126.500438   
 12440         NaN     8.350440e+06  0.000000   81.730315   77.877658   
 12441  1807482.05     3.188177e+10  4.740379   20.485072   17.473735   
 12442         NaN     1.352860e+06       NaN   63.082597   57.153763   
 12443         NaN     1.956780e+06       NaN   93.675748   90.006143   
 12444         NaN     1.251480e+06  0.000000   29.190596   22.241335   
 12445  1089102.52     2.245620e+06       NaN   88.796346   85.498750   
 12446   155015.61     2.492724e+07       NaN  102.000578   98.502093   
 12447         NaN     4.700000e+05       NaN  124.696455  123.114471   
 12448         NaN     1.231935e+07  0.000000   68.268003   64.032557   
 12449    18831.30     4.063625e+07  0.000000   59.553302   55.678371   
 12450         NaN     5.116080e+06       NaN   79.035268   75.831504   
 12451         NaN     8.280000e+04       NaN   48.044731   42.234752   
 12452     6323.75     2.133453e+06  0.000000  154.994107  152.816506   
 12453  3834622.55     1.148157e+09  0.455970   41.631338   31.653473   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000105  0.122955  20040401  
 1     -0.000003  0.094026  20040401  
 2     -0.121244  0.108494  20040401  
 3     -0.033913  0.333122  20040401  
 4     -0.166222  0.161201  20040401  
 5      0.133467  0.467067  20040401  
 6      0.003118  0.019420  20040401  
 7      0.078815  0.156853  20040401  
 8      0.457045  0.952001  20040401  
 9      0.028532  0.235133  20040401  
 10    -0.007155  0.513439  20040401  
 11     0.562982  0.905324  20040401  
 12     0.136533  0.488840  20040401  
 13     0.437520  0.552114  20040401  
 14    -0.000003  0.062725  20040401  
 15    -0.078207  0.187672  20040401  
 16     0.445645  0.668451  20040401  
 17     0.291119  0.425422  20040401  
 18     0.031328  0.403522  20040401  
 19     0.116215  0.275482  20040401  
 20     0.348903  0.565660  20040401  
 21    -0.115780  0.128121  20040401  
 22     0.631637  0.853341  20040401  
 23     0.117634  0.414581  20040401  
 24    -0.006315  0.442767  20040401  
 25     0.275572  0.544036  20040401  
 26    -0.000998  0.221630  20040401  
 27     0.183095  0.570167  20040401  
 28     0.446401  0.608282  20040401  
 29    -0.126129  0.217067  20040401  
 ...         ...       ...       ...  
 12424 -0.000003  0.049196  20040401  
 12425  0.954134  1.177302  20040401  
 12426  1.014892  1.325848  20040401  
 12427  1.256191  1.364501  20040401  
 12428  0.903865  1.293979  20040401  
 12429  0.658986  1.068367  20040401  
 12430  1.000257  1.303955  20040401  
 12431  0.826620  1.076712  20040401  
 12432  1.083382  1.354979  20040401  
 12433  0.996456  1.301851  20040401  
 12434  0.758197  1.105973  20040401  
 12435  1.043462  1.405591  20040401  
 12436  0.409929  0.427653  20040401  
 12437  0.567606  0.939439  20040401  
 12438  0.409950  0.725407  20040401  
 12439  0.835046  1.070083  20040401  
 12440  1.064979  1.374748  20040401  
 12441  0.225281  0.380419  20040401  
 12442  0.892353  0.991630  20040401  
 12443  1.131417  1.435242  20040401  
 12444  0.148690  0.486110  20040401  
 12445  1.127339  1.233546  20040401  
 12446  1.174072  1.360363  20040401  
 12447  0.515474  0.724692  20040401  
 12448  0.078736  0.361638  20040401  
 12449  0.729253  1.021561  20040401  
 12450  0.606359  0.897875  20040401  
 12451  0.916641  1.241277  20040401  
 12452  0.951773  1.288874  20040401  
 12453  1.215443  1.299650  20040401  
 
 [12454 rows x 92 columns],
 '20040402':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.172            0.000               0.0   
 1      USA0011            -1.059            0.000               0.0   
 2      USA0031             0.120            0.000               0.0   
 3      USA0062             0.210            0.434               0.0   
 4      USA00E2            -0.279            0.000               0.0   
 5      USA00F1            -0.018            0.000               0.0   
 6      USA00G2            -0.203            0.000               0.0   
 7      USA00H1             0.181            0.000               0.0   
 8      USA00I1             0.783            0.000               0.0   
 9      USA00J1            -0.321            0.000               0.0   
 10     USA00K1             0.872            0.000               0.0   
 11     USA00P1             0.838            0.000               0.0   
 12     USA00R1             0.152            0.000               0.0   
 13     USA00S1             2.546            0.000               0.0   
 14     USA00V1             0.161            0.000               0.0   
 15     USA0131             0.366            1.000               0.0   
 16     USA0161            -1.864            1.000               0.0   
 17     USA01I1             0.823            0.000               0.0   
 18     USA01J2             0.208            0.000               0.0   
 19     USA01L1            -0.026            0.000               0.0   
 20     USA01P1             0.271            0.000               0.0   
 21     USA01Q1            -0.486            0.000               0.0   
 22     USA0202             1.428            0.000               0.0   
 23     USA0231            -0.387            0.000               0.0   
 24     USA0281             0.405            0.000               0.0   
 25     USA0291             0.355            0.000               0.0   
 26     USA02A1            -0.380            0.000               0.0   
 27     USA02B1             2.236            0.000               0.0   
 28     USA02H1            -0.794            0.000               0.0   
 29     USA02P1            -0.213            0.145               0.0   
 ...        ...               ...              ...               ...   
 12418  USAZY41            -0.506            0.000               0.0   
 12419  USAZY51             0.370            0.000               0.0   
 12420  USAZY61             1.382            0.000               0.0   
 12421  USAZY71            -2.374            0.000               0.0   
 12422  USAZYI1             1.968            0.000               0.0   
 12423  USAZYJ1            -0.430            0.000               0.0   
 12424  USAZYK1             1.638            0.000               0.0   
 12425  USAZYM1             1.021            0.000               0.0   
 12426  USAZYR1             1.331            0.000               0.0   
 12427  USAZYS1             1.758            0.000               0.0   
 12428  USAZYT1            -2.522            0.000               0.0   
 12429  USAZYV1             2.882            0.000               0.0   
 12430  USAZYX1            -1.567            0.000               0.0   
 12431  USAZZ41             2.663            0.000               0.0   
 12432  USAZZ51             1.118            0.000               0.0   
 12433  USAZZ61             2.882            0.000               0.0   
 12434  USAZZ71             1.837            0.000               0.0   
 12435  USAZZ81             0.211            0.000               0.0   
 12436  USAZZ91             1.510            0.000               0.0   
 12437  USAZZA1             1.933            0.000               0.0   
 12438  USAZZB1            -0.238            0.000               0.0   
 12439  USAZZD1             1.467            0.000               0.0   
 12440  USAZZF1             2.882            0.000               0.0   
 12441  USAZZI1             0.689            0.000               0.0   
 12442  USAZZJ1             0.327            0.000               0.0   
 12443  USAZZL1             1.249            0.000               0.0   
 12444  USAZZP1             0.815            0.000               0.0   
 12445  USAZZR1             1.569            0.000               0.0   
 12446  USAZZX1             2.882            0.000               0.0   
 12447  USAZZY1            -1.946            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.952           0.000  ...           NaN          NaN   
 1            -1.952           0.000  ...           NaN          NaN   
 2            -2.186           0.000  ...           NaN       4630.0   
 3            -2.020           0.000  ...           NaN          NaN   
 4            -2.277           0.000  ...           NaN        152.0   
 5            -1.700           0.000  ...           NaN        197.0   
 6            -1.947           0.000  ...           NaN          NaN   
 7            -1.799           0.000  ...           NaN          NaN   
 8            -1.072           0.000  ...           NaN          NaN   
 9            -1.898           0.866  ...           NaN      27116.0   
 10           -1.968           0.000  ...           NaN          NaN   
 11           -0.844           0.000  ...           NaN          NaN   
 12           -1.696           0.000  ...           NaN          NaN   
 13           -1.194           0.000  ...           NaN      13381.0   
 14           -1.952           0.000  ...           NaN          NaN   
 15           -2.109           0.000  ...           NaN          NaN   
 16           -0.961           0.000  ...           NaN        330.0   
 17           -1.391           0.000  ...           NaN       4170.0   
 18           -1.893           0.000  ...           NaN          NaN   
 19           -1.730           0.000  ...           NaN          NaN   
 20           -1.253           0.000  ...           NaN        500.0   
 21           -2.178           1.000  ...           NaN          NaN   
 22           -0.730           0.000  ...           NaN          NaN   
 23           -1.723           0.000  ...           NaN      14500.0   
 24           -1.965           0.000  ...           NaN          NaN   
 25           -1.419           0.000  ...           NaN          NaN   
 26           -1.955           0.000  ...           NaN          NaN   
 27           -1.638           0.000  ...           NaN         25.0   
 28           -1.181           0.000  ...           NaN       8745.0   
 29           -2.197           0.000  ...           NaN       9000.0   
 ...             ...             ...  ...           ...          ...   
 12418        -1.952           0.000  ...           NaN          NaN   
 12419        -0.077           0.000  ...           NaN       2000.0   
 12420         0.027           0.000  ...           NaN          NaN   
 12421         0.575           0.000  ...           NaN      15000.0   
 12422        -0.179           0.000  ...           NaN       9500.0   
 12423        -0.679           0.000  ...           NaN          NaN   
 12424         0.007           0.000  ...           NaN     102942.0   
 12425        -0.342           0.000  ...           NaN          NaN   
 12426         0.162           0.000  ...           NaN     152710.0   
 12427         0.002           0.000  ...           NaN          NaN   
 12428        -0.348           0.000  ...           NaN     182750.0   
 12429         0.051           0.000  ...           NaN      93455.0   
 12430        -1.139           0.000  ...           NaN       4100.0   
 12431        -0.882           0.000  ...           NaN      17700.0   
 12432        -1.154           0.000  ...           NaN          NaN   
 12433        -0.447           0.000  ...           NaN     507000.0   
 12434         0.139           0.000  ...           NaN          NaN   
 12435        -1.533           1.000  ...           NaN      23800.0   
 12436        -0.213           0.000  ...           NaN          NaN   
 12437         0.261           0.000  ...           NaN          NaN   
 12438        -1.661           0.000  ...           NaN          NaN   
 12439         0.244           0.000  ...           NaN   76003670.0   
 12440         0.315           0.000  ...           NaN      46200.0   
 12441        -0.957           1.000  ...           NaN       1000.0   
 12442        -1.833           0.000  ...           NaN          0.0   
 12443        -0.524           0.000  ...           NaN          NaN   
 12444        -0.791           1.000  ...           NaN          NaN   
 12445        -0.156           0.000  ...           NaN          NaN   
 12446        -0.110           0.000  ...           NaN      20200.0   
 12447         0.390           0.000  ...           NaN     261400.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.836412e+10  0.174520   16.340322   10.752877   
 1             NaN     5.398703e+09  0.000000   18.175466   11.961044   
 2             NaN     6.623927e+10  2.530414   22.661762   18.811229   
 3             NaN     2.951662e+10  2.215657   24.540848   22.095520   
 4             NaN     5.160744e+10  2.450067   28.865510   25.525655   
 5             NaN     1.937704e+11  0.364401   23.614137   20.616690   
 6             NaN     1.548151e+10  4.854369   22.310321   14.573430   
 7             NaN     7.685516e+10  0.000000   21.696657   16.417292   
 8             NaN     1.863358e+10  0.333264   33.876768   27.187987   
 9             NaN     4.155276e+10  1.725490   20.012619   16.542065   
 10            NaN     3.752051e+10  0.000000   33.354761   24.966743   
 11            NaN     2.630389e+10  1.333333   24.312476   20.164155   
 12            NaN     6.983901e+09  2.379039   16.527079   11.769302   
 13            NaN     1.797932e+10  1.476209   26.426745   23.443585   
 14            NaN     1.265635e+10  1.237624   14.825833   10.133255   
 15            NaN     3.348104e+10  1.655710   28.060676   24.049184   
 16            NaN     3.348104e+10  1.655710   31.600799   27.540038   
 17            NaN     3.026262e+10  0.174165   19.168298   16.453233   
 18            NaN     2.819591e+10  1.871759   23.852526   20.181310   
 19            NaN     9.410046e+10  3.326498   24.680823   20.201823   
 20            NaN     1.687866e+11  0.000000   35.753761   31.923431   
 21            NaN     1.248555e+11  1.988072   22.122320   18.906034   
 22            NaN     1.578409e+10  0.000000   28.227439   23.683468   
 23            NaN     8.885815e+10  0.000000   22.711335   19.299056   
 24            NaN     4.356912e+10  3.315964   25.271181   21.710026   
 25            NaN     3.157612e+10  0.000000   21.463269   17.490622   
 26            NaN     7.213065e+09  1.910585   12.779797    8.718399   
 27            NaN     7.213065e+09  1.910585   34.775841   32.386190   
 28            NaN     7.307905e+10  2.797579   23.478185   20.283493   
 29            NaN     3.167516e+11  2.621232   23.190472   19.713088   
 ...           ...              ...       ...         ...         ...   
 12418         NaN     5.056250e+06       NaN   21.609379   14.445059   
 12419      309.20     6.465760e+06  0.000000   87.136298   83.951807   
 12420         NaN     4.463600e+06       NaN   79.955296   76.222483   
 12421      344.84     9.808000e+05  0.000000  102.755036   99.054645   
 12422     9469.20     5.947760e+06  0.000000   81.425462   77.150610   
 12423         NaN     2.165040e+07       NaN   70.255960   66.757720   
 12424       16.34     6.832300e+04       NaN   69.680069   65.280495   
 12425         NaN     1.513400e+06       NaN   77.581881   74.086652   
 12426   947531.49     2.758525e+07  0.000000  120.661843  117.681592   
 12427         NaN     5.030700e+01  0.000000   41.029521   31.595781   
 12428    43306.97     2.615550e+07  0.000000   79.089831   75.853556   
 12429     5673.26     1.752400e+06  0.000000  142.871453  140.306986   
 12430    34027.09     5.399680e+07  0.970874   37.434232   33.652113   
 12431    11748.03     4.523562e+06       NaN   70.966791   67.502886   
 12432         NaN     2.965600e+05  0.000000   60.193043   55.999624   
 12433     4788.01     5.004900e+06  0.000000  132.627559  130.499492   
 12434         NaN     8.350440e+06  0.000000   83.100261   78.997767   
 12435  1720041.32     3.196222e+10  4.740379   21.056694   17.730949   
 12436         NaN     1.352860e+06       NaN   64.585130   58.111006   
 12437         NaN     1.956780e+06       NaN   94.995760   91.095676   
 12438         NaN     1.251480e+06  0.000000   30.435852   22.770856   
 12439  1178918.23     2.245620e+06       NaN   88.904078   85.426425   
 12440   159292.44     2.405260e+07       NaN  104.235812  100.450035   
 12441      349.63     4.700000e+05       NaN  126.657353  124.921678   
 12442         NaN     1.233679e+07  0.000000   69.850888   65.068213   
 12443         NaN     4.063625e+07  0.000000   60.670425   56.482953   
 12444         NaN     5.116080e+06       NaN   79.602180   76.155730   
 12445         NaN     8.280000e+04       NaN   49.426572   43.354140   
 12446     6037.25     2.031860e+06  0.000000  157.799458  155.420741   
 12447  4134605.05     1.148157e+09  0.455970   43.246024   32.387909   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000107  0.134483  20040402  
 1     -0.000003  0.068022  20040402  
 2     -0.119399  0.107945  20040402  
 3     -0.034907  0.338915  20040402  
 4     -0.166267  0.152423  20040402  
 5      0.128921  0.463733  20040402  
 6      0.002769  0.021426  20040402  
 7      0.078648  0.161712  20040402  
 8      0.450340  0.954390  20040402  
 9      0.027976  0.218708  20040402  
 10    -0.008284  0.539688  20040402  
 11     0.566900  0.918650  20040402  
 12     0.130988  0.483872  20040402  
 13     0.388139  0.592974  20040402  
 14    -0.000003  0.071526  20040402  
 15    -0.079982  0.198080  20040402  
 16     0.507241  0.678651  20040402  
 17     0.287324  0.433564  20040402  
 18     0.030336  0.406965  20040402  
 19     0.113727  0.279396  20040402  
 20     0.357535  0.575517  20040402  
 21    -0.115282  0.120824  20040402  
 22     0.625474  0.867880  20040402  
 23     0.117211  0.406002  20040402  
 24    -0.006739  0.452940  20040402  
 25     0.272618  0.549248  20040402  
 26    -0.001179  0.216509  20040402  
 27     0.160858  0.594524  20040402  
 28     0.394786  0.542775  20040402  
 29    -0.125221  0.219691  20040402  
 ...         ...       ...       ...  
 12418 -0.000003  0.040199  20040402  
 12419  0.959610  1.181683  20040402  
 12420  1.012421  1.297114  20040402  
 12421  1.293184  1.337884  20040402  
 12422  0.907167  1.326560  20040402  
 12423  0.651427  1.044868  20040402  
 12424  1.002471  1.327675  20040402  
 12425  0.824016  1.086118  20040402  
 12426  1.081845  1.379978  20040402  
 12427  0.999731  1.334095  20040402  
 12428  0.820769  1.098019  20040402  
 12429  1.024669  1.401135  20040402  
 12430  0.416302  0.357913  20040402  
 12431  0.547556  0.967996  20040402  
 12432  0.408504  0.747215  20040402  
 12433  0.769865  1.059041  20040402  
 12434  1.069748  1.402125  20040402  
 12435  0.214503  0.376409  20040402  
 12436  0.889771  1.032380  20040402  
 12437  1.132584  1.460932  20040402  
 12438  0.148932  0.496216  20040402  
 12439  1.123432  1.311788  20040402  
 12440  1.160164  1.423143  20040402  
 12441  0.509075  0.720325  20040402  
 12442  0.061159  0.389763  20040402  
 12443  0.730486  1.039637  20040402  
 12444  0.593881  0.889943  20040402  
 12445  0.918987  1.258686  20040402  
 12446  0.942432  1.307003  20040402  
 12447  1.198380  1.260622  20040402  
 
 [12448 rows x 92 columns],
 '20040405':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.230            0.000               0.0   
 1      USA0011            -0.138            0.000               0.0   
 2      USA0031             0.336            0.000               0.0   
 3      USA0062             0.412            0.434               0.0   
 4      USA00E2            -0.001            0.000               0.0   
 5      USA00F1             0.652            0.000               0.0   
 6      USA00G2            -0.026            0.000               0.0   
 7      USA00H1             0.700            0.000               0.0   
 8      USA00I1             0.377            0.000               0.0   
 9      USA00J1             0.171            0.000               0.0   
 10     USA00K1             0.034            0.000               0.0   
 11     USA00P1             0.089            0.000               0.0   
 12     USA00R1            -0.111            0.000               0.0   
 13     USA00S1             0.028            0.000               0.0   
 14     USA00V1             0.522            0.000               0.0   
 15     USA0131             0.684            1.000               0.0   
 16     USA0161            -1.189            1.000               0.0   
 17     USA01I1             0.819            0.000               0.0   
 18     USA01J2             0.619            0.000               0.0   
 19     USA01L1             0.359            0.000               0.0   
 20     USA01P1             0.404            0.000               0.0   
 21     USA01Q1             0.003            0.000               0.0   
 22     USA0202             0.612            0.000               0.0   
 23     USA0231             0.405            0.000               0.0   
 24     USA0281            -0.240            0.000               0.0   
 25     USA0291             0.473            0.000               0.0   
 26     USA02A1             0.240            0.000               0.0   
 27     USA02B1             0.362            0.000               0.0   
 28     USA02H1            -0.105            0.000               0.0   
 29     USA02P1             0.386            0.145               0.0   
 ...        ...               ...              ...               ...   
 12419  USAZY41            -0.553            0.000               0.0   
 12420  USAZY51             0.823            0.000               0.0   
 12421  USAZY61             1.365            0.000               0.0   
 12422  USAZY71             0.130            0.000               0.0   
 12423  USAZYI1             2.794            0.000               0.0   
 12424  USAZYJ1            -0.223            0.000               0.0   
 12425  USAZYK1             0.658            0.000               0.0   
 12426  USAZYM1            -0.220            0.000               0.0   
 12427  USAZYR1            -2.771            0.000               0.0   
 12428  USAZYS1             0.317            0.000               0.0   
 12429  USAZYT1             1.598            0.000               0.0   
 12430  USAZYV1            -2.771            0.000               0.0   
 12431  USAZYX1            -1.696            0.000               0.0   
 12432  USAZZ41            -2.771            0.000               0.0   
 12433  USAZZ51             0.124            0.000               0.0   
 12434  USAZZ61            -2.771            0.000               0.0   
 12435  USAZZ71             0.515            0.000               0.0   
 12436  USAZZ81             0.990            0.000               0.0   
 12437  USAZZ91             0.337            0.000               0.0   
 12438  USAZZA1            -2.771            0.000               0.0   
 12439  USAZZB1            -0.089            0.000               0.0   
 12440  USAZZD1             2.794            0.000               0.0   
 12441  USAZZF1            -2.771            0.000               0.0   
 12442  USAZZI1            -0.093            0.000               0.0   
 12443  USAZZJ1             2.794            0.000               0.0   
 12444  USAZZL1             2.794            0.000               0.0   
 12445  USAZZP1             0.241            0.000               0.0   
 12446  USAZZR1             0.305            0.000               0.0   
 12447  USAZZX1             0.234            0.000               0.0   
 12448  USAZZY1            -1.236            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.942           0.000  ...           NaN          NaN   
 1            -1.942           0.000  ...           NaN          NaN   
 2            -2.170           0.000  ...           NaN       4630.0   
 3            -2.011           0.000  ...           NaN          NaN   
 4            -2.260           0.000  ...           NaN        152.0   
 5            -1.697           0.000  ...           NaN        197.0   
 6            -1.937           0.000  ...           NaN          NaN   
 7            -1.789           0.000  ...           NaN          NaN   
 8            -1.074           0.000  ...           NaN          NaN   
 9            -1.887           0.866  ...           NaN      27116.0   
 10           -1.957           0.000  ...           NaN          NaN   
 11           -0.846           0.000  ...           NaN          NaN   
 12           -1.698           0.000  ...           NaN          NaN   
 13           -1.195           0.000  ...           NaN          NaN   
 14           -1.942           0.000  ...           NaN          NaN   
 15           -2.099           0.000  ...           NaN          NaN   
 16           -0.902           0.000  ...           NaN       3660.0   
 17           -1.389           0.000  ...           NaN       4170.0   
 18           -1.883           0.000  ...           NaN          NaN   
 19           -1.725           0.000  ...           NaN          NaN   
 20           -1.254           0.000  ...           NaN          NaN   
 21           -2.164           1.000  ...           NaN          NaN   
 22           -0.735           0.000  ...           NaN          NaN   
 23           -1.714           0.000  ...           NaN      14500.0   
 24           -1.953           0.000  ...           NaN          NaN   
 25           -1.416           0.000  ...           NaN          NaN   
 26           -1.944           0.000  ...           NaN          NaN   
 27           -1.629           0.000  ...           NaN          NaN   
 28           -1.311           0.000  ...           NaN       8745.0   
 29           -2.184           0.000  ...           NaN       9000.0   
 ...             ...             ...  ...           ...          ...   
 12419        -1.942           0.000  ...           NaN          NaN   
 12420        -0.092           0.000  ...           NaN       1400.0   
 12421         0.022           0.000  ...           NaN       5000.0   
 12422         0.564           0.000  ...           NaN          NaN   
 12423        -0.206           0.000  ...           NaN      18500.0   
 12424        -0.678           0.000  ...           NaN          NaN   
 12425         0.006           0.000  ...           NaN      19400.0   
 12426        -0.343           0.000  ...           NaN          NaN   
 12427         0.212           0.000  ...           NaN     755875.0   
 12428        -0.002           0.000  ...           NaN          NaN   
 12429        -0.373           0.000  ...           NaN      82795.0   
 12430         0.073           0.000  ...           NaN      25840.0   
 12431        -1.183           0.000  ...           NaN       5400.0   
 12432        -0.819           0.000  ...           NaN     247198.0   
 12433        -1.145           0.000  ...           NaN          NaN   
 12434        -0.387           0.000  ...           NaN     219000.0   
 12435         0.134           0.000  ...           NaN          NaN   
 12436        -1.558           1.000  ...           NaN      52600.0   
 12437        -0.215           0.000  ...           NaN          NaN   
 12438         0.344           0.000  ...           NaN      16300.0   
 12439        -1.651           0.000  ...           NaN          NaN   
 12440         0.214           0.000  ...           NaN   61906070.0   
 12441         0.329           0.000  ...           NaN      48267.0   
 12442        -0.954           1.000  ...           NaN          NaN   
 12443        -1.897           0.000  ...           NaN          0.0   
 12444        -0.583           0.000  ...           NaN       3100.0   
 12445        -0.793           1.000  ...           NaN          NaN   
 12446        -0.155           0.000  ...           NaN          NaN   
 12447        -0.114           0.000  ...           NaN      25000.0   
 12448         0.367           0.000  ...           NaN     120500.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.898331e+10  0.174520   16.707659   10.837102   
 1             NaN     5.417384e+09  0.000000   18.445742   11.992289   
 2             NaN     6.705221e+10  2.530414   22.840446   18.830588   
 3             NaN     3.017178e+10  2.215657   24.857879   22.260236   
 4             NaN     5.107472e+10  2.450067   29.008961   25.451257   
 5             NaN     1.981778e+11  0.364401   23.757549   20.726263   
 6             NaN     1.539462e+10  4.854369   22.774749   14.586057   
 7             NaN     7.702285e+10  0.000000   22.196908   16.573917   
 8             NaN     1.862623e+10  0.333264   34.120562   27.275796   
 9             NaN     4.124315e+10  1.725490   20.087489   16.564786   
 10            NaN     3.772008e+10  0.000000   33.821113   25.011635   
 11            NaN     2.679133e+10  1.333333   24.233896   20.205186   
 12            NaN     7.018146e+09  2.379039   16.627906   11.788379   
 13            NaN     1.807393e+10  1.476209   26.340675   23.494285   
 14            NaN     1.282903e+10  1.237624   15.368627   10.327468   
 15            NaN     3.404119e+10  1.655710   28.472368   24.138136   
 16            NaN     3.404119e+10  1.655710   31.917325   27.710890   
 17            NaN     3.076484e+10  0.174165   19.469549   16.638553   
 18            NaN     2.861607e+10  1.871759   24.131281   20.274718   
 19            NaN     9.520149e+10  3.326498   24.960243   20.263503   
 20            NaN     1.713408e+11  0.000000   35.904138   31.899820   
 21            NaN     1.239975e+11  1.988072   22.263261   18.918877   
 22            NaN     1.570430e+10  0.000000   28.299085   23.816801   
 23            NaN     8.970418e+10  0.000000   22.962552   19.398064   
 24            NaN     4.383825e+10  3.315964   25.436844   21.749409   
 25            NaN     3.220234e+10  0.000000   21.742159   17.640091   
 26            NaN     7.221662e+09  1.910585   13.047382    8.774365   
 27            NaN     7.221662e+09  1.910585   34.907608   32.381702   
 28            NaN     7.292359e+10  2.797579   23.504440   20.323267   
 29            NaN     3.220545e+11  2.621232   23.539289   19.858900   
 ...           ...              ...       ...         ...         ...   
 12419         NaN     5.056250e+06       NaN   22.086902   14.363406   
 12420      397.92     6.408030e+06  0.000000   88.427056   85.193919   
 12421      494.11     4.463600e+06       NaN   81.871514   78.202223   
 12422         NaN     9.808000e+05  0.000000  104.507024  100.854432   
 12423     9656.30     5.719000e+06  0.000000   82.468380   78.118161   
 12424         NaN     2.165040e+07       NaN   70.350241   66.757848   
 12425       17.16     6.832300e+04       NaN   73.505751   69.294336   
 12426         NaN     1.513400e+06       NaN   77.858439   74.308562   
 12427   526258.53     3.045125e+07  0.000000  120.938540  117.915862   
 12428         NaN     5.030700e+01  0.000000   41.276804   31.593741   
 12429    44823.35     2.566200e+07  0.000000   79.022639   75.863750   
 12430     5425.96     1.887200e+06  0.000000  142.870139  140.302718   
 12431    38610.29     5.347760e+07  0.970874   38.721639   34.028256   
 12432    13328.78     4.812300e+06       NaN   72.389073   68.772305   
 12433         NaN     2.965600e+05  0.000000   60.351306   55.939332   
 12434     4992.22     5.561000e+06  0.000000  133.177656  130.762945   
 12435         NaN     8.350440e+06  0.000000   83.148118   78.949513   
 12436  1783832.71     3.137594e+10  4.740379   21.432913   17.854266   
 12437         NaN     1.352860e+06       NaN   64.637337   57.863455   
 12438     7471.70     2.500330e+06       NaN   97.949522   93.976027   
 12439         NaN     1.251480e+06  0.000000   30.737832   22.784285   
 12440  1305637.84     2.072880e+06       NaN   90.382186   86.878437   
 12441   166852.93     2.569255e+07       NaN  104.100972  100.251462   
 12442         NaN     4.700000e+05       NaN  125.841712  124.002383   
 12443         NaN     1.171551e+07  0.000000   70.807595   65.609540   
 12444    18725.38     3.849750e+07  0.000000   61.687208   57.309274   
 12445         NaN     5.116080e+06       NaN   80.643552   77.106617   
 12446         NaN     8.280000e+04       NaN   49.473112   43.244714   
 12447     4944.12     2.031860e+06  0.000000  157.525157  155.167664   
 12448  4334541.24     1.152172e+09  0.455970   43.796967   32.581213   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000108  0.145167  20040405  
 1     -0.000003  0.075126  20040405  
 2     -0.117901  0.101897  20040405  
 3     -0.035546  0.336929  20040405  
 4     -0.164033  0.150827  20040405  
 5      0.126138  0.477079  20040405  
 6      0.002518  0.018195  20040405  
 7      0.078715  0.182885  20040405  
 8      0.446780  0.944220  20040405  
 9      0.027891  0.233549  20040405  
 10    -0.008126  0.528704  20040405  
 11     0.564278  0.902268  20040405  
 12     0.125559  0.468573  20040405  
 13     0.384427  0.566272  20040405  
 14    -0.000003  0.081240  20040405  
 15    -0.080934  0.210385  20040405  
 16     0.535448  0.693292  20040405  
 17     0.284714  0.436457  20040405  
 18     0.030110  0.421837  20040405  
 19     0.111318  0.279909  20040405  
 20     0.354293  0.586259  20040405  
 21    -0.114740  0.127762  20040405  
 22     0.621639  0.849425  20040405  
 23     0.117111  0.423529  20040405  
 24    -0.005765  0.441906  20040405  
 25     0.270740  0.554616  20040405  
 26    -0.001321  0.223921  20040405  
 27     0.161211  0.581253  20040405  
 28     0.324996  0.461818  20040405  
 29    -0.124888  0.229167  20040405  
 ...         ...       ...       ...  
 12419 -0.000003  0.027343  20040405  
 12420  0.952812  1.183233  20040405  
 12421  1.011456  1.272420  20040405  
 12422  1.290559  1.372465  20040405  
 12423  0.894126  1.327956  20040405  
 12424  0.651050  1.038678  20040405  
 12425  1.003192  1.303970  20040405  
 12426  0.823329  1.059410  20040405  
 12427  1.109381  1.322748  20040405  
 12428  0.999147  1.317238  20040405  
 12429  0.808153  1.113364  20040405  
 12430  1.037941  1.294623  20040405  
 12431  0.390612  0.305852  20040405  
 12432  0.578224  0.900623  20040405  
 12433  0.410446  0.731311  20040405  
 12434  0.800615  1.083058  20040405  
 12435  1.069322  1.391519  20040405  
 12436  0.197383  0.381303  20040405  
 12437  0.889476  1.007476  20040405  
 12438  1.177205  1.417322  20040405  
 12439  0.149415  0.499049  20040405  
 12440  1.110445  1.314002  20040405  
 12441  1.169743  1.353005  20040405  
 12442  0.508825  0.702279  20040405  
 12443  0.023084  0.409602  20040405  
 12444  0.699806  1.043228  20040405  
 12445  0.591445  0.876621  20040405  
 12446  0.920144  1.247270  20040405  
 12447  0.941462  1.254483  20040405  
 12448  1.188950  1.252704  20040405  
 
 [12449 rows x 92 columns],
 '20040406':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.311            0.000               0.0   
 1      USA0011             0.622            0.000               0.0   
 2      USA0031             0.195            0.000               0.0   
 3      USA0062             0.429            0.434               0.0   
 4      USA00E2             0.550            0.000               0.0   
 5      USA00F1             0.273            0.000               0.0   
 6      USA00G2             0.731            0.000               0.0   
 7      USA00H1            -0.532            0.000               0.0   
 8      USA00I1            -0.885            0.000               0.0   
 9      USA00J1             0.434            0.000               0.0   
 10     USA00K1            -0.267            0.000               0.0   
 11     USA00P1            -0.225            0.000               0.0   
 12     USA00R1             0.289            0.000               0.0   
 13     USA00S1            -0.494            0.000               0.0   
 14     USA00V1             0.275            0.000               0.0   
 15     USA0131             0.746            1.000               0.0   
 16     USA0161             1.613            1.000               0.0   
 17     USA01I1            -0.506            0.000               0.0   
 18     USA01J2             0.884            0.000               0.0   
 19     USA01L1             0.022            0.000               0.0   
 20     USA01P1            -0.747            0.000               0.0   
 21     USA01Q1             0.456            0.000               0.0   
 22     USA0202            -0.759            0.000               0.0   
 23     USA0231             0.257            0.000               0.0   
 24     USA0281             0.548            0.000               0.0   
 25     USA0291            -0.357            0.000               0.0   
 26     USA02A1             0.876            0.000               0.0   
 27     USA02B1            -2.488            0.000               0.0   
 28     USA02H1             0.501            0.000               0.0   
 29     USA02P1             0.337            0.145               0.0   
 ...        ...               ...              ...               ...   
 12420  USAZY41             0.076            0.000               0.0   
 12421  USAZY51            -2.729            0.000               0.0   
 12422  USAZY61            -0.897            0.000               0.0   
 12423  USAZY71             2.143            0.000               0.0   
 12424  USAZYI1            -1.578            0.000               0.0   
 12425  USAZYJ1            -0.536            0.000               0.0   
 12426  USAZYK1            -1.083            0.000               0.0   
 12427  USAZYM1            -0.657            0.000               0.0   
 12428  USAZYR1            -2.729            0.000               0.0   
 12429  USAZYS1            -1.571            0.000               0.0   
 12430  USAZYT1             2.641            0.000               0.0   
 12431  USAZYV1             2.402            0.000               0.0   
 12432  USAZYX1            -2.729            0.000               0.0   
 12433  USAZZ41            -0.228            0.000               0.0   
 12434  USAZZ51            -1.229            0.000               0.0   
 12435  USAZZ61            -1.478            0.000               0.0   
 12436  USAZZ71             2.454            0.000               0.0   
 12437  USAZZ81            -0.663            0.000               0.0   
 12438  USAZZ91            -1.473            0.000               0.0   
 12439  USAZZA1            -1.775            0.000               0.0   
 12440  USAZZB1            -0.395            0.000               0.0   
 12441  USAZZD1             1.704            0.000               0.0   
 12442  USAZZF1            -2.052            0.000               0.0   
 12443  USAZZI1            -1.524            0.000               0.0   
 12444  USAZZJ1            -2.729            0.000               0.0   
 12445  USAZZL1            -1.634            0.000               0.0   
 12446  USAZZP1            -1.050            0.000               0.0   
 12447  USAZZR1            -1.518            0.000               0.0   
 12448  USAZZX1            -1.433            0.000               0.0   
 12449  USAZZY1             1.529            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.938           0.000  ...           NaN          NaN   
 1            -1.938           0.000  ...           NaN          NaN   
 2            -2.167           0.000  ...           NaN       4630.0   
 3            -2.006           0.000  ...           NaN          NaN   
 4            -2.255           0.000  ...           NaN        152.0   
 5            -1.692           0.000  ...           NaN        197.0   
 6            -1.933           0.000  ...           NaN          NaN   
 7            -1.787           0.000  ...           NaN          NaN   
 8            -1.071           0.000  ...           NaN          NaN   
 9            -1.885           0.866  ...           NaN      27116.0   
 10           -1.954           0.000  ...           NaN          NaN   
 11           -0.839           0.000  ...           NaN          NaN   
 12           -1.695           0.000  ...           NaN          NaN   
 13           -1.211           0.000  ...           NaN      16001.0   
 14           -1.938           0.000  ...           NaN          NaN   
 15           -2.093           0.000  ...           NaN          NaN   
 16           -0.874           0.000  ...           NaN       1200.0   
 17           -1.385           0.000  ...           NaN       4170.0   
 18           -1.881           0.000  ...           NaN          NaN   
 19           -1.721           0.000  ...           NaN          NaN   
 20           -1.251           0.000  ...           NaN          NaN   
 21           -2.160           1.000  ...           NaN          NaN   
 22           -0.732           0.000  ...           NaN          NaN   
 23           -1.712           0.000  ...           NaN      14500.0   
 24           -1.951           0.000  ...           NaN          NaN   
 25           -1.413           0.000  ...           NaN          NaN   
 26           -1.941           0.000  ...           NaN          NaN   
 27           -1.670           0.000  ...           NaN        300.0   
 28           -1.312           0.000  ...           NaN       8745.0   
 29           -2.180           0.000  ...           NaN       9000.0   
 ...             ...             ...  ...           ...          ...   
 12420        -1.938           0.000  ...           NaN          NaN   
 12421        -0.125           0.000  ...           NaN        100.0   
 12422         0.029           0.000  ...           NaN          NaN   
 12423         0.587           0.000  ...           NaN        125.0   
 12424        -0.208           0.000  ...           NaN      14525.0   
 12425        -0.677           0.000  ...           NaN          NaN   
 12426         0.009           0.000  ...           NaN       4000.0   
 12427        -0.345           0.000  ...           NaN          NaN   
 12428         0.211           0.000  ...           NaN     341211.0   
 12429         0.001           0.000  ...           NaN          NaN   
 12430        -0.305           0.000  ...           NaN      25990.0   
 12431         0.120           0.000  ...           NaN      35136.0   
 12432        -1.179           0.000  ...           NaN       3300.0   
 12433        -0.823           0.000  ...           NaN     123050.0   
 12434        -1.141           0.000  ...           NaN          NaN   
 12435        -0.383           0.000  ...           NaN      20325.0   
 12436         0.170           0.000  ...           NaN      21000.0   
 12437        -1.570           1.000  ...           NaN      29600.0   
 12438        -0.213           0.000  ...           NaN          NaN   
 12439         0.348           0.000  ...           NaN          NaN   
 12440        -1.650           0.000  ...           NaN          NaN   
 12441         0.226           0.000  ...           NaN   35746571.0   
 12442         0.336           0.000  ...           NaN      62275.0   
 12443        -0.955           1.000  ...           NaN       1000.0   
 12444        -1.919           0.000  ...           NaN          0.0   
 12445        -0.582           0.000  ...           NaN      16000.0   
 12446        -0.792           1.000  ...           NaN          NaN   
 12447        -0.154           0.000  ...           NaN          NaN   
 12448        -0.112           0.000  ...           NaN     280000.0   
 12449         0.396           0.000  ...           NaN      93200.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.828422e+10  0.174520   16.523224   10.614887   
 1             NaN     5.479653e+09  0.000000   18.260276   11.808289   
 2             NaN     6.752122e+10  2.530414   22.462239   18.421910   
 3             NaN     3.020626e+10  2.215657   24.518114   21.905149   
 4             NaN     5.146095e+10  2.450067   28.535042   24.906767   
 5             NaN     1.977345e+11  0.364401   23.365500   20.271136   
 6             NaN     1.558419e+10  4.854369   22.599184   14.404006   
 7             NaN     7.590060e+10  0.000000   21.925274   16.290713   
 8             NaN     1.823689e+10  0.333264   33.825955   26.810222   
 9             NaN     4.157720e+10  1.725490   19.748090   16.169041   
 10            NaN     3.715461e+10  0.000000   33.495881   24.510599   
 11            NaN     2.640494e+10  1.333333   23.929861   19.779101   
 12            NaN     6.958493e+09  2.379039   16.448853   11.539049   
 13            NaN     1.848308e+10  1.476209   25.949991   23.024210   
 14            NaN     1.257001e+10  1.237624   15.181620   10.103742   
 15            NaN     3.389715e+10  1.655710   28.059531   23.657956   
 16            NaN     3.389715e+10  1.655710   31.516835   27.243258   
 17            NaN     3.059599e+10  0.174165   19.134369   16.303839   
 18            NaN     2.878969e+10  1.871759   23.868507   19.889777   
 19            NaN     9.519080e+10  3.326498   24.533544   19.827208   
 20            NaN     1.700292e+11  0.000000   35.501377   31.390090   
 21            NaN     1.247084e+11  1.988072   21.899986   18.499982   
 22            NaN     1.523889e+10  0.000000   28.043385   23.411041   
 23            NaN     8.921707e+10  0.000000   22.574083   18.972811   
 24            NaN     4.401767e+10  3.315964   25.003251   21.281687   
 25            NaN     3.121484e+10  0.000000   21.445559   17.292325   
 26            NaN     7.321963e+09  1.910585   13.105737    8.719231   
 27            NaN     7.321963e+09  1.910585   35.511993   32.829203   
 28            NaN     7.198107e+10  2.797579   23.200817   19.900831   
 29            NaN     3.214427e+11  2.621232   23.160641   19.466754   
 ...           ...              ...       ...         ...         ...   
 12420         NaN     5.056250e+06       NaN   21.947671   14.135819   
 12421      385.29     7.010400e+06  0.000000   87.842669   84.466802   
 12422         NaN     4.463600e+06       NaN   80.385952   76.544482   
 12423      305.38     8.582000e+05  0.000000   98.628389   94.604471   
 12424     9547.49     5.719000e+06  0.000000   82.255060   77.951232   
 12425         NaN     2.165040e+07       NaN   70.083005   66.436399   
 12426       16.56     6.832300e+04       NaN   73.054702   68.753555   
 12427         NaN     1.513400e+06       NaN   76.966562   73.323463   
 12428   515831.03     3.116775e+07  0.000000  118.805925  115.724669   
 12429         NaN     5.030700e+01  0.000000   41.263059   31.321615   
 12430    43341.16     2.319450e+07  0.000000   78.526973   75.114761   
 12431     5370.98     1.617600e+06  0.000000  140.816541  138.075570   
 12432    38447.09     5.347760e+07  0.970874   39.784799   34.342184   
 12433    13561.91     4.812300e+06       NaN   72.257752   68.893242   
 12434         NaN     2.965600e+05  0.000000   59.615862   55.001333   
 12435     4774.54     5.561000e+06  0.000000  130.698091  128.302606   
 12436     2951.82     7.753980e+06  0.000000   82.112654   77.610760   
 12437  1748995.23     3.174330e+10  4.740379   21.055847   17.505756   
 12438         NaN     1.352860e+06       NaN   63.880725   56.888786   
 12439         NaN     2.500330e+06       NaN  102.026539   98.265066   
 12440         NaN     1.251480e+06  0.000000   30.518143   22.446269   
 12441  1283662.08     1.986510e+06       NaN   87.912801   84.283776   
 12442   165977.43     2.591121e+07       NaN  105.163662  101.316999   
 12443      441.45     4.747000e+05       NaN  125.348847  123.321198   
 12444         NaN     1.209057e+07  0.000000   69.789857   64.669589   
 12445    21154.23     3.858305e+07  0.000000   60.696302   56.320904   
 12446         NaN     5.116080e+06       NaN   80.250005   76.663406   
 12447         NaN     8.280000e+04       NaN   49.087455   42.672838   
 12448     4973.94     2.031860e+06  0.000000  154.629427  152.284212   
 12449  4336259.59     1.131790e+09  0.455970   43.611563   32.034449   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000106  0.140630  20040406  
 1     -0.000003  0.084366  20040406  
 2     -0.117887  0.092514  20040406  
 3     -0.035015  0.330415  20040406  
 4     -0.163138  0.156364  20040406  
 5      0.126847  0.470405  20040406  
 6      0.002679  0.024450  20040406  
 7      0.078096  0.157174  20040406  
 8      0.446573  0.919712  20040406  
 9      0.027624  0.231033  20040406  
 10    -0.008030  0.521008  20040406  
 11     0.566304  0.895165  20040406  
 12     0.125218  0.468721  20040406  
 13     0.374850  0.540525  20040406  
 14    -0.000003  0.074055  20040406  
 15    -0.079661  0.212030  20040406  
 16     0.548157  0.748571  20040406  
 17     0.284823  0.409711  20040406  
 18     0.029565  0.421599  20040406  
 19     0.111719  0.268664  20040406  
 20     0.354122  0.564550  20040406  
 21    -0.114275  0.127253  20040406  
 22     0.621690  0.825970  20040406  
 23     0.116543  0.419197  20040406  
 24    -0.006730  0.439493  20040406  
 25     0.270390  0.536355  20040406  
 26    -0.001219  0.233589  20040406  
 27     0.138036  0.501472  20040406  
 28     0.322388  0.468721  20040406  
 29    -0.124515  0.224168  20040406  
 ...         ...       ...       ...  
 12420 -0.000003  0.029746  20040406  
 12421  0.933999  1.113446  20040406  
 12422  1.013448  1.241478  20040406  
 12423  1.300843  1.436857  20040406  
 12424  0.891584  1.246156  20040406  
 12425  0.649840  1.032883  20040406  
 12426  1.003100  1.273405  20040406  
 12427  0.820937  1.050629  20040406  
 12428  1.107354  1.248773  20040406  
 12429  0.998938  1.283445  20040406  
 12430  0.841340  1.180153  20040406  
 12431  1.060235  1.414443  20040406  
 12432  0.390940  0.291817  20040406  
 12433  0.574474  0.898659  20040406  
 12434  0.410727  0.709217  20040406  
 12435  0.801123  1.089882  20040406  
 12436  1.086014  1.450292  20040406  
 12437  0.189480  0.340600  20040406  
 12438  0.888767  0.974789  20040406  
 12439  1.177855  1.331147  20040406  
 12440  0.148420  0.486614  20040406  
 12441  1.114801  1.299646  20040406  
 12442  1.171540  1.331908  20040406  
 12443  0.506719  0.656450  20040406  
 12444  0.010155  0.323208  20040406  
 12445  0.698584  0.981363  20040406  
 12446  0.590414  0.850149  20040406  
 12447  0.919255  1.216438  20040406  
 12448  0.940698  1.242408  20040406  
 12449  1.202391  1.321479  20040406  
 
 [12450 rows x 92 columns],
 '20040407':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.814            0.000               0.0   
 1      USA0011            -0.486            0.000               0.0   
 2      USA0031             0.197            0.000               0.0   
 3      USA0062            -2.795            0.434               0.0   
 4      USA00E2             0.169            0.000               0.0   
 5      USA00F1            -0.294            0.000               0.0   
 6      USA00G2            -1.182            0.000               0.0   
 7      USA00H1            -0.286            0.000               0.0   
 8      USA00I1             0.170            0.000               0.0   
 9      USA00J1             0.059            0.000               0.0   
 10     USA00K1             0.041            0.000               0.0   
 11     USA00P1            -0.139            0.000               0.0   
 12     USA00R1             0.339            0.000               0.0   
 13     USA00S1             0.813            0.000               0.0   
 14     USA00V1            -0.235            0.000               0.0   
 15     USA0131             0.067            1.000               0.0   
 16     USA0161             0.688            1.000               0.0   
 17     USA01I1            -0.100            0.000               0.0   
 18     USA01J2            -0.405            0.000               0.0   
 19     USA01L1             0.082            0.000               0.0   
 20     USA01P1            -0.017            0.000               0.0   
 21     USA01Q1             0.032            0.000               0.0   
 22     USA0202            -0.063            0.000               0.0   
 23     USA0231            -0.372            0.000               0.0   
 24     USA0281            -0.778            0.000               0.0   
 25     USA0291            -0.362            0.000               0.0   
 26     USA02A1            -0.403            0.000               0.0   
 27     USA02B1             2.820            0.000               0.0   
 28     USA02H1            -0.288            0.000               0.0   
 29     USA02P1            -0.244            0.145               0.0   
 ...        ...               ...              ...               ...   
 12420  USAZY41             0.864            0.000               0.0   
 12421  USAZY51             1.115            0.000               0.0   
 12422  USAZY61             0.471            0.000               0.0   
 12423  USAZY71             0.685            0.000               0.0   
 12424  USAZYI1            -2.253            0.000               0.0   
 12425  USAZYJ1             0.947            0.000               0.0   
 12426  USAZYK1             0.991            0.000               0.0   
 12427  USAZYM1            -2.139            0.000               0.0   
 12428  USAZYR1            -0.148            0.000               0.0   
 12429  USAZYS1             0.752            0.000               0.0   
 12430  USAZYT1             2.820            0.000               0.0   
 12431  USAZYV1             2.820            0.000               0.0   
 12432  USAZYX1             2.820            0.000               0.0   
 12433  USAZZ41             2.820            0.000               0.0   
 12434  USAZZ51             0.925            0.000               0.0   
 12435  USAZZ61             0.899            0.000               0.0   
 12436  USAZZ71             0.928            0.000               0.0   
 12437  USAZZ81             1.079            0.000               0.0   
 12438  USAZZ91             1.727            0.000               0.0   
 12439  USAZZA1             2.820            0.000               0.0   
 12440  USAZZB1             0.524            0.000               0.0   
 12441  USAZZD1            -2.027            0.000               0.0   
 12442  USAZZF1             0.605            0.000               0.0   
 12443  USAZZI1             1.139            0.000               0.0   
 12444  USAZZJ1             0.733            0.000               0.0   
 12445  USAZZL1            -1.703            0.000               0.0   
 12446  USAZZP1             2.820            0.000               0.0   
 12447  USAZZR1             0.957            0.000               0.0   
 12448  USAZZX1             0.768            0.000               0.0   
 12449  USAZZY1            -2.084            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.947           0.000  ...           NaN          NaN   
 1            -1.946           0.000  ...           NaN          NaN   
 2            -2.175           0.000  ...           NaN       4630.0   
 3            -2.097           0.000  ...           NaN       1720.0   
 4            -2.259           0.000  ...           NaN        152.0   
 5            -1.697           0.000  ...           NaN        197.0   
 6            -1.941           0.000  ...           NaN          NaN   
 7            -1.796           0.000  ...           NaN          NaN   
 8            -1.075           0.000  ...           NaN          NaN   
 9            -1.892           0.866  ...           NaN      27116.0   
 10           -2.047           0.000  ...           NaN          NaN   
 11           -0.842           0.000  ...           NaN          NaN   
 12           -1.708           0.000  ...           NaN          NaN   
 13           -1.198           0.000  ...           NaN      28681.0   
 14           -1.946           0.000  ...           NaN          NaN   
 15           -2.097           0.000  ...           NaN          NaN   
 16           -0.861           0.000  ...           NaN        380.0   
 17           -1.392           0.000  ...           NaN       4170.0   
 18           -1.887           0.000  ...           NaN          NaN   
 19           -1.728           0.000  ...           NaN          NaN   
 20           -1.255           0.000  ...           NaN          NaN   
 21           -2.167           1.000  ...           NaN          NaN   
 22           -0.735           0.000  ...           NaN          NaN   
 23           -1.720           0.000  ...           NaN      14500.0   
 24           -1.961           0.000  ...           NaN          NaN   
 25           -1.420           0.000  ...           NaN          NaN   
 26           -1.948           0.000  ...           NaN          NaN   
 27           -1.588           0.000  ...           NaN         20.0   
 28           -1.319           0.000  ...           NaN       8745.0   
 29           -2.187           0.000  ...           NaN       9000.0   
 ...             ...             ...  ...           ...          ...   
 12420        -1.946           0.000  ...           NaN          NaN   
 12421        -0.129           0.000  ...           NaN       1000.0   
 12422         0.031           0.000  ...           NaN          NaN   
 12423         0.585           0.000  ...           NaN       1300.0   
 12424        -0.236           0.000  ...           NaN      14756.0   
 12425        -0.676           0.000  ...           NaN          NaN   
 12426         0.008           0.000  ...           NaN        500.0   
 12427        -0.385           0.000  ...           NaN        968.0   
 12428         0.208           0.000  ...           NaN     204842.0   
 12429        -0.003           0.000  ...           NaN          NaN   
 12430        -0.277           0.000  ...           NaN      43238.0   
 12431         0.150           0.000  ...           NaN      18390.0   
 12432        -1.144           0.000  ...           NaN       3500.0   
 12433        -0.757           0.000  ...           NaN     170400.0   
 12434        -1.137           0.000  ...           NaN          NaN   
 12435        -0.384           0.000  ...           NaN     218050.0   
 12436         0.163           0.000  ...           NaN          NaN   
 12437        -1.538           1.000  ...           NaN      37700.0   
 12438        -0.216           0.000  ...           NaN          NaN   
 12439         0.457           0.000  ...           NaN      86300.0   
 12440        -1.658           0.000  ...           NaN          NaN   
 12441         0.214           0.000  ...           NaN   34385594.0   
 12442         0.341           0.000  ...           NaN       5489.0   
 12443        -0.950           1.000  ...           NaN          NaN   
 12444        -1.944           0.000  ...           NaN          0.0   
 12445        -0.641           0.000  ...           NaN       3500.0   
 12446        -0.687           1.000  ...           NaN        225.0   
 12447        -0.156           0.000  ...           NaN          NaN   
 12448        -0.113           0.000  ...           NaN      22500.0   
 12449         0.344           0.000  ...           NaN     130900.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.714570e+10  0.174520   16.055694   10.501994   
 1             NaN     5.479653e+09  0.000000   17.695603   11.539910   
 2             NaN     6.683334e+10  2.530414   21.789287   17.953598   
 3             NaN     2.984420e+10  2.215657   25.414458   22.835546   
 4             NaN     5.147426e+10  2.450067   27.756044   24.281126   
 5             NaN     1.988559e+11  0.364401   22.761716   19.768144   
 6             NaN     1.541832e+10  4.854369   21.990062   14.210720   
 7             NaN     7.481704e+10  0.000000   21.277342   15.940890   
 8             NaN     1.817077e+10  0.333264   32.925909   26.120921   
 9             NaN     4.125945e+10  1.725490   19.111698   15.715294   
 10            NaN     3.695504e+10  0.000000   32.364223   23.911920   
 11            NaN     2.610178e+10  1.333333   23.565785   19.373611   
 12            NaN     6.897734e+09  2.379039   15.993053   11.232449   
 13            NaN     1.837429e+10  1.476209   25.400916   22.479678   
 14            NaN     1.255477e+10  1.237624   14.670636    9.875617   
 15            NaN     3.341702e+10  1.655710   27.193977   23.021240   
 16            NaN     3.341702e+10  1.655710   30.748817   26.577980   
 17            NaN     3.054404e+10  0.174165   18.638521   15.913285   
 18            NaN     2.850843e+10  1.871759   23.234817   19.478638   
 19            NaN     9.593907e+10  3.326498   23.860159   19.324948   
 20            NaN     1.673369e+11  0.000000   34.422519   30.485451   
 21            NaN     1.252232e+11  1.988072   21.209623   18.042048   
 22            NaN     1.494635e+10  0.000000   27.399369   22.858944   
 23            NaN     8.908889e+10  0.000000   21.975809   18.534866   
 24            NaN     4.345947e+10  3.315964   24.445566   20.886046   
 25            NaN     3.070904e+10  0.000000   20.955607   16.936189   
 26            NaN     7.304769e+09  1.910585   12.673443    8.575545   
 27            NaN     7.304769e+09  1.910585   34.866937   32.427873   
 28            NaN     7.188390e+10  2.797579   22.576425   19.447183   
 29            NaN     3.310617e+11  2.621232   22.517380   19.073830   
 ...           ...              ...       ...         ...         ...   
 12420         NaN     5.056250e+06       NaN   21.504413   14.036644   
 12421      439.83     7.010400e+06  0.000000   86.603889   83.361739   
 12422         NaN     4.463600e+06       NaN   78.499867   74.659196   
 12423      307.45     8.582000e+05  0.000000   98.521696   94.635634   
 12424     9764.45     5.947760e+06  0.000000   79.523076   75.210856   
 12425         NaN     2.165040e+07       NaN   68.703673   65.143728   
 12426       16.47     6.832300e+04       NaN   71.595714   67.320959   
 12427      131.66     1.664740e+06       NaN   75.078844   71.481040   
 12428   353524.53     3.152600e+07  0.000000  116.127119  113.116802   
 12429         NaN     5.030700e+01  0.000000   40.220120   30.530844   
 12430    41170.33     2.220750e+07  0.000000   77.404583   73.783786   
 12431     5284.81     1.482800e+06  0.000000  138.144252  135.288432   
 12432    39067.09     5.243920e+07  0.970874   39.757588   34.373295   
 12433    14436.04     4.559520e+06       NaN   71.877900   68.429115   
 12434         NaN     2.965600e+05  0.000000   57.933446   53.509251   
 12435     4630.92     5.561000e+06  0.000000  127.775659  125.450247   
 12436         NaN     7.753980e+06  0.000000   80.273987   75.684125   
 12437  1778301.27     3.115191e+10  4.740379   20.669415   17.172262   
 12438         NaN     1.352860e+06       NaN   62.413221   55.588070   
 12439     7629.80     1.848070e+06       NaN  100.130105   96.281227   
 12440         NaN     1.251480e+06  0.000000   29.667848   21.919446   
 12441  1321169.66     2.116065e+06       NaN   86.873589   83.269387   
 12442   158827.42     2.591121e+07       NaN  103.302058   99.526595   
 12443         NaN     4.747000e+05       NaN  122.238375  120.251236   
 12444         NaN     1.230007e+07  0.000000   68.081970   63.126051   
 12445    18801.50     4.063625e+07  0.000000   59.565069   55.363852   
 12446      649.03     4.263400e+06       NaN   79.811101   76.123947   
 12447         NaN     8.280000e+04       NaN   47.924783   41.609922   
 12448     4994.39     2.031860e+06  0.000000  151.118372  148.764225   
 12449  4439118.55     1.158966e+09  0.455970   42.415458   31.375053   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000104  0.122629  20040407  
 1     -0.000003  0.071164  20040407  
 2     -0.117457  0.095470  20040407  
 3     -0.077048  0.237264  20040407  
 4     -0.160052  0.160155  20040407  
 5      0.127871  0.459971  20040407  
 6      0.002896 -0.000824  20040407  
 7      0.077293  0.156705  20040407  
 8      0.446976  0.929544  20040407  
 9      0.027664  0.226812  20040407  
 10    -0.051428  0.485315  20040407  
 11     0.566266  0.893628  20040407  
 12     0.122424  0.469087  20040407  
 13     0.383728  0.565130  20040407  
 14    -0.000003  0.065706  20040407  
 15    -0.077103  0.206049  20040407  
 16     0.556371  0.753868  20040407  
 17     0.284361  0.409638  20040407  
 18     0.030267  0.401751  20040407  
 19     0.112098  0.271155  20040407  
 20     0.354299  0.573354  20040407  
 21    -0.113037  0.117076  20040407  
 22     0.621392  0.828786  20040407  
 23     0.116118  0.406232  20040407  
 24    -0.007407  0.417439  20040407  
 25     0.270000  0.532990  20040407  
 26    -0.001054  0.220089  20040407  
 27     0.183997  0.607482  20040407  
 28     0.321869  0.461171  20040407  
 29    -0.123250  0.220263  20040407  
 ...         ...       ...       ...  
 12420 -0.000003  0.044927  20040407  
 12421  0.931925  1.141584  20040407  
 12422  1.014024  1.271810  20040407  
 12423  1.298086  1.408670  20040407  
 12424  0.877066  1.219763  20040407  
 12425  0.651214  1.054907  20040407  
 12426  1.002290  1.298714  20040407  
 12427  0.800824  0.998116  20040407  
 12428  1.104561  1.268903  20040407  
 12429  0.996536  1.308115  20040407  
 12430  0.855964  1.240015  20040407  
 12431  1.074883  1.436540  20040407  
 12432  0.411519  0.410603  20040407  
 12433  0.609882  0.984429  20040407  
 12434  0.415104  0.756052  20040407  
 12435  0.801188  1.122418  20040407  
 12436  1.081474  1.450089  20040407  
 12437  0.209286  0.383109  20040407  
 12438  0.887199  1.030093  20040407  
 12439  1.232624  1.481555  20040407  
 12440  0.147755  0.500329  20040407  
 12441  1.107763  1.227897  20040407  
 12442  1.172771  1.373103  20040407  
 12443  0.510717  0.696583  20040407  
 12444  0.001194  0.345115  20040407  
 12445  0.669124  0.943103  20040407  
 12446  0.645834  0.952891  20040407  
 12447  0.917893  1.245650  20040407  
 12448  0.940037  1.280936  20040407  
 12449  1.174239  1.245112  20040407  
 
 [12450 rows x 92 columns],
 '20040408':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.227            0.000               0.0   
 1      USA0011            -0.196            0.000               0.0   
 2      USA0031            -0.439            0.000               0.0   
 3      USA0062             0.208            0.434               0.0   
 4      USA00E2            -0.094            0.000               0.0   
 5      USA00F1             0.494            0.000               0.0   
 6      USA00G2            -0.401            0.000               0.0   
 7      USA00H1            -0.041            0.000               0.0   
 8      USA00I1             0.925            0.000               0.0   
 9      USA00J1             0.290            0.000               0.0   
 10     USA00K1             1.363            0.000               0.0   
 11     USA00P1             0.654            0.000               0.0   
 12     USA00R1             0.011            0.000               0.0   
 13     USA00S1            -0.255            0.000               0.0   
 14     USA00V1            -0.300            0.000               0.0   
 15     USA0131            -0.147            1.000               0.0   
 16     USA0161            -0.328            1.000               0.0   
 17     USA01I1             0.136            0.000               0.0   
 18     USA01J2             0.223            0.000               0.0   
 19     USA01L1             1.192            0.000               0.0   
 20     USA01P1             0.666            0.000               0.0   
 21     USA01Q1             0.430            0.000               0.0   
 22     USA0202             0.046            0.000               0.0   
 23     USA0231             0.999            0.000               0.0   
 24     USA0281             0.051            0.000               0.0   
 25     USA0291             0.861            0.000               0.0   
 26     USA02A1             0.022            0.000               0.0   
 27     USA02B1            -0.142            0.000               0.0   
 28     USA02H1             0.021            0.000               0.0   
 29     USA02P1             0.344            0.145               0.0   
 ...        ...               ...              ...               ...   
 12421  USAZY41            -0.518            0.000               0.0   
 12422  USAZY51            -0.347            0.000               0.0   
 12423  USAZY61            -1.296            0.000               0.0   
 12424  USAZY71            -0.487            0.000               0.0   
 12425  USAZYI1             2.751            0.000               0.0   
 12426  USAZYJ1            -0.716            0.000               0.0   
 12427  USAZYK1            -0.585            0.000               0.0   
 12428  USAZYM1            -0.900            0.000               0.0   
 12429  USAZYR1            -2.488            0.000               0.0   
 12430  USAZYS1             0.103            0.000               0.0   
 12431  USAZYT1            -2.822            0.000               0.0   
 12432  USAZYV1            -2.487            0.000               0.0   
 12433  USAZYX1            -1.267            0.000               0.0   
 12434  USAZZ41            -0.403            0.000               0.0   
 12435  USAZZ51             0.101            0.000               0.0   
 12436  USAZZ61            -0.018            0.000               0.0   
 12437  USAZZ71            -2.703            0.000               0.0   
 12438  USAZZ81             0.248            0.000               0.0   
 12439  USAZZ91            -0.056            0.000               0.0   
 12440  USAZZA1             0.138            0.000               0.0   
 12441  USAZZB1            -0.154            0.000               0.0   
 12442  USAZZD1             2.751            0.000               0.0   
 12443  USAZZF1             2.751            0.000               0.0   
 12444  USAZZI1            -0.072            0.000               0.0   
 12445  USAZZJ1             0.774            0.000               0.0   
 12446  USAZZL1            -0.342            0.000               0.0   
 12447  USAZZP1            -0.194            0.000               0.0   
 12448  USAZZR1             0.129            0.000               0.0   
 12449  USAZZX1             0.494            0.000               0.0   
 12450  USAZZY1             1.319            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.947           0.000  ...           NaN          NaN   
 1            -1.947           0.000  ...           NaN          NaN   
 2            -2.177           0.000  ...           NaN       4630.0   
 3            -2.135           0.000  ...           NaN          NaN   
 4            -2.261           0.000  ...           NaN        152.0   
 5            -1.694           0.000  ...           NaN        197.0   
 6            -1.941           0.000  ...           NaN          NaN   
 7            -1.797           0.000  ...           NaN          NaN   
 8            -1.074           0.000  ...           NaN          NaN   
 9            -1.893           0.866  ...           NaN      27116.0   
 10           -2.047           0.000  ...           NaN          NaN   
 11           -0.848           0.000  ...           NaN          NaN   
 12           -1.712           0.000  ...           NaN          NaN   
 13           -1.193           0.000  ...           NaN          NaN   
 14           -1.947           0.000  ...           NaN          NaN   
 15           -2.097           0.000  ...           NaN          NaN   
 16           -0.861           0.000  ...           NaN         20.0   
 17           -1.384           0.000  ...           NaN       4170.0   
 18           -1.888           0.000  ...           NaN          NaN   
 19           -1.728           0.000  ...           NaN          NaN   
 20           -1.255           0.000  ...           NaN          NaN   
 21           -2.175           1.000  ...           NaN          NaN   
 22           -0.734           0.000  ...           NaN          NaN   
 23           -1.724           0.000  ...           NaN      14500.0   
 24           -1.964           0.000  ...           NaN          NaN   
 25           -1.423           0.000  ...           NaN          NaN   
 26           -1.949           0.000  ...           NaN          NaN   
 27           -1.598           0.000  ...           NaN        125.0   
 28           -1.320           0.000  ...           NaN       8745.0   
 29           -2.188           0.000  ...           NaN       9000.0   
 ...             ...             ...  ...           ...          ...   
 12421        -1.947           0.000  ...           NaN          NaN   
 12422        -0.130           0.000  ...           NaN          NaN   
 12423         0.032           0.000  ...           NaN          NaN   
 12424         0.584           0.000  ...           NaN        600.0   
 12425        -0.220           0.000  ...           NaN      44786.0   
 12426        -0.677           0.000  ...           NaN          NaN   
 12427         0.007           0.000  ...           NaN       4075.0   
 12428        -0.385           0.000  ...           NaN          NaN   
 12429         0.188           0.000  ...           NaN     190850.0   
 12430        -0.009           0.000  ...           NaN          NaN   
 12431        -0.323           0.000  ...           NaN      26145.0   
 12432         0.117           0.000  ...           NaN      44740.0   
 12433        -1.133           0.000  ...           NaN        600.0   
 12434        -0.746           0.000  ...           NaN     210164.0   
 12435        -1.142           0.000  ...           NaN          NaN   
 12436        -0.370           0.000  ...           NaN     282530.0   
 12437         0.134           0.000  ...           NaN      32200.0   
 12438        -1.539           1.000  ...           NaN      27700.0   
 12439        -0.218           0.000  ...           NaN          NaN   
 12440         0.454           0.000  ...           NaN          NaN   
 12441        -1.664           0.000  ...           NaN          NaN   
 12442         0.238           0.000  ...           NaN   41712172.0   
 12443         0.357           0.000  ...           NaN      23101.0   
 12444        -0.953           1.000  ...           NaN          NaN   
 12445        -1.955           0.000  ...           NaN          0.0   
 12446        -0.648           0.000  ...           NaN       1000.0   
 12447        -0.688           1.000  ...           NaN          NaN   
 12448        -0.160           0.000  ...           NaN          NaN   
 12449        -0.123           0.000  ...           NaN          NaN   
 12450         0.370           0.000  ...           NaN     123900.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.730549e+10  0.174520   16.187949   10.436716   
 1             NaN     5.348888e+09  0.000000   17.870735   11.555474   
 2             NaN     6.616110e+10  2.530414   22.012783   17.980156   
 3             NaN     2.987868e+10  2.215657   25.274338   22.821687   
 4             NaN     5.074177e+10  2.450067   27.831159   24.160727   
 5             NaN     1.989080e+11  0.364401   22.818202   19.661871   
 6             NaN     1.518926e+10  4.854369   22.133192   14.160343   
 7             NaN     7.516533e+10  0.000000   21.415271   15.856917   
 8             NaN     1.831035e+10  0.333264   33.215552   26.047441   
 9             NaN     4.157720e+10  1.725490   19.167993   15.606022   
 10            NaN     3.745398e+10  0.000000   32.722959   23.889920   
 11            NaN     2.633956e+10  1.333333   23.901337   19.365502   
 12            NaN     6.807149e+09  2.379039   16.219970   11.332123   
 13            NaN     1.836247e+10  1.476209   25.424764   22.380804   
 14            NaN     1.244050e+10  1.237624   14.847832    9.893493   
 15            NaN     3.308894e+10  1.655710   27.244723   22.895936   
 16            NaN     3.308894e+10  1.655710   30.847118   26.492970   
 17            NaN     3.034921e+10  0.174165   18.616529   15.777673   
 18            NaN     2.846676e+10  1.871759   23.293308   19.371896   
 19            NaN     9.614217e+10  3.326498   24.185075   19.291840   
 20            NaN     1.667156e+11  0.000000   34.473085   30.391507   
 21            NaN     1.256155e+11  1.988072   21.275288   17.926671   
 22            NaN     1.513251e+10  0.000000   27.478608   22.758517   
 23            NaN     9.134495e+10  0.000000   22.233322   18.517637   
 24            NaN     4.329002e+10  3.315964   24.439035   20.800998   
 25            NaN     3.121484e+10  0.000000   21.178588   16.883777   
 26            NaN     7.290440e+09  1.910585   12.812634    8.571626   
 27            NaN     7.290440e+09  1.910585   34.812782   32.324436   
 28            NaN     7.162155e+10  2.797579   22.611951   19.354320   
 29            NaN     3.311672e+11  2.621232   22.544252   18.927909   
 ...           ...              ...       ...         ...         ...   
 12421         NaN     5.056250e+06       NaN   21.617389   13.990964   
 12422         NaN     7.010400e+06  0.000000   85.394639   81.938078   
 12423         NaN     4.463600e+06       NaN   77.486068   73.306343   
 12424      308.40     8.582000e+05  0.000000   98.713012   94.578508   
 12425    10541.53     5.032720e+06  0.000000   81.213432   76.602767   
 12426         NaN     2.165040e+07       NaN   67.552769   63.736600   
 12427       16.31     6.832300e+04       NaN   67.632019   62.805401   
 12428         NaN     1.664740e+06       NaN   78.026877   74.569031   
 12429   254666.12     3.260075e+07  0.000000  115.737042  112.464208   
 12430         NaN     5.030700e+01  0.000000   40.626914   30.327916   
 12431    39784.10     2.516850e+07  0.000000   79.591571   76.126793   
 12432     5530.37     1.752400e+06  0.000000  138.294298  135.446977   
 12433    38803.45     5.217960e+07  0.970874   39.753788   34.215626   
 12434    15700.83     4.526952e+06       NaN   70.216541   66.381763   
 12435         NaN     2.965600e+05  0.000000   58.006856   53.191750   
 12436     4746.27     5.561000e+06  0.000000  127.266110  124.762174   
 12437     3156.73     8.350440e+06  0.000000   81.301285   76.529419   
 12438  1772447.68     3.130526e+10  4.740379   20.691353   17.119786   
 12439         NaN     1.352860e+06       NaN   62.383139   55.214292   
 12440         NaN     1.848070e+06       NaN   96.047479   91.524158   
 12441         NaN     1.251480e+06  0.000000   30.065050   21.872464   
 12442  1324847.13     2.159250e+05       NaN   87.382559   83.519505   
 12443   154778.21     2.350595e+07       NaN  102.855102   98.717714   
 12444         NaN     4.747000e+05       NaN  121.465914  119.385706   
 12445         NaN     1.224306e+07  0.000000   68.014797   62.801001   
 12446    18098.77     4.063625e+07  0.000000   59.378198   55.039975   
 12447         NaN     4.263400e+06       NaN   78.023572   74.139624   
 12448         NaN     8.280000e+04       NaN   47.901670   41.049775   
 12449         NaN     2.031860e+06  0.000000  150.350914  147.830168   
 12450  4570598.14     1.121909e+09  0.455970   43.090890   31.352147   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000105  0.134034  20040408  
 1     -0.000005  0.074123  20040408  
 2     -0.117806  0.081188  20040408  
 3     -0.096299  0.237411  20040408  
 4     -0.160997  0.151992  20040408  
 5      0.129918  0.471946  20040408  
 6      0.002960  0.003050  20040408  
 7      0.077148  0.157356  20040408  
 8      0.447614  0.942238  20040408  
 9      0.027604  0.230040  20040408  
 10    -0.051453  0.514840  20040408  
 11     0.563426  0.903049  20040408  
 12     0.120445  0.463310  20040408  
 13     0.386696  0.554142  20040408  
 14    -0.000005  0.061137  20040408  
 15    -0.076791  0.197944  20040408  
 16     0.556876  0.737648  20040408  
 17     0.288896  0.412067  20040408  
 18     0.030214  0.407345  20040408  
 19     0.112233  0.289505  20040408  
 20     0.354886  0.585202  20040408  
 21    -0.116842  0.122296  20040408  
 22     0.622175  0.824213  20040408  
 23     0.114565  0.426131  20040408  
 24    -0.008444  0.419667  20040408  
 25     0.268506  0.550036  20040408  
 26    -0.001041  0.225546  20040408  
 27     0.179131  0.576583  20040408  
 28     0.321774  0.463841  20040408  
 29    -0.123448  0.228436  20040408  
 ...         ...       ...       ...  
 12421 -0.000005  0.027728  20040408  
 12422  0.931907  1.112805  20040408  
 12423  1.015098  1.239637  20040408  
 12424  1.297721  1.378125  20040408  
 12425  0.885412  1.319409  20040408  
 12426  0.651257  1.030835  20040408  
 12427  1.002124  1.293518  20040408  
 12428  0.800862  0.956530  20040408  
 12429  1.094724  1.222651  20040408  
 12430  0.993608  1.298747  20040408  
 12431  0.832660  1.109877  20040408  
 12432  1.058374  1.339625  20040408  
 12433  0.417259  0.341110  20040408  
 12434  0.615910  0.977614  20040408  
 12435  0.412617  0.734550  20040408  
 12436  0.808602  1.102275  20040408  
 12437  1.067130  1.366924  20040408  
 12438  0.209099  0.373076  20040408  
 12439  0.886821  0.994139  20040408  
 12440  1.231181  1.533765  20040408  
 12441  0.144991  0.498676  20040408  
 12442  1.120392  1.325916  20040408  
 12443  1.181754  1.436453  20040408  
 12444  0.509763  0.686767  20040408  
 12445 -0.003985  0.348775  20040408  
 12446  0.665983  0.940416  20040408  
 12447  0.645663  0.931870  20040408  
 12448  0.916175  1.232346  20040408  
 12449  0.935588  1.270728  20040408  
 12450  1.188163  1.335751  20040408  
 
 [12451 rows x 92 columns],
 '20040412':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.196            0.000               0.0   
 1      USA0011            -1.735            0.000               0.0   
 2      USA0031             2.655            0.000               0.0   
 3      USA0062            -0.132            0.434               0.0   
 4      USA00E2            -0.573            0.000               0.0   
 5      USA00F1            -0.014            0.000               0.0   
 6      USA00G2            -0.085            0.000               0.0   
 7      USA00H1             0.012            0.000               0.0   
 8      USA00I1            -0.286            0.000               0.0   
 9      USA00J1            -0.390            0.000               0.0   
 10     USA00K1            -0.414            0.000               0.0   
 11     USA00P1            -0.183            0.000               0.0   
 12     USA00R1            -0.338            0.000               0.0   
 13     USA00S1            -0.505            0.000               0.0   
 14     USA00V1            -0.050            0.000               0.0   
 15     USA0131             0.077            1.000               0.0   
 16     USA0161             0.679            1.000               0.0   
 17     USA01I1             0.514            0.000               0.0   
 18     USA01J2             0.106            0.000               0.0   
 19     USA01L1             0.994            0.000               0.0   
 20     USA01P1            -0.348            0.000               0.0   
 21     USA01Q1            -0.413            0.000               0.0   
 22     USA0202            -0.046            0.000               0.0   
 23     USA0231            -0.478            0.000               0.0   
 24     USA0281             0.289            0.000               0.0   
 25     USA0291            -0.100            0.000               0.0   
 26     USA02A1            -0.409            0.000               0.0   
 27     USA02B1             0.063            0.000               0.0   
 28     USA02H1            -0.145            0.000               0.0   
 29     USA02P1             0.202            0.145               0.0   
 ...        ...               ...              ...               ...   
 12420  USAZY41            -0.048            0.000               0.0   
 12421  USAZY51             0.721            0.000               0.0   
 12422  USAZY61             0.195            0.000               0.0   
 12423  USAZY71            -2.669            0.000               0.0   
 12424  USAZYI1             2.655            0.000               0.0   
 12425  USAZYJ1            -2.669            0.000               0.0   
 12426  USAZYK1             1.090            0.000               0.0   
 12427  USAZYM1             0.483            0.000               0.0   
 12428  USAZYR1             2.655            0.000               0.0   
 12429  USAZYS1             0.222            0.000               0.0   
 12430  USAZYT1             2.655            0.000               0.0   
 12431  USAZYV1             2.655            0.000               0.0   
 12432  USAZYX1            -2.669            0.000               0.0   
 12433  USAZZ41            -2.669            0.000               0.0   
 12434  USAZZ51            -0.003            0.000               0.0   
 12435  USAZZ61             0.535            0.000               0.0   
 12436  USAZZ71             0.311            0.000               0.0   
 12437  USAZZ81             0.071            0.000               0.0   
 12438  USAZZ91             1.770            0.000               0.0   
 12439  USAZZA1             2.655            0.000               0.0   
 12440  USAZZB1            -0.519            0.000               0.0   
 12441  USAZZD1            -2.669            0.000               0.0   
 12442  USAZZF1             1.873            0.000               0.0   
 12443  USAZZI1            -0.150            0.000               0.0   
 12444  USAZZJ1             0.643            0.000               0.0   
 12445  USAZZL1             2.655            0.000               0.0   
 12446  USAZZP1             0.198            0.000               0.0   
 12447  USAZZR1             0.212            0.000               0.0   
 12448  USAZZX1             0.520            0.000               0.0   
 12449  USAZZY1             2.270            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.938           0.000  ...           NaN          NaN   
 1            -1.937           0.000  ...           NaN          NaN   
 2            -2.210           0.000  ...           NaN       1200.0   
 3            -2.125           0.000  ...           NaN          NaN   
 4            -2.249           0.000  ...           NaN        152.0   
 5            -1.687           0.000  ...           NaN        197.0   
 6            -1.932           0.000  ...           NaN          NaN   
 7            -1.788           0.000  ...           NaN          NaN   
 8            -1.074           0.000  ...           NaN          NaN   
 9            -1.884           0.866  ...           NaN      27116.0   
 10           -2.038           0.000  ...           NaN          NaN   
 11           -0.847           0.000  ...           NaN          NaN   
 12           -1.702           0.000  ...           NaN          NaN   
 13           -1.179           0.000  ...           NaN      38813.0   
 14           -1.937           0.000  ...           NaN          NaN   
 15           -2.088           0.000  ...           NaN          NaN   
 16           -0.859           0.000  ...           NaN          NaN   
 17           -1.379           0.000  ...           NaN       4170.0   
 18           -1.879           0.000  ...           NaN          NaN   
 19           -1.722           0.000  ...           NaN          NaN   
 20           -1.253           0.000  ...           NaN          NaN   
 21           -2.164           1.000  ...           NaN          NaN   
 22           -0.736           0.000  ...           NaN          NaN   
 23           -1.716           0.000  ...           NaN      14500.0   
 24           -1.953           0.000  ...           NaN          NaN   
 25           -1.419           0.000  ...           NaN          NaN   
 26           -1.940           0.000  ...           NaN          NaN   
 27           -1.590           0.000  ...           NaN          NaN   
 28           -1.316           0.000  ...           NaN       8745.0   
 29           -2.176           0.000  ...           NaN       9000.0   
 ...             ...             ...  ...           ...          ...   
 12420        -1.937           0.000  ...           NaN          NaN   
 12421        -0.133           0.000  ...           NaN        100.0   
 12422         0.016           0.000  ...           NaN          NaN   
 12423         0.606           0.000  ...           NaN       5000.0   
 12424        -0.300           0.000  ...           NaN      97950.0   
 12425        -0.422           0.000  ...           NaN        100.0   
 12426         0.006           0.000  ...           NaN     304595.0   
 12427        -0.385           0.000  ...           NaN          NaN   
 12428         0.049           0.000  ...           NaN    1776038.0   
 12429        -0.012           0.000  ...           NaN          NaN   
 12430        -0.386           0.000  ...           NaN       3243.0   
 12431         0.071           0.000  ...           NaN      11800.0   
 12432        -1.122           0.000  ...           NaN       1000.0   
 12433        -0.714           0.000  ...           NaN      42500.0   
 12434        -1.140           0.000  ...           NaN          NaN   
 12435        -0.366           0.000  ...           NaN     282343.0   
 12436         0.131           0.000  ...           NaN          NaN   
 12437        -1.542           1.000  ...           NaN      65200.0   
 12438        -0.216           0.000  ...           NaN          NaN   
 12439         0.397           0.000  ...           NaN        100.0   
 12440        -1.656           0.000  ...           NaN          NaN   
 12441         0.289           0.000  ...           NaN   91626720.0   
 12442         0.342           0.000  ...           NaN      53825.0   
 12443        -0.951           1.000  ...           NaN          NaN   
 12444        -1.945           0.000  ...           NaN          0.0   
 12445        -0.682           0.000  ...           NaN       1450.0   
 12446        -0.690           1.000  ...           NaN          NaN   
 12447        -0.160           0.000  ...           NaN          NaN   
 12448        -0.128           0.000  ...           NaN     275000.0   
 12449         0.271           0.000  ...           NaN     268700.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.814440e+10  0.174520   16.370770   10.455429   
 1             NaN     5.292846e+09  0.000000   18.671940   11.857542   
 2             NaN     6.441014e+10  2.530414   23.116570   18.850925   
 3             NaN     3.018040e+10  2.215657   25.146148   22.627887   
 4             NaN     5.100813e+10  2.450067   27.793293   24.157051   
 5             NaN     2.002120e+11  0.364401   22.527356   19.405534   
 6             NaN     1.508657e+10  4.854369   22.362799   14.043805   
 7             NaN     7.591350e+10  0.000000   21.473052   15.761666   
 8             NaN     1.837646e+10  0.333264   32.981203   25.862834   
 9             NaN     4.151202e+10  1.725490   19.125308   15.455470   
 10            NaN     3.796955e+10  0.000000   32.714788   23.708869   
 11            NaN     2.645250e+10  1.333333   23.489839   19.170249   
 12            NaN     6.866803e+09  2.379039   16.234762   11.361765   
 13            NaN     1.852093e+10  1.476209   25.210555   22.244176   
 14            NaN     1.259286e+10  1.237624   14.984719    9.817204   
 15            NaN     3.372911e+10  1.655710   27.174749   22.651058   
 16            NaN     3.372911e+10  1.655710   30.626279   26.310168   
 17            NaN     3.079081e+10  0.174165   18.371755   15.689711   
 18            NaN     2.908138e+10  1.871759   23.208811   19.201406   
 19            NaN     9.777768e+10  3.326498   24.440360   19.282683   
 20            NaN     1.666466e+11  0.000000   34.240303   30.052867   
 21            NaN     1.246594e+11  1.988072   21.182027   17.666165   
 22            NaN     1.518570e+10  0.000000   27.246321   22.574885   
 23            NaN     9.175515e+10  0.000000   22.135234   18.370385   
 24            NaN     4.391799e+10  3.315964   24.396708   20.641309   
 25            NaN     3.150386e+10  0.000000   21.038480   16.775105   
 26            NaN     7.290440e+09  1.910585   13.030571    8.646887   
 27            NaN     7.290440e+09  1.910585   34.500048   32.015780   
 28            NaN     7.102884e+10  2.797579   22.556157   19.200255   
 29            NaN     3.333813e+11  2.621232   22.548413   18.701788   
 ...           ...              ...       ...         ...         ...   
 12420         NaN     5.056250e+06       NaN   21.802685   13.906775   
 12421      442.11     7.010400e+06  0.000000   86.095155   82.574501   
 12422         NaN     4.463600e+06       NaN   78.128914   74.105904   
 12423      333.47     1.103400e+06  0.000000   98.589109   94.332069   
 12424    10425.73     4.232060e+06  0.000000   82.205207   77.788852   
 12425       61.39     3.608400e+07       NaN   73.180341   69.404136   
 12426       30.64     6.832300e+04       NaN   68.161171   63.406756   
 12427         NaN     1.664740e+06       NaN   78.184150   74.711822   
 12428   250253.98     2.436100e+07  0.000000  118.518580  115.450819   
 12429         NaN     5.030700e+01  0.000000   40.462275   30.090289   
 12430    38958.60     2.270100e+07  0.000000   80.103830   76.814780   
 12431     5526.46     1.482800e+06  0.000000  138.188003  135.241221   
 12432    40443.55     5.295840e+07  0.970874   41.837591   35.319362   
 12433    15819.29     4.722360e+06       NaN   71.259327   67.392149   
 12434         NaN     2.965600e+05  0.000000   57.687965   52.711876   
 12435     4116.56     5.561000e+06  0.000000  126.353068  123.827666   
 12436         NaN     8.350440e+06  0.000000   81.616309   77.201990   
 12437  1793261.15     3.130526e+10  4.740379   20.655242   17.065051   
 12438         NaN     1.352860e+06       NaN   62.453782   54.988151   
 12439     5354.17     1.521940e+06       NaN   95.984300   91.462362   
 12440         NaN     1.251480e+06  0.000000   30.080225   21.685398   
 12441  1492503.91     2.072880e+06       NaN   80.815935   76.359476   
 12442   130975.05     2.295930e+07       NaN   99.498522   95.191425   
 12443         NaN     4.747000e+05       NaN  119.068350  116.921183   
 12444         NaN     1.230569e+07  0.000000   67.902603   62.384817   
 12445    15446.45     3.849750e+07  0.000000   59.959887   55.517149   
 12446         NaN     4.263400e+06       NaN   75.545256   71.742500   
 12447         NaN     8.280000e+04       NaN   47.419429   40.591584   
 12448     2990.98     2.031860e+06  0.000000  149.252011  146.766913   
 12449  5028874.15     1.053353e+09  0.455970   44.052702   32.567268   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000105  0.140002  20040412  
 1     -0.000004  0.042857  20040412  
 2     -0.140734  0.132818  20040412  
 3     -0.096846  0.245369  20040412  
 4     -0.160985  0.148046  20040412  
 5      0.129109  0.469301  20040412  
 6      0.002818  0.005224  20040412  
 7      0.077232  0.157021  20040412  
 8      0.445533  0.925450  20040412  
 9      0.027417  0.216792  20040412  
 10    -0.051865  0.497527  20040412  
 11     0.562224  0.894611  20040412  
 12     0.121294  0.470557  20040412  
 13     0.391014  0.548137  20040412  
 14    -0.000004  0.066014  20040412  
 15    -0.077516  0.205434  20040412  
 16     0.556252  0.754348  20040412  
 17     0.287810  0.402473  20040412  
 18     0.029861  0.412867  20040412  
 19     0.111245  0.295087  20040412  
 20     0.353146  0.569515  20040412  
 21    -0.116836  0.111891  20040412  
 22     0.619706  0.822271  20040412  
 23     0.114335  0.405825  20040412  
 24    -0.007880  0.427555  20040412  
 25     0.267383  0.538064  20040412  
 26    -0.001123  0.218757  20040412  
 27     0.179293  0.581569  20040412  
 28     0.320573  0.461591  20040412  
 29    -0.123239  0.237610  20040412  
 ...         ...       ...       ...  
 12420 -0.000004  0.037968  20040412  
 12421  0.930817  1.133174  20040412  
 12422  1.007594  1.256148  20040412  
 12423  1.311772  1.353884  20040412  
 12424  0.844411  1.284976  20040412  
 12425  0.781426  1.090429  20040412  
 12426  1.002417  1.319861  20040412  
 12427  0.800495  0.976819  20040412  
 12428  1.024271  1.254171  20040412  
 12429  0.993145  1.305969  20040412  
 12430  0.800291  1.134551  20040412  
 12431  1.035940  1.417509  20040412  
 12432  0.420571  0.295203  20040412  
 12433  0.630907  0.941070  20040412  
 12434  0.411382  0.734410  20040412  
 12435  0.810556  1.117742  20040412  
 12436  1.066922  1.371674  20040412  
 12437  0.203792  0.364919  20040412  
 12438  0.887570  1.032703  20040412  
 12439  1.203789  1.558789  20040412  
 12440  0.144900  0.478468  20040412  
 12441  1.148532  1.367021  20040412  
 12442  1.175745  1.512177  20040412  
 12443  0.508725  0.691027  20040412  
 12444 -0.003869  0.363287  20040412  
 12445  0.647407  0.971327  20040412  
 12446  0.643520  0.968215  20040412  
 12447  0.916450  1.231427  20040412  
 12448  0.933150  1.288305  20040412  
 12449  1.139023  1.332763  20040412  
 
 [12450 rows x 92 columns],
 '20040413':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.182            0.000               0.0   
 1      USA0011            -0.589            0.000               0.0   
 2      USA0031             0.425            0.000               0.0   
 3      USA0062             0.644            0.434               0.0   
 4      USA00E2             0.474            0.000               0.0   
 5      USA00F1             0.179            0.000               0.0   
 6      USA00G2             0.487            0.000               0.0   
 7      USA00H1             0.237            0.000               0.0   
 8      USA00I1             0.459            0.000               0.0   
 9      USA00J1             0.513            0.000               0.0   
 10     USA00K1             1.151            0.000               0.0   
 11     USA00P1            -0.296            0.000               0.0   
 12     USA00R1             0.397            0.000               0.0   
 13     USA00S1            -0.275            0.000               0.0   
 14     USA00V1            -0.098            0.000               0.0   
 15     USA0131             0.635            1.000               0.0   
 16     USA0161            -1.815            1.000               0.0   
 17     USA01I1             0.005            0.000               0.0   
 18     USA01J2             0.274            0.000               0.0   
 19     USA01L1             0.066            0.000               0.0   
 20     USA01P1             0.075            0.000               0.0   
 21     USA01Q1             0.650            0.000               0.0   
 22     USA0202            -0.596            0.000               0.0   
 23     USA0231             0.467            0.000               0.0   
 24     USA0281             0.521            0.000               0.0   
 25     USA0291             0.232            0.000               0.0   
 26     USA02A1             0.364            0.000               0.0   
 27     USA02B1             0.528            0.000               0.0   
 28     USA02H1            -0.579            0.000               0.0   
 29     USA02P1             0.531            0.145               0.0   
 ...        ...               ...              ...               ...   
 12419  USAZY41            -0.188            0.000               0.0   
 12420  USAZY51            -1.215            0.000               0.0   
 12421  USAZY61            -0.824            0.000               0.0   
 12422  USAZY71             2.818            0.000               0.0   
 12423  USAZYI1            -2.367            0.000               0.0   
 12424  USAZYJ1            -1.598            0.000               0.0   
 12425  USAZYK1            -1.263            0.000               0.0   
 12426  USAZYM1            -2.631            0.000               0.0   
 12427  USAZYR1             2.818            0.000               0.0   
 12428  USAZYS1            -0.732            0.000               0.0   
 12429  USAZYT1            -0.989            0.000               0.0   
 12430  USAZYV1            -1.211            0.000               0.0   
 12431  USAZYX1            -2.185            0.000               0.0   
 12432  USAZZ41            -1.971            0.000               0.0   
 12433  USAZZ51             0.028            0.000               0.0   
 12434  USAZZ61             2.818            0.000               0.0   
 12435  USAZZ71            -0.861            0.000               0.0   
 12436  USAZZ81             0.782            0.000               0.0   
 12437  USAZZ91            -0.766            0.000               0.0   
 12438  USAZZA1            -1.121            0.000               0.0   
 12439  USAZZB1             0.214            0.000               0.0   
 12440  USAZZD1             2.818            0.000               0.0   
 12441  USAZZF1             2.165            0.000               0.0   
 12442  USAZZI1            -0.550            0.000               0.0   
 12443  USAZZJ1            -2.192            0.000               0.0   
 12444  USAZZL1            -0.719            0.000               0.0   
 12445  USAZZP1            -2.679            0.000               0.0   
 12446  USAZZR1            -0.692            0.000               0.0   
 12447  USAZZX1            -1.054            0.000               0.0   
 12448  USAZZY1            -0.587            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.952           0.000  ...           NaN          NaN   
 1            -1.952           0.000  ...           NaN          NaN   
 2            -2.241           0.000  ...           NaN       1200.0   
 3            -2.121           0.000  ...           NaN          NaN   
 4            -2.250           0.000  ...           NaN        152.0   
 5            -1.699           0.000  ...           NaN        197.0   
 6            -1.946           0.000  ...           NaN          NaN   
 7            -1.809           0.000  ...           NaN          NaN   
 8            -1.106           0.000  ...           NaN          NaN   
 9            -1.900           0.866  ...           NaN      27116.0   
 10           -2.045           0.000  ...           NaN          NaN   
 11           -0.855           0.000  ...           NaN          NaN   
 12           -1.711           0.000  ...           NaN          NaN   
 13           -1.221           0.000  ...           NaN      49172.0   
 14           -1.952           0.000  ...           NaN          NaN   
 15           -2.088           0.000  ...           NaN          NaN   
 16           -1.044           0.000  ...           NaN       1636.0   
 17           -1.401           0.000  ...           NaN       4170.0   
 18           -1.893           0.000  ...           NaN          NaN   
 19           -1.739           0.000  ...           NaN          NaN   
 20           -1.280           0.000  ...           NaN          NaN   
 21           -2.168           1.000  ...           NaN          NaN   
 22           -0.764           0.000  ...           NaN          NaN   
 23           -1.737           0.000  ...           NaN      14500.0   
 24           -1.967           0.000  ...           NaN          NaN   
 25           -1.445           0.000  ...           NaN          NaN   
 26           -1.953           0.000  ...           NaN          NaN   
 27           -1.606           0.000  ...           NaN          NaN   
 28           -1.333           0.000  ...           NaN       8745.0   
 29           -2.165           0.000  ...           NaN       4000.0   
 ...             ...             ...  ...           ...          ...   
 12419        -1.952           0.000  ...           NaN          NaN   
 12420        -0.156           0.000  ...           NaN          NaN   
 12421         0.009           0.000  ...           NaN          NaN   
 12422         0.671           0.000  ...           NaN      11120.0   
 12423        -0.356           0.000  ...           NaN      66297.0   
 12424        -0.402           0.000  ...           NaN          NaN   
 12425         0.003           0.000  ...           NaN       6000.0   
 12426        -0.660           0.000  ...           NaN      13600.0   
 12427         0.224           0.000  ...           NaN     845551.0   
 12428        -0.035           0.000  ...           NaN          NaN   
 12429        -0.419           0.000  ...           NaN       4568.0   
 12430         0.056           0.000  ...           NaN      17500.0   
 12431        -1.252           0.000  ...           NaN       2000.0   
 12432        -1.443           0.000  ...           NaN    1277277.0   
 12433        -1.143           0.000  ...           NaN          NaN   
 12434        -0.220           0.000  ...           NaN      87245.0   
 12435         0.096           0.000  ...           NaN          NaN   
 12436        -1.510           1.000  ...           NaN      22500.0   
 12437        -0.231           0.000  ...           NaN          NaN   
 12438         0.380           0.000  ...           NaN          NaN   
 12439        -1.680           0.000  ...           NaN          NaN   
 12440         0.344           0.000  ...           NaN   45416360.0   
 12441         0.400           0.000  ...           NaN      11370.0   
 12442        -0.963           1.000  ...           NaN          NaN   
 12443        -2.101           0.000  ...           NaN          0.0   
 12444        -0.707           0.000  ...           NaN       4600.0   
 12445        -0.838           1.000  ...           NaN      21433.0   
 12446        -0.175           0.000  ...           NaN          NaN   
 12447        -0.141           0.000  ...           NaN      20000.0   
 12448         0.267           0.000  ...           NaN     315900.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.680614e+10  0.174520   16.048909   10.286001   
 1             NaN     5.211897e+09  0.000000   18.163426   11.739067   
 2             NaN     6.292496e+10  2.530414   22.465317   18.528142   
 3             NaN     2.982696e+10  2.215657   24.785788   22.265027   
 4             NaN     5.052868e+10  2.450067   27.201527   23.626777   
 5             NaN     1.965087e+11  0.364401   22.176389   19.003359   
 6             NaN     1.494440e+10  4.854369   21.904916   13.821365   
 7             NaN     7.561681e+10  0.000000   21.061493   15.497245   
 8             NaN     1.808629e+10  0.333264   32.746090   25.393355   
 9             NaN     4.135722e+10  1.725490   18.808505   15.182992   
 10            NaN     3.740409e+10  0.000000   32.124616   23.289840   
 11            NaN     2.622067e+10  1.333333   23.670154   18.893981   
 12            NaN     6.835871e+09  2.379039   16.119600   11.125861   
 13            NaN     1.844761e+10  1.476209   24.916856   21.875721   
 14            NaN     1.232369e+10  1.237624   14.704441    9.695205   
 15            NaN     3.343303e+10  1.655710   26.624788   22.183762   
 16            NaN     3.343303e+10  1.655710   30.651914   26.247386   
 17            NaN     3.066959e+10  0.174165   18.154320   15.429379   
 18            NaN     2.848065e+10  1.871759   22.924661   18.938859   
 19            NaN     9.701872e+10  3.326498   23.936830   18.946938   
 20            NaN     1.630568e+11  0.000000   33.857467   29.688459   
 21            NaN     1.247574e+11  1.988072   20.760207   17.345916   
 22            NaN     1.468040e+10  0.000000   27.293968   22.331121   
 23            NaN     9.052456e+10  0.000000   21.831015   18.059283   
 24            NaN     4.354918e+10  3.315964   24.054823   20.286935   
 25            NaN     3.179289e+10  0.000000   20.833777   16.511363   
 26            NaN     7.172945e+09  1.910585   12.781209    8.494745   
 27            NaN     7.172945e+09  1.910585   33.924675   31.375129   
 28            NaN     7.032924e+10  2.797579   22.367328   18.956689   
 29            NaN     3.268444e+11  2.621232   22.240712   18.458309   
 ...           ...              ...       ...         ...         ...   
 12419         NaN     5.056250e+06       NaN   21.408706   13.721876   
 12420         NaN     7.010400e+06  0.000000   85.544971   81.907547   
 12421         NaN     4.463600e+06       NaN   76.752413   72.411693   
 12422      338.53     9.808000e+05  0.000000   96.246798   91.543950   
 12423    11096.96     4.346440e+06  0.000000   81.513460   77.020712   
 12424         NaN     3.608400e+07       NaN   76.101754   72.285860   
 12425       29.52     6.832300e+04       NaN   69.252183   64.384208   
 12426      122.75     2.118760e+06       NaN   76.430393   72.983570   
 12427   262323.63     2.185325e+07  0.000000  117.659315  114.040576   
 12428         NaN     5.030700e+01  0.000000   40.479309   29.761942   
 12429    37283.26     2.270100e+07  0.000000   79.063759   75.609352   
 12430     5362.75     1.482800e+06  0.000000  136.073996  133.109728   
 12431    39707.38     5.404872e+07  0.970874   41.122774   34.920364   
 12432    26886.01     6.611304e+06       NaN   76.262134   73.336956   
 12433         NaN     2.965600e+05  0.000000   56.692247   51.677754   
 12434     3965.14     5.004900e+06  0.000000  125.012932  122.170767   
 12435         NaN     8.350440e+06  0.000000   80.678716   75.996247   
 12436  1744024.62     3.108305e+10  4.740379   20.516810   16.784395   
 12437         NaN     1.352860e+06       NaN   61.619536   54.136053   
 12438         NaN     1.521940e+06       NaN   95.415597   90.801828   
 12439         NaN     1.251480e+06  0.000000   29.597261   21.368716   
 12440  1465950.42     1.727400e+06       NaN   80.761279   75.721857   
 12441   126055.28     2.186600e+07       NaN   97.851388   93.090100   
 12442         NaN     4.747000e+05       NaN  116.499030  114.462863   
 12443         NaN     1.288700e+07  0.000000   67.401131   62.082254   
 12444    15685.25     3.849750e+07  0.000000   59.197691   54.645530   
 12445      801.32     4.689740e+06       NaN   74.865899   71.093732   
 12446         NaN     8.280000e+04       NaN   47.277539   40.111716   
 12447     2873.20     2.031860e+06  0.000000  147.036465  144.458283   
 12448  5393898.81     1.040383e+09  0.455970   43.478012   32.014671   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000097  0.143711  20040413  
 1     -0.000005  0.059119  20040413  
 2     -0.147550  0.114244  20040413  
 3     -0.086288  0.271825  20040413  
 4     -0.152235  0.178124  20040413  
 5      0.129436  0.466841  20040413  
 6      0.003276  0.028325  20040413  
 7      0.072887  0.164495  20040413  
 8      0.432377  0.917784  20040413  
 9      0.026371  0.227892  20040413  
 10    -0.047760  0.517482  20040413  
 11     0.560930  0.883724  20040413  
 12     0.123034  0.476100  20040413  
 13     0.373392  0.532449  20040413  
 14    -0.000005  0.071894  20040413  
 15    -0.069382  0.224157  20040413  
 16     0.464293  0.648963  20040413  
 17     0.281531  0.392866  20040413  
 18     0.030088  0.413493  20040413  
 19     0.109096  0.282753  20040413  
 20     0.343624  0.571274  20040413  
 21    -0.110583  0.128895  20040413  
 22     0.607349  0.805775  20040413  
 23     0.110023  0.409742  20040413  
 24    -0.007823  0.423190  20040413  
 25     0.258999  0.531214  20040413  
 26    -0.000663  0.232323  20040413  
 27     0.176927  0.584721  20040413  
 28     0.316220  0.456280  20040413  
 29    -0.108861  0.259053  20040413  
 ...         ...       ...       ...  
 12419 -0.000005  0.039970  20040413  
 12420  0.918100  1.100119  20040413  
 12421  1.002524  1.238615  20040413  
 12422  1.340536  1.490400  20040413  
 12423  0.815655  1.168681  20040413  
 12424  0.792234  1.078440  20040413  
 12425  0.999404  1.273715  20040413  
 12426  0.660136  0.816734  20040413  
 12427  1.112277  1.451874  20040413  
 12428  0.979680  1.272796  20040413  
 12429  0.783420  1.112320  20040413  
 12430  1.026246  1.334446  20040413  
 12431  0.357926  0.285126  20040413  
 12432  0.260090  0.612749  20040413  
 12433  0.413461  0.741931  20040413  
 12434  0.885382  1.232501  20040413  
 12435  1.046966  1.328518  20040413  
 12436  0.225758  0.395449  20040413  
 12437  0.879830  0.982133  20040413  
 12438  1.192129  1.475188  20040413  
 12439  0.139244  0.483002  20040413  
 12440  1.173538  1.482042  20040413  
 12441  1.202018  1.549458  20040413  
 12442  0.505594  0.683614  20040413  
 12443 -0.075986  0.260566  20040413  
 12444  0.636469  0.950380  20040413  
 12445  0.569342  0.853037  20040413  
 12446  0.908475  1.210333  20040413  
 12447  0.925568  1.251020  20040413  
 12448  1.134016  1.318856  20040413  
 
 [12449 rows x 92 columns],
 '20040414':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.018            0.000               0.0   
 1      USA0011            -0.241            0.000               0.0   
 2      USA0031             0.764            0.000               0.0   
 3      USA0062             0.063            0.434               0.0   
 4      USA00E2             0.347            0.000               0.0   
 5      USA00F1            -0.166            0.000               0.0   
 6      USA00G2            -0.208            0.000               0.0   
 7      USA00H1             0.774            0.000               0.0   
 8      USA00I1            -0.504            0.000               0.0   
 9      USA00J1             0.383            0.000               0.0   
 10     USA00K1            -0.451            0.000               0.0   
 11     USA00P1            -0.210            0.000               0.0   
 12     USA00R1             0.148            0.000               0.0   
 13     USA00S1             0.494            0.000               0.0   
 14     USA00V1             0.401            0.000               0.0   
 15     USA0131             0.112            1.000               0.0   
 16     USA0161             1.332            1.000               0.0   
 17     USA01I1            -0.003            0.000               0.0   
 18     USA01J2            -0.257            0.000               0.0   
 19     USA01L1            -0.086            0.000               0.0   
 20     USA01P1            -0.079            0.000               0.0   
 21     USA01Q1             0.317            0.000               0.0   
 22     USA0202            -0.339            0.000               0.0   
 23     USA0231             0.088            0.000               0.0   
 24     USA0281             0.518            0.000               0.0   
 25     USA0291            -0.298            0.000               0.0   
 26     USA02A1            -0.121            0.000               0.0   
 27     USA02B1            -1.047            0.000               0.0   
 28     USA02H1            -0.656            0.000               0.0   
 29     USA02P1            -0.197            0.145               0.0   
 ...        ...               ...              ...               ...   
 12420  USAZY41            -0.493            0.000               0.0   
 12421  USAZY51            -0.748            0.000               0.0   
 12422  USAZY61             2.838            0.000               0.0   
 12423  USAZY71             0.090            0.000               0.0   
 12424  USAZYI1            -0.193            0.000               0.0   
 12425  USAZYJ1            -1.794            0.000               0.0   
 12426  USAZYK1            -0.544            0.000               0.0   
 12427  USAZYM1             0.202            0.000               0.0   
 12428  USAZYR1            -2.760            0.000               0.0   
 12429  USAZYS1            -0.138            0.000               0.0   
 12430  USAZYT1             0.954            0.000               0.0   
 12431  USAZYV1            -2.760            0.000               0.0   
 12432  USAZYX1            -0.739            0.000               0.0   
 12433  USAZZ41             2.838            0.000               0.0   
 12434  USAZZ51            -0.001            0.000               0.0   
 12435  USAZZ61            -0.069            0.000               0.0   
 12436  USAZZ71            -0.011            0.000               0.0   
 12437  USAZZ81            -0.035            0.000               0.0   
 12438  USAZZ91            -0.209            0.000               0.0   
 12439  USAZZA1            -0.289            0.000               0.0   
 12440  USAZZB1            -0.679            0.000               0.0   
 12441  USAZZD1             2.838            0.000               0.0   
 12442  USAZZF1            -2.760            0.000               0.0   
 12443  USAZZI1            -0.509            0.000               0.0   
 12444  USAZZJ1             2.397            0.000               0.0   
 12445  USAZZL1            -0.460            0.000               0.0   
 12446  USAZZP1            -0.718            0.000               0.0   
 12447  USAZZR1             0.030            0.000               0.0   
 12448  USAZZX1            -0.535            0.000               0.0   
 12449  USAZZY1             0.905            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.950           0.000  ...           NaN          NaN   
 1            -1.950           0.000  ...           NaN          NaN   
 2            -2.242           0.000  ...           NaN       1200.0   
 3            -2.109           0.000  ...           NaN          NaN   
 4            -2.261           0.000  ...           NaN        152.0   
 5            -1.695           0.000  ...           NaN        197.0   
 6            -1.943           0.000  ...           NaN          NaN   
 7            -1.808           0.000  ...           NaN          NaN   
 8            -1.100           0.000  ...           NaN          NaN   
 9            -1.898           0.866  ...           NaN      27116.0   
 10           -2.043           0.000  ...           NaN          NaN   
 11           -0.852           0.000  ...           NaN          NaN   
 12           -1.712           0.000  ...           NaN          NaN   
 13           -1.221           0.000  ...           NaN          NaN   
 14           -1.950           0.000  ...           NaN          NaN   
 15           -2.084           0.000  ...           NaN          NaN   
 16           -1.026           0.000  ...           NaN         40.0   
 17           -1.401           0.000  ...           NaN       4170.0   
 18           -1.891           0.000  ...           NaN          NaN   
 19           -1.735           0.000  ...           NaN          NaN   
 20           -1.275           0.000  ...           NaN          NaN   
 21           -2.164           1.000  ...           NaN          NaN   
 22           -0.758           0.000  ...           NaN          NaN   
 23           -1.734           0.000  ...           NaN      14500.0   
 24           -1.970           0.000  ...           NaN          NaN   
 25           -1.436           0.000  ...           NaN          NaN   
 26           -1.951           0.000  ...           NaN          NaN   
 27           -1.615           0.000  ...           NaN         90.0   
 28           -1.358           0.000  ...           NaN       8745.0   
 29           -2.164           0.000  ...           NaN       4000.0   
 ...             ...             ...  ...           ...          ...   
 12420        -1.950           0.000  ...           NaN          NaN   
 12421        -0.153           0.000  ...           NaN          NaN   
 12422         0.101           0.000  ...           NaN       1000.0   
 12423         0.674           0.000  ...           NaN          NaN   
 12424        -0.336           0.000  ...           NaN      31000.0   
 12425        -0.396           0.000  ...           NaN          NaN   
 12426        -0.011           0.000  ...           NaN       5290.0   
 12427        -0.636           0.000  ...           NaN          NaN   
 12428         0.183           0.000  ...           NaN    1961465.0   
 12429        -0.034           0.000  ...           NaN          NaN   
 12430        -0.398           0.000  ...           NaN      50585.0   
 12431         0.052           0.000  ...           NaN       4000.0   
 12432        -1.239           0.000  ...           NaN       4500.0   
 12433        -1.436           0.000  ...           NaN    1048205.0   
 12434        -1.142           0.000  ...           NaN          NaN   
 12435        -0.240           0.000  ...           NaN     100860.0   
 12436         0.097           0.000  ...           NaN          NaN   
 12437        -1.512           1.000  ...           NaN      17700.0   
 12438        -0.228           0.000  ...           NaN          NaN   
 12439         0.383           0.000  ...           NaN      45300.0   
 12440        -1.678           0.000  ...           NaN          NaN   
 12441         0.349           0.000  ...           NaN   76103990.0   
 12442         0.377           0.000  ...           NaN      42629.0   
 12443        -0.959           1.000  ...           NaN          NaN   
 12444        -2.015           0.000  ...           NaN          0.0   
 12445        -0.703           0.000  ...           NaN        700.0   
 12446        -0.836           1.000  ...           NaN          NaN   
 12447        -0.175           0.000  ...           NaN          NaN   
 12448        -0.122           0.000  ...           NaN          NaN   
 12449         0.293           0.000  ...           NaN     169600.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.682612e+10  0.174520   16.265208   10.751529   
 1             NaN     5.224351e+09  0.000000   18.448675   12.289192   
 2             NaN     6.559829e+10  2.530414   23.218632   19.408732   
 3             NaN     2.972351e+10  2.215657   25.545325   23.263048   
 4             NaN     5.115463e+10  2.450067   28.106491   24.714294   
 5             NaN     1.957263e+11  0.364401   22.696637   19.860641   
 6             NaN     1.487331e+10  4.854369   22.168248   14.448800   
 7             NaN     7.639078e+10  0.000000   21.636050   16.285946   
 8             NaN     1.808262e+10  0.333264   33.215267   26.659072   
 9             NaN     4.130018e+10  1.725490   19.279943   15.864484   
 10            NaN     3.725440e+10  0.000000   32.687416   24.382675   
 11            NaN     2.636333e+10  1.333333   23.751888   19.632572   
 12            NaN     6.927561e+09  2.379039   16.228520   11.642910   
 13            NaN     1.864627e+10  1.476209   25.639372   22.890033   
 14            NaN     1.248113e+10  1.237624   14.994653   10.174499   
 15            NaN     3.326498e+10  1.655710   27.325198   23.174468   
 16            NaN     3.326498e+10  1.655710   31.462748   27.571746   
 17            NaN     3.058733e+10  0.174165   18.591990   16.098893   
 18            NaN     2.813688e+10  1.871759   23.526135   19.862014   
 19            NaN     9.727527e+10  3.326498   24.427068   19.819688   
 20            NaN     1.605716e+11  0.000000   34.875289   31.068463   
 21            NaN     1.254929e+11  1.988072   21.327025   18.040317   
 22            NaN     1.450753e+10  0.000000   27.772745   23.379110   
 23            NaN     9.111422e+10  0.000000   22.339060   18.877779   
 24            NaN     4.485496e+10  3.315964   24.820877   21.212230   
 25            NaN     3.179289e+10  0.000000   21.207416   17.304236   
 26            NaN     7.158616e+09  1.910585   12.932944    8.927892   
 27            NaN     7.158616e+09  1.910585   35.417433   33.106841   
 28            NaN     7.073734e+10  2.797579   23.104506   19.935915   
 29            NaN     3.213618e+11  2.621232   22.841305   19.317149   
 ...           ...              ...       ...         ...         ...   
 12420         NaN     5.056250e+06       NaN   21.707291   14.382915   
 12421         NaN     7.010400e+06  0.000000   88.993917   85.729266   
 12422       91.82     2.454980e+06       NaN   81.081152   77.022033   
 12423         NaN     9.808000e+05  0.000000  102.414044   98.475570   
 12424    11054.33     4.346440e+06  0.000000   84.019061   79.948818   
 12425         NaN     3.608400e+07       NaN   79.820794   76.365521   
 12426       29.69     6.832300e+04       NaN   73.498407   69.369769   
 12427         NaN     2.118760e+06       NaN   80.781964   77.705519   
 12428   296519.42     2.471925e+07  0.000000  123.766275  120.765382   
 12429         NaN     5.030700e+01  0.000000   40.862362   31.119431   
 12430    36088.93     2.220750e+07  0.000000   82.370058   79.208010   
 12431     5055.09     1.617600e+06  0.000000  142.895098  140.249432   
 12432    41627.62     5.373720e+07  0.970874   42.295780   36.512710   
 12433    35826.30     6.187920e+06       NaN   81.273641   78.655911   
 12434         NaN     2.965600e+05  0.000000   58.704288   54.057781   
 12435     3271.53     5.004900e+06  0.000000  130.806260  128.304381   
 12436         NaN     8.350440e+06  0.000000   84.061668   79.939426   
 12437  1710954.52     3.068100e+10  4.740379   21.008329   17.651395   
 12438         NaN     1.352860e+06       NaN   63.482729   56.598634   
 12439     6982.03     1.521940e+06       NaN   99.492035   95.454270   
 12440         NaN     1.251480e+06  0.000000   30.271372   22.427178   
 12441  1528213.24     1.554660e+06       NaN   83.481081   78.962899   
 12442   112344.65     2.438059e+07       NaN  102.457552   98.419217   
 12443         NaN     4.747000e+05       NaN  122.037019  120.173441   
 12444         NaN     1.201069e+07  0.000000   70.850124   65.722688   
 12445    15763.66     3.849750e+07  0.000000   61.249179   57.190790   
 12446         NaN     4.689740e+06       NaN   78.761381   75.507603   
 12447         NaN     8.280000e+04       NaN   48.310159   41.916882   
 12448         NaN     2.031860e+06  0.000000  154.058872  151.742345   
 12449  5529386.00     1.023398e+09  0.455970   44.112205   33.510462   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000094  0.148189  20040414  
 1     -0.000004  0.070784  20040414  
 2     -0.149275  0.117209  20040414  
 3     -0.081335  0.273156  20040414  
 4     -0.158954  0.171465  20040414  
 5      0.130275  0.463928  20040414  
 6      0.003420  0.024654  20040414  
 7      0.072695  0.178007  20040414  
 8      0.434356  0.893184  20040414  
 9      0.026332  0.228418  20040414  
 10    -0.047517  0.492833  20040414  
 11     0.561246  0.877410  20040414  
 12     0.121692  0.473661  20040414  
 13     0.372530  0.545171  20040414  
 14    -0.000004  0.087142  20040414  
 15    -0.068724  0.222008  20040414  
 16     0.472390  0.698389  20040414  
 17     0.280839  0.388878  20040414  
 18     0.030168  0.406635  20040414  
 19     0.109906  0.275166  20040414  
 20     0.345245  0.566513  20040414  
 21    -0.109552  0.130806  20040414  
 22     0.609512  0.803577  20040414  
 23     0.110145  0.403242  20040414  
 24    -0.010186  0.422598  20040414  
 25     0.262617  0.520723  20040414  
 26    -0.000582  0.231266  20040414  
 27     0.171339  0.551846  20040414  
 28     0.302785  0.443761  20040414  
 29    -0.109558  0.251540  20040414  
 ...         ...       ...       ...  
 12420 -0.000004  0.045968  20040414  
 12421  0.918897  1.099401  20040414  
 12422  1.048828  1.370824  20040414  
 12423  1.341478  1.428192  20040414  
 12424  0.825315  1.220121  20040414  
 12425  0.794549  1.083147  20040414  
 12426  0.991383  1.260841  20040414  
 12427  0.671822  0.848476  20040414  
 12428  1.090464  1.321712  20040414  
 12429  0.979553  1.276803  20040414  
 12430  0.793570  1.156188  20040414  
 12431  1.023384  1.300996  20040414  
 12432  0.363572  0.316779  20040414  
 12433  0.262885  0.654018  20040414  
 12434  0.413099  0.741855  20040414  
 12435  0.874348  1.187556  20040414  
 12436  1.046552  1.333900  20040414  
 12437  0.224118  0.378823  20040414  
 12438  0.880236  0.998466  20040414  
 12439  1.192649  1.480367  20040414  
 12440  0.139144  0.475090  20040414  
 12441  1.175553  1.483113  20040414  
 12442  1.189947  1.443529  20040414  
 12443  0.506840  0.689983  20040414  
 12444 -0.033120  0.354319  20040414  
 12445  0.637426  0.936058  20040414  
 12446  0.569457  0.846336  20040414  
 12447  0.907727  1.209161  20040414  
 12448  0.934368  1.256446  20040414  
 12449  1.146710  1.345066  20040414  
 
 [12450 rows x 92 columns],
 '20040415':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.842            0.000               0.0   
 1      USA0011             0.896            0.000               0.0   
 2      USA0031             2.116            0.000               0.0   
 3      USA0062             0.139            0.434               0.0   
 4      USA00E2             2.114            0.000               0.0   
 5      USA00F1             0.059            0.000               0.0   
 6      USA00G2             0.267            0.000               0.0   
 7      USA00H1             0.481            0.000               0.0   
 8      USA00I1            -1.665            0.000               0.0   
 9      USA00J1             0.154            0.000               0.0   
 10     USA00K1            -1.910            0.000               0.0   
 11     USA00P1            -0.180            0.000               0.0   
 12     USA00R1             0.326            0.000               0.0   
 13     USA00S1            -0.371            0.000               0.0   
 14     USA00V1             0.458            0.000               0.0   
 15     USA0131             0.134            1.000               0.0   
 16     USA0161            -1.165            1.000               0.0   
 17     USA01I1            -0.169            0.000               0.0   
 18     USA01J2             0.213            0.000               0.0   
 19     USA01L1             1.328            0.000               0.0   
 20     USA01P1             2.780            0.000               0.0   
 21     USA01Q1             0.253            0.000               0.0   
 22     USA0202            -0.597            0.000               0.0   
 23     USA0231            -0.223            0.000               0.0   
 24     USA0281             0.947            0.000               0.0   
 25     USA0291            -0.353            0.000               0.0   
 26     USA02A1             0.395            0.000               0.0   
 27     USA02B1             0.129            0.000               0.0   
 28     USA02H1            -0.251            0.000               0.0   
 29     USA02P1             2.780            0.145               0.0   
 ...        ...               ...              ...               ...   
 12416  USAZY41             0.611            0.000               0.0   
 12417  USAZY51            -0.396            0.000               0.0   
 12418  USAZY61            -2.700            0.000               0.0   
 12419  USAZY71             2.780            0.000               0.0   
 12420  USAZYI1             1.624            0.000               0.0   
 12421  USAZYJ1            -0.525            0.000               0.0   
 12422  USAZYK1             0.060            0.000               0.0   
 12423  USAZYM1             0.467            0.000               0.0   
 12424  USAZYR1            -1.834            0.000               0.0   
 12425  USAZYS1            -0.434            0.000               0.0   
 12426  USAZYT1            -2.700            0.000               0.0   
 12427  USAZYV1            -0.836            0.000               0.0   
 12428  USAZYX1             2.651            0.000               0.0   
 12429  USAZZ41            -2.700            0.000               0.0   
 12430  USAZZ51            -0.264            0.000               0.0   
 12431  USAZZ61            -0.533            0.000               0.0   
 12432  USAZZ71            -0.516            0.000               0.0   
 12433  USAZZ81             0.079            0.000               0.0   
 12434  USAZZ91             1.938            0.000               0.0   
 12435  USAZZA1            -0.646            0.000               0.0   
 12436  USAZZB1             0.193            0.000               0.0   
 12437  USAZZD1             2.780            0.000               0.0   
 12438  USAZZF1            -0.005            0.000               0.0   
 12439  USAZZI1            -0.092            0.000               0.0   
 12440  USAZZJ1            -0.176            0.000               0.0   
 12441  USAZZL1            -0.333            0.000               0.0   
 12442  USAZZP1             0.035            0.000               0.0   
 12443  USAZZR1            -0.469            0.000               0.0   
 12444  USAZZX1            -0.245            0.000               0.0   
 12445  USAZZY1            -0.818            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.940           0.000  ...           NaN          NaN   
 1            -1.940           0.000  ...           NaN          NaN   
 2            -2.236           0.000  ...           NaN       1200.0   
 3            -2.099           0.000  ...           NaN          NaN   
 4            -2.289           0.000  ...           NaN        152.0   
 5            -1.688           0.000  ...           NaN        197.0   
 6            -1.933           0.000  ...           NaN          NaN   
 7            -1.798           0.000  ...           NaN          NaN   
 8            -1.095           0.000  ...           NaN          NaN   
 9            -1.889           0.866  ...           NaN      27116.0   
 10           -2.033           0.000  ...           NaN          NaN   
 11           -0.844           0.000  ...           NaN          NaN   
 12           -1.702           0.000  ...           NaN          NaN   
 13           -1.216           0.000  ...           NaN       3273.0   
 14           -1.940           0.000  ...           NaN          NaN   
 15           -2.074           0.000  ...           NaN          NaN   
 16           -1.023           0.000  ...           NaN        710.0   
 17           -1.387           0.000  ...           NaN       4170.0   
 18           -1.881           0.000  ...           NaN          NaN   
 19           -1.726           0.000  ...           NaN          NaN   
 20           -1.227           0.000  ...           NaN      10000.0   
 21           -2.154           1.000  ...           NaN          NaN   
 22           -0.755           0.000  ...           NaN          NaN   
 23           -1.727           0.000  ...           NaN      14500.0   
 24           -1.966           0.000  ...           NaN          NaN   
 25           -1.429           0.000  ...           NaN          NaN   
 26           -1.941           0.000  ...           NaN          NaN   
 27           -1.612           0.000  ...           NaN          NaN   
 28           -1.355           0.000  ...           NaN       8745.0   
 29           -2.128           0.000  ...           NaN       1500.0   
 ...             ...             ...  ...           ...          ...   
 12416        -1.940           0.000  ...           NaN          NaN   
 12417        -0.146           0.000  ...           NaN        250.0   
 12418         0.068           0.000  ...           NaN        500.0   
 12419         0.682           0.000  ...           NaN        800.0   
 12420        -0.335           0.000  ...           NaN      16000.0   
 12421        -0.367           0.000  ...           NaN          NaN   
 12422        -0.005           0.000  ...           NaN       4000.0   
 12423        -0.629           0.000  ...           NaN          NaN   
 12424         0.193           0.000  ...           NaN     566484.0   
 12425        -0.028           0.000  ...           NaN          NaN   
 12426        -0.409           0.000  ...           NaN      92730.0   
 12427         0.061           0.000  ...           NaN       6000.0   
 12428        -1.222           0.000  ...           NaN        700.0   
 12429        -1.436           0.000  ...           NaN     699485.0   
 12430        -1.134           0.000  ...           NaN          NaN   
 12431        -0.229           0.000  ...           NaN     431400.0   
 12432         0.103           0.000  ...           NaN      41000.0   
 12433        -1.502           1.000  ...           NaN      53200.0   
 12434        -0.222           0.000  ...           NaN          NaN   
 12435         0.396           0.000  ...           NaN          NaN   
 12436        -1.672           0.000  ...           NaN          NaN   
 12437         0.359           0.000  ...           NaN   39179240.0   
 12438         0.386           0.000  ...           NaN      36757.0   
 12439        -0.952           1.000  ...           NaN          NaN   
 12440        -2.016           0.000  ...           NaN          0.0   
 12441        -0.696           0.000  ...           NaN          NaN   
 12442        -0.834           1.000  ...           NaN          NaN   
 12443        -0.169           0.000  ...           NaN          NaN   
 12444        -0.116           0.000  ...           NaN      20000.0   
 12445         0.295           0.000  ...           NaN      92200.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.662638e+10  0.174520   17.091087   11.185942   
 1             NaN     5.043771e+09  0.000000   18.949695   12.627110   
 2             NaN     6.874063e+10  2.530414   25.258960   20.532683   
 3             NaN     2.974075e+10  2.215657   26.202603   23.817212   
 4             NaN     5.335211e+10  2.450067   29.965724   25.772760   
 5             NaN     1.947614e+11  0.364401   23.238773   20.288830   
 6             NaN     1.472323e+10  4.854369   22.883620   14.778120   
 7             NaN     7.780972e+10  0.000000   22.218206   16.663441   
 8             NaN     1.750594e+10  0.333264   34.776903   27.673369   
 9             NaN     4.123500e+10  1.725490   19.764653   16.188041   
 10            NaN     3.570768e+10  0.000000   34.746124   25.481057   
 11            NaN     2.724310e+10  1.333333   24.147254   19.961890   
 12            NaN     6.931980e+09  2.379039   16.659963   11.900663   
 13            NaN     1.877162e+10  1.476209   26.279173   23.445361   
 14            NaN     1.241511e+10  1.237624   15.505475   10.446885   
 15            NaN     3.323297e+10  1.655710   27.958341   23.602696   
 16            NaN     3.323297e+10  1.655710   32.447164   28.401848   
 17            NaN     3.061331e+10  0.174165   19.138242   16.504188   
 18            NaN     2.805702e+10  1.871759   24.080888   20.269081   
 19            NaN     9.780975e+10  3.326498   25.664895   20.532752   
 20            NaN     1.573271e+11  0.000000   36.938166   32.754549   
 21            NaN     1.255174e+11  1.988072   21.822067   18.364812   
 22            NaN     1.436126e+10  0.000000   28.636612   24.032985   
 23            NaN     9.034511e+10  0.000000   23.001617   19.300628   
 24            NaN     4.492473e+10  3.315964   25.624176   21.746963   
 25            NaN     3.135935e+10  0.000000   21.756634   17.665291   
 26            NaN     7.150019e+09  1.910585   13.525097    9.311723   
 27            NaN     7.150019e+09  1.910585   36.050778   33.662526   
 28            NaN     7.059159e+10  2.797579   23.707009   20.393330   
 29            NaN     3.243140e+11  2.621232   24.940637   20.976790   
 ...           ...              ...       ...         ...         ...   
 12416         NaN     5.056250e+06       NaN   22.620387   14.907826   
 12417      406.10     7.010400e+06  0.000000   93.373127   90.373279   
 12418       96.36     4.463600e+06       NaN   78.745903   73.975897   
 12419      339.80     8.582000e+05  0.000000  104.738384  100.549976   
 12420    11025.46     4.232060e+06  0.000000   86.589305   82.371323   
 12421         NaN     3.608400e+07       NaN   80.603545   76.930914   
 12422       29.32     6.832300e+04       NaN   78.109045   73.985008   
 12423         NaN     2.118760e+06       NaN   83.129353   79.936182   
 12424   303641.03     2.578100e+07  0.000000  126.586146  123.476949   
 12425         NaN     5.030700e+01  0.000000   41.878521   31.734338   
 12426    36401.74     2.418150e+07  0.000000   85.340613   82.122218   
 12427     4889.18     1.617600e+06  0.000000  146.238336  143.483713   
 12428    42174.05     5.269880e+07  0.970874   44.162632   37.833463   
 12429    41107.30     6.513600e+06       NaN   84.479042   81.625052   
 12430         NaN     2.965600e+05  0.000000   59.942732   55.117788   
 12431     3245.26     5.004900e+06  0.000000  133.823169  131.221342   
 12432     2407.71     8.350440e+06  0.000000   86.225581   81.935712   
 12433  1732771.52     3.072446e+10  4.740379   21.426428   17.933424   
 12434         NaN     1.352860e+06       NaN   65.420841   57.946365   
 12435         NaN     1.521940e+06       NaN  101.839145   97.623663   
 12436         NaN     1.251480e+06  0.000000   31.161231   22.928865   
 12437  1558488.10     1.468290e+06       NaN   84.905579   80.181248   
 12438   100051.34     2.405260e+07       NaN  108.896908  105.007132   
 12439         NaN     4.747000e+05       NaN  123.890641  121.947523   
 12440         NaN     1.238147e+07  0.000000   72.524525   67.106498   
 12441         NaN     3.849750e+07  0.000000   62.277651   58.366806   
 12442         NaN     4.689740e+06       NaN   81.616123   78.256922   
 12443         NaN     8.280000e+04       NaN   49.305901   42.636178   
 12444     2391.59     2.031860e+06  0.000000  157.385767  154.996631   
 12445  5582532.86     1.034515e+09  0.455970   45.048912   34.235642   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000094  0.160733  20040415  
 1     -0.000003  0.090276  20040415  
 2     -0.151713  0.138250  20040415  
 3     -0.081505  0.275931  20040415  
 4     -0.178868  0.189713  20040415  
 5      0.129171  0.463554  20040415  
 6      0.003470  0.024011  20040415  
 7      0.072576  0.180957  20040415  
 8      0.432991  0.866232  20040415  
 9      0.026317  0.222987  20040415  
 10    -0.047711  0.462044  20040415  
 11     0.561596  0.874415  20040415  
 12     0.121839  0.473803  20040415  
 13     0.370941  0.530188  20040415  
 14    -0.000003  0.090042  20040415  
 15    -0.068441  0.222092  20040415  
 16     0.469963  0.662092  20040415  
 17     0.283388  0.377445  20040415  
 18     0.030166  0.412515  20040415  
 19     0.109824  0.300350  20040415  
 20     0.365242  0.639482  20040415  
 21    -0.109521  0.128244  20040415  
 22     0.606791  0.798043  20040415  
 23     0.109097  0.390727  20040415  
 24    -0.013432  0.430767  20040415  
 25     0.261597  0.514112  20040415  
 26    -0.000568  0.234292  20040415  
 27     0.168203  0.558362  20040415  
 28     0.299865  0.443460  20040415  
 29    -0.096430  0.321650  20040415  
 ...         ...       ...       ...  
 12416 -0.000003  0.058537  20040415  
 12417  0.918746  1.072616  20040415  
 12418  1.028376  1.358429  20040415  
 12419  1.343419  1.491158  20040415  
 12420  0.822074  1.252880  20040415  
 12421  0.806026  1.133145  20040415  
 12422  0.991191  1.260348  20040415  
 12423  0.671478  0.853976  20040415  
 12424  1.092618  1.339590  20040415  
 12425  0.979574  1.266467  20040415  
 12426  0.784224  1.085008  20040415  
 12427  1.024971  1.335559  20040415  
 12428  0.367926  0.377935  20040415  
 12429  0.258051  0.540691  20040415  
 12430  0.412863  0.765868  20040415  
 12431  0.876267  1.183540  20040415  
 12432  1.046471  1.325614  20040415  
 12433  0.224247  0.378226  20040415  
 12434  0.879887  1.038610  20040415  
 12435  1.196481  1.483761  20040415  
 12436  0.137297  0.475798  20040415  
 12437  1.177489  1.492163  20040415  
 12438  1.191586  1.418498  20040415  
 12439  0.506077  0.703052  20040415  
 12440 -0.039207  0.334789  20040415  
 12441  0.637285  0.901943  20040415  
 12442  0.566476  0.849615  20040415  
 12443  0.907454  1.201737  20040415  
 12444  0.934258  1.256759  20040415  
 12445  1.145163  1.322394  20040415  
 
 [12446 rows x 92 columns],
 '20040416':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.297            0.000               0.0   
 1      USA0011             0.450            0.000               0.0   
 2      USA0031            -0.006            0.000               0.0   
 3      USA0062            -0.065            0.434               0.0   
 4      USA00E2             0.143            0.000               0.0   
 5      USA00F1             0.530            0.000               0.0   
 6      USA00G2             0.097            0.000               0.0   
 7      USA00H1             0.343            0.000               0.0   
 8      USA00I1            -1.521            0.000               0.0   
 9      USA00J1             0.197            0.000               0.0   
 10     USA00K1            -2.459            0.000               0.0   
 11     USA00P1             0.019            0.000               0.0   
 12     USA00R1             0.216            0.000               0.0   
 13     USA00S1             0.304            0.000               0.0   
 14     USA00V1             0.975            0.000               0.0   
 15     USA0131             0.139            1.000               0.0   
 16     USA0161            -0.100            1.000               0.0   
 17     USA01I1             0.426            0.000               0.0   
 18     USA01J2             0.804            0.000               0.0   
 19     USA01L1             0.487            0.000               0.0   
 20     USA01P1            -0.567            0.000               0.0   
 21     USA01Q1             0.153            0.000               0.0   
 22     USA0202            -0.010            0.000               0.0   
 23     USA0231            -0.792            0.000               0.0   
 24     USA0281             0.119            0.000               0.0   
 25     USA0291            -0.680            0.000               0.0   
 26     USA02A1            -0.017            0.000               0.0   
 27     USA02B1            -0.711            0.000               0.0   
 28     USA02H1             0.640            0.000               0.0   
 29     USA02P1             0.555            0.145               0.0   
 ...        ...               ...              ...               ...   
 12414  USAZY41             0.411            0.000               0.0   
 12415  USAZY51            -0.338            0.000               0.0   
 12416  USAZY61             0.643            0.000               0.0   
 12417  USAZY71            -0.868            0.000               0.0   
 12418  USAZYI1            -2.814            0.000               0.0   
 12419  USAZYJ1             0.582            0.000               0.0   
 12420  USAZYK1             0.330            0.000               0.0   
 12421  USAZYM1            -0.256            0.000               0.0   
 12422  USAZYR1             2.513            0.000               0.0   
 12423  USAZYS1            -0.998            0.000               0.0   
 12424  USAZYT1             2.826            0.000               0.0   
 12425  USAZYV1            -0.667            0.000               0.0   
 12426  USAZYX1             0.683            0.000               0.0   
 12427  USAZZ41            -1.876            0.000               0.0   
 12428  USAZZ51            -1.002            0.000               0.0   
 12429  USAZZ61            -1.072            0.000               0.0   
 12430  USAZZ71            -2.814            0.000               0.0   
 12431  USAZZ81            -1.436            0.000               0.0   
 12432  USAZZ91             0.483            0.000               0.0   
 12433  USAZZA1            -0.979            0.000               0.0   
 12434  USAZZB1            -0.756            0.000               0.0   
 12435  USAZZD1             2.670            0.000               0.0   
 12436  USAZZF1             1.996            0.000               0.0   
 12437  USAZZI1            -0.105            0.000               0.0   
 12438  USAZZJ1            -2.542            0.000               0.0   
 12439  USAZZL1            -1.618            0.000               0.0   
 12440  USAZZP1            -0.001            0.000               0.0   
 12441  USAZZR1            -0.990            0.000               0.0   
 12442  USAZZX1            -1.506            0.000               0.0   
 12443  USAZZY1            -0.996            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.958           0.000  ...           NaN          NaN   
 1            -1.958           0.000  ...           NaN          NaN   
 2            -2.255           0.000  ...           NaN       1200.0   
 3            -2.122           0.000  ...           NaN          NaN   
 4            -2.308           0.000  ...           NaN        152.0   
 5            -1.706           0.000  ...           NaN        197.0   
 6            -1.951           0.000  ...           NaN          NaN   
 7            -1.814           0.000  ...           NaN          NaN   
 8            -1.107           0.000  ...           NaN          NaN   
 9            -1.905           0.866  ...           NaN      27116.0   
 10           -2.053           0.000  ...           NaN          NaN   
 11           -0.859           0.000  ...           NaN          NaN   
 12           -1.725           0.000  ...           NaN          NaN   
 13           -1.235           0.000  ...           NaN      14399.0   
 14           -1.958           0.000  ...           NaN          NaN   
 15           -2.094           0.000  ...           NaN          NaN   
 16           -1.033           0.000  ...           NaN          NaN   
 17           -1.402           0.000  ...           NaN       4170.0   
 18           -1.898           0.000  ...           NaN          NaN   
 19           -1.743           0.000  ...           NaN          NaN   
 20           -1.259           0.000  ...           NaN       2500.0   
 21           -2.190           1.000  ...           NaN          NaN   
 22           -0.776           0.000  ...           NaN          NaN   
 23           -1.747           0.000  ...           NaN      14500.0   
 24           -1.983           0.000  ...           NaN          NaN   
 25           -1.449           0.000  ...           NaN          NaN   
 26           -1.959           0.000  ...           NaN          NaN   
 27           -1.635           0.000  ...           NaN        100.0   
 28           -1.378           0.000  ...           NaN       8745.0   
 29           -2.147           0.000  ...           NaN       1500.0   
 ...             ...             ...  ...           ...          ...   
 12414        -1.958           0.000  ...           NaN          NaN   
 12415        -0.148           0.000  ...           NaN          NaN   
 12416         0.071           0.000  ...           NaN          NaN   
 12417         0.688           0.000  ...           NaN        500.0   
 12418        -0.311           0.000  ...           NaN      60250.0   
 12419        -0.368           0.000  ...           NaN          NaN   
 12420        -0.001           0.000  ...           NaN          NaN   
 12421        -0.634           0.000  ...           NaN          NaN   
 12422         0.138           0.000  ...           NaN     284492.0   
 12423        -0.028           0.000  ...           NaN          NaN   
 12424        -0.450           0.000  ...           NaN      27095.0   
 12425         0.046           0.000  ...           NaN       7800.0   
 12426        -1.234           0.000  ...           NaN       1000.0   
 12427        -1.409           0.000  ...           NaN     438011.0   
 12428        -1.139           0.000  ...           NaN          NaN   
 12429        -0.234           0.000  ...           NaN     830010.0   
 12430         0.164           0.000  ...           NaN      91000.0   
 12431        -1.479           1.000  ...           NaN      70300.0   
 12432        -0.220           0.000  ...           NaN          NaN   
 12433         0.404           0.000  ...           NaN          NaN   
 12434        -1.694           0.000  ...           NaN          NaN   
 12435         0.358           0.000  ...           NaN   76337210.0   
 12436         0.370           0.000  ...           NaN      28088.0   
 12437        -0.957           1.000  ...           NaN          NaN   
 12438        -1.924           0.000  ...           NaN          0.0   
 12439        -0.686           0.000  ...           NaN       4900.0   
 12440        -0.840           1.000  ...           NaN          NaN   
 12441        -0.166           0.000  ...           NaN          NaN   
 12442        -0.124           0.000  ...           NaN     124000.0   
 12443         0.338           0.000  ...           NaN     137500.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.724557e+10  0.174520   17.355696   11.257566   
 1             NaN     5.006410e+09  0.000000   19.246168   12.675597   
 2             NaN     6.899077e+10  2.530414   25.386906   20.510402   
 3             NaN     3.022350e+10  2.215657   26.324959   23.805477   
 4             NaN     5.377829e+10  2.450067   30.026071   25.737955   
 5             NaN     1.960654e+11  0.364401   23.499192   20.390708   
 6             NaN     1.487331e+10  4.854369   23.311293   14.815992   
 7             NaN     7.752593e+10  0.000000   22.499079   16.703340   
 8             NaN     1.748390e+10  0.333264   35.331878   27.785007   
 9             NaN     4.116168e+10  1.725490   19.896483   16.181226   
 10            NaN     3.465990e+10  0.000000   36.683831   26.178523   
 11            NaN     2.711827e+10  1.333333   24.084522   19.946719   
 12            NaN     7.003785e+09  2.379039   16.724723   11.911334   
 13            NaN     1.868648e+10  1.476209   26.311524   23.448264   
 14            NaN     1.260810e+10  1.237624   16.323470   10.956268   
 15            NaN     3.320897e+10  1.655710   28.054582   23.519440   
 16            NaN     3.320897e+10  1.655710   32.341251   28.350370   
 17            NaN     3.080380e+10  0.174165   19.346518   16.599556   
 18            NaN     2.846329e+10  1.871759   24.445247   20.406924   
 19            NaN     9.805561e+10  3.326498   25.853415   20.541520   
 20            NaN     1.557393e+11  0.000000   37.015446   32.640725   
 21            NaN     1.273070e+11  1.988072   21.947792   18.358721   
 22            NaN     1.393574e+10  0.000000   28.674585   23.988254   
 23            NaN     9.062711e+10  0.000000   23.322053   19.353424   
 24            NaN     4.483502e+10  3.315964   25.726403   21.728343   
 25            NaN     3.022733e+10  0.000000   22.065875   17.742777   
 26            NaN     7.264648e+09  1.910585   13.703235    9.333370   
 27            NaN     7.264648e+09  1.910585   36.357086   33.885237   
 28            NaN     7.210739e+10  2.797579   23.982031   20.463628   
 29            NaN     3.292693e+11  2.621232   25.043859   20.963803   
 ...           ...              ...       ...         ...         ...   
 12414         NaN     5.056250e+06       NaN   23.147353   15.105206   
 12415         NaN     7.010400e+06  0.000000   93.118728   90.166802   
 12416         NaN     4.463600e+06       NaN   84.952924   80.888458   
 12417      340.35     8.582000e+05  0.000000  109.221797  105.234231   
 12418    11873.31     4.460820e+06  0.000000   89.853419   85.641308   
 12419         NaN     3.608400e+07       NaN   81.382258   77.666961   
 12420         NaN     6.832300e+04       NaN   76.560254   72.173906   
 12421         NaN     2.118760e+06       NaN   84.550383   81.308614   
 12422   299734.64     2.357120e+07  0.000000  128.034449  124.846579   
 12423         NaN     5.030700e+01  0.000000   42.196138   31.845985   
 12424    35969.59     2.220750e+07  0.000000   86.523618   83.447499   
 12425     4749.91     1.617600e+06  0.000000  147.372351  144.665057   
 12426    40959.38     5.269880e+07  0.970874   44.265322   37.877766   
 12427    44915.55     6.676440e+06       NaN   85.331623   82.448442   
 12428         NaN     2.965600e+05  0.000000   60.670375   55.637755   
 12429     3320.28     5.004900e+06  0.000000  134.862891  132.201207   
 12430     3002.03     9.543360e+06  0.000000   90.127646   85.776670   
 12431  1800982.38     3.174662e+10  4.740379   21.915519   18.283941   
 12432         NaN     1.352860e+06       NaN   65.511201   57.854966   
 12433         NaN     1.521940e+06       NaN  103.178743   98.959246   
 12434         NaN     1.248480e+06  0.000000   31.724471   23.023761   
 12435  1614006.07     6.209632e+06       NaN   85.874076   81.223978   
 12436    91488.00     2.317796e+07       NaN  109.218854  105.205573   
 12437         NaN     4.747000e+05       NaN  124.633903  122.652523   
 12438         NaN     1.335824e+07  0.000000   73.623973   67.834996   
 12439    16788.20     3.935300e+07  0.000000   62.675548   58.621332   
 12440         NaN     4.689740e+06       NaN   82.443129   79.036610   
 12441         NaN     8.280000e+04       NaN   49.542537   42.764138   
 12442     2169.09     2.031860e+06  0.000000  158.854061  156.417694   
 12443  5744294.14     1.065087e+09  0.455970   45.276224   34.289726   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000096  0.157338  20040416  
 1     -0.000004  0.092103  20040416  
 2     -0.150554  0.108349  20040416  
 3     -0.083216  0.266065  20040416  
 4     -0.177439  0.168432  20040416  
 5      0.127777  0.473267  20040416  
 6      0.003288  0.017085  20040416  
 7      0.072906  0.177834  20040416  
 8      0.431160  0.845115  20040416  
 9      0.026620  0.219449  20040416  
 10    -0.048043  0.431847  20040416  
 11     0.556767  0.869258  20040416  
 12     0.117893  0.465563  20040416  
 13     0.366187  0.533586  20040416  
 14    -0.000004  0.101539  20040416  
 15    -0.069198  0.219000  20040416  
 16     0.468776  0.666787  20040416  
 17     0.281751  0.381674  20040416  
 18     0.030115  0.424550  20040416  
 19     0.109015  0.294233  20040416  
 20     0.354313  0.597381  20040416  
 21    -0.117630  0.115219  20040416  
 22     0.599251  0.790294  20040416  
 23     0.106904  0.372814  20040416  
 24    -0.012721  0.421510  20040416  
 25     0.258018  0.495733  20040416  
 26    -0.000708  0.228200  20040416  
 27     0.163449  0.533462  20040416  
 28     0.293863  0.458612  20040416  
 29    -0.095887  0.321898  20040416  
 ...         ...       ...       ...  
 12414 -0.000004  0.058354  20040416  
 12415  0.917161  1.074374  20040416  
 12416  1.028172  1.320868  20040416  
 12417  1.341070  1.415480  20040416  
 12418  0.834585  1.171793  20040416  
 12419  0.806096  1.162156  20040416  
 12420  0.991982  1.295762  20040416  
 12421  0.670804  0.838248  20040416  
 12422  1.062447  1.389033  20040416  
 12423  0.978479  1.243222  20040416  
 12424  0.764479  1.107330  20040416  
 12425  1.015991  1.329136  20040416  
 12426  0.367101  0.329627  20040416  
 12427  0.278258  0.569293  20040416  
 12428  0.415015  0.752356  20040416  
 12429  0.873618  1.172340  20040416  
 12430  1.075794  1.289440  20040416  
 12431  0.242833  0.352553  20040416  
 12432  0.881015  1.031726  20040416  
 12433  1.197307  1.480991  20040416  
 12434  0.133863  0.453835  20040416  
 12435  1.174088  1.507000  20040416  
 12436  1.180109  1.451367  20040416  
 12437  0.507560  0.707431  20040416  
 12438  0.017339  0.331297  20040416  
 12439  0.644687  0.878404  20040416  
 12440  0.566729  0.849234  20040416  
 12441  0.908304  1.187176  20040416  
 12442  0.929819  1.225204  20040416  
 12443  1.163911  1.324462  20040416  
 
 [12444 rows x 92 columns],
 '20040419':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.368            0.000               0.0   
 1      USA0011            -0.769            0.000               0.0   
 2      USA0031            -0.301            0.000               0.0   
 3      USA0062            -0.170            0.434               0.0   
 4      USA00E2            -0.256            0.000               0.0   
 5      USA00F1            -0.187            0.000               0.0   
 6      USA00G2            -0.293            0.000               0.0   
 7      USA00H1             0.782            0.000               0.0   
 8      USA00I1             0.390            0.000               0.0   
 9      USA00J1             0.695            0.000               0.0   
 10     USA00K1             0.456            0.000               0.0   
 11     USA00P1             0.390            0.000               0.0   
 12     USA00R1             0.123            0.000               0.0   
 13     USA00S1             0.537            0.000               0.0   
 14     USA00V1            -0.199            0.000               0.0   
 15     USA0131            -0.413            1.000               0.0   
 16     USA0161             1.547            1.000               0.0   
 17     USA01I1            -0.012            0.000               0.0   
 18     USA01J2             0.033            0.000               0.0   
 19     USA01L1             0.063            0.000               0.0   
 20     USA01P1             0.432            0.000               0.0   
 21     USA01Q1             0.565            0.000               0.0   
 22     USA0202             0.245            0.000               0.0   
 23     USA0231             0.114            0.000               0.0   
 24     USA0281            -0.388            0.000               0.0   
 25     USA0291            -0.142            0.000               0.0   
 26     USA02A1            -0.585            0.000               0.0   
 27     USA02B1            -0.450            0.000               0.0   
 28     USA02H1            -0.377            0.000               0.0   
 29     USA02P1            -0.139            0.145               0.0   
 ...        ...               ...              ...               ...   
 12416  USAZY41            -0.518            0.000               0.0   
 12417  USAZY51             0.334            0.000               0.0   
 12418  USAZY61             0.960            0.000               0.0   
 12419  USAZY71             0.192            0.000               0.0   
 12420  USAZYI1             2.832            0.000               0.0   
 12421  USAZYJ1             2.350            0.000               0.0   
 12422  USAZYK1             0.126            0.000               0.0   
 12423  USAZYM1            -0.199            0.000               0.0   
 12424  USAZYR1             2.863            0.000               0.0   
 12425  USAZYS1             0.260            0.000               0.0   
 12426  USAZYT1             0.544            0.000               0.0   
 12427  USAZYV1             0.600            0.000               0.0   
 12428  USAZYX1             0.244            0.000               0.0   
 12429  USAZZ41            -2.836            0.000               0.0   
 12430  USAZZ51             0.200            0.000               0.0   
 12431  USAZZ61             0.291            0.000               0.0   
 12432  USAZZ71             0.636            0.000               0.0   
 12433  USAZZ81            -1.072            0.000               0.0   
 12434  USAZZ91             0.114            0.000               0.0   
 12435  USAZZA1            -2.573            0.000               0.0   
 12436  USAZZB1            -0.747            0.000               0.0   
 12437  USAZZD1            -2.836            0.000               0.0   
 12438  USAZZF1             0.643            0.000               0.0   
 12439  USAZZI1             0.521            0.000               0.0   
 12440  USAZZJ1            -2.836            0.000               0.0   
 12441  USAZZL1             2.230            0.000               0.0   
 12442  USAZZP1             1.006            0.000               0.0   
 12443  USAZZR1             0.487            0.000               0.0   
 12444  USAZZX1             2.863            0.000               0.0   
 12445  USAZZY1             0.815            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.956           0.000  ...           NaN          NaN   
 1            -1.956           0.000  ...           NaN          NaN   
 2            -2.253           0.000  ...           NaN       1200.0   
 3            -2.122           0.000  ...           NaN          NaN   
 4            -2.308           0.000  ...           NaN        152.0   
 5            -1.706           0.000  ...           NaN        197.0   
 6            -1.950           0.000  ...           NaN          NaN   
 7            -1.813           0.000  ...           NaN          NaN   
 8            -1.108           0.000  ...           NaN          NaN   
 9            -1.904           0.866  ...           NaN      27116.0   
 10           -2.052           0.000  ...           NaN          NaN   
 11           -0.865           0.000  ...           NaN          NaN   
 12           -1.724           0.000  ...           NaN          NaN   
 13           -1.238           0.000  ...           NaN      25299.0   
 14           -1.956           0.000  ...           NaN          NaN   
 15           -2.094           0.000  ...           NaN          NaN   
 16           -1.035           0.000  ...           NaN         40.0   
 17           -1.402           0.000  ...           NaN       4170.0   
 18           -1.897           0.000  ...           NaN          NaN   
 19           -1.741           0.000  ...           NaN          NaN   
 20           -1.260           0.000  ...           NaN          NaN   
 21           -2.189           1.000  ...           NaN          NaN   
 22           -0.778           0.000  ...           NaN          NaN   
 23           -1.745           0.000  ...           NaN      14500.0   
 24           -1.982           0.000  ...           NaN          NaN   
 25           -1.447           0.000  ...           NaN          NaN   
 26           -1.957           0.000  ...           NaN          NaN   
 27           -1.633           0.000  ...           NaN          NaN   
 28           -1.383           0.000  ...           NaN       8745.0   
 29           -2.146           0.000  ...           NaN       1500.0   
 ...             ...             ...  ...           ...          ...   
 12416        -1.956           0.000  ...           NaN          NaN   
 12417        -0.147           0.000  ...           NaN          NaN   
 12418         0.069           0.000  ...           NaN          NaN   
 12419         0.687           0.000  ...           NaN       2475.0   
 12420        -0.303           0.000  ...           NaN       7000.0   
 12421        -0.407           0.000  ...           NaN        199.0   
 12422        -0.003           0.000  ...           NaN     104600.0   
 12423        -0.637           0.000  ...           NaN          NaN   
 12424         0.116           0.000  ...           NaN      78575.0   
 12425        -0.028           0.000  ...           NaN          NaN   
 12426        -0.442           0.000  ...           NaN      34470.0   
 12427         0.027           0.000  ...           NaN      40475.0   
 12428        -1.233           0.000  ...           NaN       2500.0   
 12429        -1.433           0.000  ...           NaN     584950.0   
 12430        -1.143           0.000  ...           NaN          NaN   
 12431        -0.235           0.000  ...           NaN      35266.0   
 12432         0.164           0.000  ...           NaN      34051.0   
 12433        -1.465           1.000  ...           NaN     212500.0   
 12434        -0.222           0.000  ...           NaN          NaN   
 12435         0.411           0.000  ...           NaN       4000.0   
 12436        -1.692           0.000  ...           NaN          NaN   
 12437         0.359           0.000  ...           NaN   27968110.0   
 12438         0.368           0.000  ...           NaN       2500.0   
 12439        -0.959           1.000  ...           NaN          NaN   
 12440        -1.876           0.000  ...           NaN          0.0   
 12441        -0.696           0.000  ...           NaN       1000.0   
 12442        -0.842           1.000  ...           NaN          NaN   
 12443        -0.168           0.000  ...           NaN          NaN   
 12444        -0.152           0.000  ...           NaN     452000.0   
 12445         0.316           0.000  ...           NaN     106600.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.748526e+10  0.174520   16.958006   11.119048   
 1             NaN     4.913007e+09  0.000000   19.022882   12.626104   
 2             NaN     6.910020e+10  2.530414   24.829869   20.184231   
 3             NaN     2.985282e+10  2.215657   25.814328   23.348063   
 4             NaN     5.300584e+10  2.450067   29.409684   25.261549   
 5             NaN     1.955438e+11  0.364401   23.017280   20.005418   
 6             NaN     1.488911e+10  4.854369   22.711730   14.522857   
 7             NaN     7.790002e+10  0.000000   22.295626   16.506821   
 8             NaN     1.764185e+10  0.333264   34.598227   27.261915   
 9             NaN     4.170756e+10  1.725490   19.672722   15.936663   
 10            NaN     3.524200e+10  0.000000   35.647333   25.699246   
 11            NaN     2.672000e+10  1.333333   23.884237   19.609369   
 12            NaN     6.998262e+09  2.379039   16.420333   11.665460   
 13            NaN     1.869594e+10  1.476209   25.956926   23.108900   
 14            NaN     1.278586e+10  1.237624   15.891618   10.753504   
 15            NaN     3.320097e+10  1.655710   27.426445   23.036825   
 16            NaN     3.320097e+10  1.655710   32.016527   28.028049   
 17            NaN     3.098131e+10  0.174165   18.953783   16.271908   
 18            NaN     2.812646e+10  1.871759   23.919649   19.987590   
 19            NaN     9.820526e+10  3.326498   25.255981   20.143583   
 20            NaN     1.580174e+11  0.000000   36.208620   31.959129   
 21            NaN     1.299301e+11  1.988072   21.597287   18.041087   
 22            NaN     1.398893e+10  0.000000   28.229344   23.519693   
 23            NaN     9.162696e+10  0.000000   22.789622   18.974561   
 24            NaN     4.484499e+10  3.315964   25.207747   21.356483   
 25            NaN     3.042002e+10  0.000000   21.509996   17.416271   
 26            NaN     7.227394e+09  1.910585   13.497699    9.255769   
 27            NaN     7.227394e+09  1.910585   35.707356   33.373562   
 28            NaN     7.173815e+10  2.797579   23.461372   20.069045   
 29            NaN     3.278987e+11  2.621232   24.439846   20.531207   
 ...           ...              ...       ...         ...         ...   
 12416         NaN     5.056250e+06       NaN   22.649695   14.898563   
 12417         NaN     7.010400e+06  0.000000   90.917044   87.965494   
 12418         NaN     4.463600e+06       NaN   84.311115   80.257344   
 12419      360.11     8.582000e+05  0.000000  109.419354  105.517622   
 12420    11043.14     4.117680e+06  0.000000   88.200457   83.900141   
 12421        9.97     1.984620e+07       NaN   82.225984   78.582052   
 12422       35.38     6.832300e+04       NaN   75.402365   70.988717   
 12423         NaN     2.118760e+06       NaN   83.277153   80.106155   
 12424   301891.31     2.246630e+07  0.000000  126.465768  123.212194   
 12425         NaN     5.030700e+01  0.000000   41.407353   31.215353   
 12426    35353.59     2.220750e+07  0.000000   85.072190   81.957416   
 12427     3676.29     1.617600e+06  0.000000  145.294535  142.545578   
 12428    43204.85     5.269880e+07  0.970874   43.268252   37.125703   
 12429    52936.34     7.164960e+06       NaN   84.450727   81.555607   
 12430         NaN     2.965600e+05  0.000000   59.464118   54.578073   
 12431     2682.93     5.004900e+06  0.000000  132.797319  130.175452   
 12432     2478.63     9.543360e+06  0.000000   88.890526   84.687974   
 12433  2070930.95     3.202606e+10  4.740379   21.839409   18.201885   
 12434         NaN     1.352860e+06       NaN   63.899693   56.363564   
 12435     7791.93     1.630650e+06       NaN  101.611328   97.336475   
 12436         NaN     1.248480e+06  0.000000   31.075034   22.699517   
 12437  1704550.20     6.597734e+06       NaN   86.425387   82.086048   
 12438    81380.37     2.306863e+07       NaN  107.099049  103.120559   
 12439         NaN     4.747000e+05       NaN  122.324868  120.390693   
 12440         NaN     1.403193e+07  0.000000   72.760360   66.965094   
 12441    17575.74     3.849750e+07  0.000000   61.788135   57.697475   
 12442         NaN     4.689740e+06       NaN   81.018511   77.623192   
 12443         NaN     8.280000e+04       NaN   48.621803   41.905451   
 12444     2339.78     1.727081e+06  0.000000  157.757303  155.312803   
 12445  5934913.75     1.042544e+09  0.455970   44.800839   33.698705   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000095  0.135307  20040419  
 1     -0.000003  0.064703  20040419  
 2     -0.150851  0.091214  20040419  
 3     -0.084445  0.264175  20040419  
 4     -0.178807  0.156219  20040419  
 5      0.126950  0.459369  20040419  
 6      0.003266  0.007310  20040419  
 7      0.072735  0.180684  20040419  
 8      0.431032  0.870308  20040419  
 9      0.026259  0.222621  20040419  
 10    -0.048557  0.463023  20040419  
 11     0.554419  0.880247  20040419  
 12     0.117676  0.460514  20040419  
 13     0.365006  0.537251  20040419  
 14    -0.000003  0.079744  20040419  
 15    -0.070011  0.201087  20040419  
 16     0.467675  0.696834  20040419  
 17     0.281630  0.371356  20040419  
 18     0.029801  0.413690  20040419  
 19     0.109005  0.281270  20040419  
 20     0.353699  0.609553  20040419  
 21    -0.118211  0.111353  20040419  
 22     0.598311  0.793019  20040419  
 23     0.107061  0.384887  20040419  
 24    -0.012963  0.402792  20040419  
 25     0.258358  0.491809  20040419  
 26    -0.000725  0.210639  20040419  
 27     0.163895  0.528054  20040419  
 28     0.291064  0.442198  20040419  
 29    -0.096377  0.300397  20040419  
 ...         ...       ...       ...  
 12416 -0.000003  0.035786  20040419  
 12417  0.918876  1.092546  20040419  
 12418  1.028619  1.332020  20040419  
 12419  1.342940  1.423041  20040419  
 12420  0.839669  1.278768  20040419  
 12421  0.786842  1.185521  20040419  
 12422  0.991949  1.299434  20040419  
 12423  0.670009  0.836604  20040419  
 12424  1.052694  1.411985  20040419  
 12425  0.979352  1.264714  20040419  
 12426  0.769110  1.122085  20040419  
 12427  1.007305  1.342618  20040419  
 12428  0.367224  0.317905  20040419  
 12429  0.265853  0.536510  20040419  
 12430  0.412953  0.766680  20040419  
 12431  0.874069  1.188563  20040419  
 12432  1.077196  1.334630  20040419  
 12433  0.249377  0.349349  20040419  
 12434  0.880732  1.017743  20040419  
 12435  1.202416  1.455585  20040419  
 12436  0.134065  0.445836  20040419  
 12437  1.176039  1.405706  20040419  
 12438  1.180759  1.461465  20040419  
 12439  0.506263  0.720868  20040419  
 12440  0.040449  0.293136  20040419  
 12441  0.639891  0.932392  20040419  
 12442  0.565942  0.858111  20040419  
 12443  0.908438  1.205809  20040419  
 12444  0.916474  1.271764  20040419  
 12445  1.154244  1.347339  20040419  
 
 [12446 rows x 92 columns],
 '20040420':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.322            0.000               0.0   
 1      USA0011            -0.020            0.000               0.0   
 2      USA0031             0.320            0.000               0.0   
 3      USA0062             0.487            0.434               0.0   
 4      USA00E2             0.048            0.000               0.0   
 5      USA00F1             0.124            0.000               0.0   
 6      USA00G2             0.585            0.000               0.0   
 7      USA00H1             0.244            0.000               0.0   
 8      USA00I1            -0.133            0.000               0.0   
 9      USA00J1             0.085            0.000               0.0   
 10     USA00K1             0.312            0.000               0.0   
 11     USA00P1            -0.523            0.000               0.0   
 12     USA00R1             0.109            0.000               0.0   
 13     USA00S1            -0.661            0.000               0.0   
 14     USA00V1             0.152            0.000               0.0   
 15     USA0131             0.068            1.000               0.0   
 16     USA0161            -0.567            1.000               0.0   
 17     USA01I1             0.261            0.000               0.0   
 18     USA01J2             0.220            0.000               0.0   
 19     USA01L1            -0.498            0.000               0.0   
 20     USA01P1             0.668            0.000               0.0   
 21     USA01Q1             0.165            0.000               0.0   
 22     USA0202            -0.201            0.000               0.0   
 23     USA0231             0.136            0.000               0.0   
 24     USA0281             0.342            0.000               0.0   
 25     USA0291             0.386            0.000               0.0   
 26     USA02A1             0.513            0.000               0.0   
 27     USA02B1             1.054            0.000               0.0   
 28     USA02H1            -0.206            0.000               0.0   
 29     USA02P1            -0.580            0.145               0.0   
 ...        ...               ...              ...               ...   
 12420  USAZY41            -0.236            0.000               0.0   
 12421  USAZY51            -0.600            0.000               0.0   
 12422  USAZY61            -0.212            0.000               0.0   
 12423  USAZY71            -1.318            0.000               0.0   
 12424  USAZYI1            -0.262            0.000               0.0   
 12425  USAZYJ1            -0.711            0.000               0.0   
 12426  USAZYK1            -0.244            0.000               0.0   
 12427  USAZYM1            -0.559            0.000               0.0   
 12428  USAZYR1            -0.083            0.000               0.0   
 12429  USAZYS1            -0.757            0.000               0.0   
 12430  USAZYT1            -0.240            0.000               0.0   
 12431  USAZYV1            -0.832            0.000               0.0   
 12432  USAZYX1            -1.859            0.000               0.0   
 12433  USAZZ41            -2.030            0.000               0.0   
 12434  USAZZ51            -0.244            0.000               0.0   
 12435  USAZZ61            -0.279            0.000               0.0   
 12436  USAZZ71            -2.765            0.000               0.0   
 12437  USAZZ81             0.451            0.000               0.0   
 12438  USAZZ91            -1.339            0.000               0.0   
 12439  USAZZA1            -0.843            0.000               0.0   
 12440  USAZZB1             0.264            0.000               0.0   
 12441  USAZZD1             2.752            0.000               0.0   
 12442  USAZZF1            -0.777            0.000               0.0   
 12443  USAZZI1            -0.272            0.000               0.0   
 12444  USAZZJ1             0.249            0.000               0.0   
 12445  USAZZL1            -0.329            0.000               0.0   
 12446  USAZZP1            -2.111            0.000               0.0   
 12447  USAZZR1            -0.674            0.000               0.0   
 12448  USAZZX1             2.752            0.000               0.0   
 12449  USAZZY1             1.861            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.993           0.000  ...           NaN          NaN   
 1            -1.993           0.000  ...           NaN          NaN   
 2            -2.285           0.000  ...           NaN       1200.0   
 3            -2.140           0.000  ...           NaN          NaN   
 4            -2.320           0.000  ...           NaN        152.0   
 5            -1.737           0.000  ...           NaN        197.0   
 6            -1.985           0.000  ...           NaN          NaN   
 7            -1.855           0.000  ...           NaN          NaN   
 8            -1.146           0.000  ...           NaN          NaN   
 9            -1.941           0.866  ...           NaN      27116.0   
 10           -2.079           0.000  ...           NaN          NaN   
 11           -0.875           0.000  ...           NaN          NaN   
 12           -1.751           0.000  ...           NaN          NaN   
 13           -1.318           0.000  ...           NaN      19856.0   
 14           -1.993           0.000  ...           NaN          NaN   
 15           -2.116           0.000  ...           NaN          NaN   
 16           -1.114           0.000  ...           NaN        285.0   
 17           -1.443           0.000  ...           NaN       4170.0   
 18           -1.931           0.000  ...           NaN          NaN   
 19           -1.777           0.000  ...           NaN          NaN   
 20           -1.241           0.000  ...           NaN       1500.0   
 21           -2.216           1.000  ...           NaN          NaN   
 22           -0.812           0.000  ...           NaN          NaN   
 23           -1.784           0.000  ...           NaN      14500.0   
 24           -2.017           0.000  ...           NaN          NaN   
 25           -1.488           0.000  ...           NaN          NaN   
 26           -1.993           0.000  ...           NaN          NaN   
 27           -1.669           0.000  ...           NaN         10.0   
 28           -1.414           0.000  ...           NaN       8745.0   
 29           -2.276           0.000  ...           NaN      11500.0   
 ...             ...             ...  ...           ...          ...   
 12420        -1.993           0.000  ...           NaN          NaN   
 12421        -0.172           0.000  ...           NaN          NaN   
 12422         0.058           0.000  ...           NaN          NaN   
 12423         0.680           0.000  ...           NaN        200.0   
 12424        -0.327           0.000  ...           NaN      20000.0   
 12425        -0.418           0.000  ...           NaN          NaN   
 12426        -0.008           0.000  ...           NaN        200.0   
 12427        -0.650           0.000  ...           NaN          NaN   
 12428         0.134           0.000  ...           NaN      53165.0   
 12429        -0.047           0.000  ...           NaN          NaN   
 12430        -0.480           0.000  ...           NaN      48550.0   
 12431         0.019           0.000  ...           NaN      66040.0   
 12432        -1.265           0.000  ...           NaN          NaN   
 12433        -1.595           0.000  ...           NaN     586400.0   
 12434        -1.136           0.000  ...           NaN          NaN   
 12435        -0.248           0.000  ...           NaN      22275.0   
 12436        -0.264           0.000  ...           NaN      82250.0   
 12437        -1.440           1.000  ...           NaN     682500.0   
 12438        -0.224           0.000  ...           NaN          NaN   
 12439         0.397           0.000  ...           NaN          NaN   
 12440        -1.730           0.000  ...           NaN          NaN   
 12441         0.373           0.000  ...           NaN   25937500.0   
 12442         0.370           0.000  ...           NaN       3749.0   
 12443        -0.961           1.000  ...           NaN          NaN   
 12444        -1.811           0.000  ...           NaN          0.0   
 12445        -0.727           0.000  ...           NaN        270.0   
 12446        -1.177           1.000  ...           NaN       8400.0   
 12447        -0.179           0.000  ...           NaN          NaN   
 12448        -0.099           0.000  ...           NaN     110000.0   
 12449         0.537           0.000  ...           NaN     171100.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.626684e+10  0.174520   17.182743   11.257008   
 1             NaN     4.838284e+09  0.000000   19.088838   12.775776   
 2             NaN     6.758375e+10  2.530414   25.078617   20.410477   
 3             NaN     2.930973e+10  2.215657   26.079031   23.547192   
 4             NaN     5.194040e+10  2.450067   29.958153   25.759472   
 5             NaN     1.903801e+11  0.364401   23.451253   20.248331   
 6             NaN     1.445468e+10  4.854369   22.984020   14.733178   
 7             NaN     7.552651e+10  0.000000   22.508458   16.672357   
 8             NaN     1.687784e+10  0.333264   35.222244   27.743873   
 9             NaN     4.160979e+10  1.725490   19.908013   16.091973   
 10            NaN     3.362875e+10  0.000000   36.037113   26.051905   
 11            NaN     2.651194e+10  1.333333   24.668862   20.202791   
 12            NaN     6.844709e+09  2.379039   16.695868   11.832763   
 13            NaN     1.832935e+10  1.476209   26.362351   23.445505   
 14            NaN     1.284934e+10  1.237624   16.156020   10.892589   
 15            NaN     3.244876e+10  1.655710   27.857377   23.402994   
 16            NaN     3.244876e+10  1.655710   32.580719   28.473408   
 17            NaN     3.064361e+10  0.174165   19.236391   16.430159   
 18            NaN     2.777228e+10  1.871759   24.273194   20.241709   
 19            NaN     9.622769e+10  3.326498   25.780642   20.511398   
 20            NaN     1.525638e+11  0.000000   36.764559   32.334363   
 21            NaN     1.281650e+11  1.988072   21.793713   18.201524   
 22            NaN     1.370968e+10  0.000000   28.880530   23.921828   
 23            NaN     8.924271e+10  0.000000   23.116658   19.210255   
 24            NaN     4.448615e+10  3.315964   25.614333   21.696707   
 25            NaN     3.032367e+10  0.000000   21.835439   17.601716   
 26            NaN     7.175810e+09  1.910585   13.765102    9.376897   
 27            NaN     7.175810e+09  1.910585   35.993037   33.605938   
 28            NaN     6.995029e+10  2.797579   23.805184   20.276194   
 29            NaN     3.212564e+11  2.621232   25.010248   21.140353   
 ...           ...              ...       ...         ...         ...   
 12420         NaN     5.056250e+06       NaN   23.074127   15.226172   
 12421         NaN     7.010400e+06  0.000000   92.069398   89.027052   
 12422         NaN     4.463600e+06       NaN   85.136174   80.925149   
 12423      344.06     8.582000e+05  0.000000  112.966021  108.977799   
 12424    10868.45     4.117680e+06  0.000000   89.822495   85.584593   
 12425         NaN     1.984620e+07       NaN   77.682762   73.480400   
 12426       33.79     6.832300e+04       NaN   76.523992   71.987022   
 12427         NaN     2.118760e+06       NaN   84.841931   81.602093   
 12428   289618.94     2.209800e+07  0.000000  127.903248  124.663393   
 12429         NaN     5.030700e+01  0.000000   42.247141   31.766891   
 12430    34739.68     2.220750e+07  0.000000   86.113012   82.932359   
 12431     3869.40     1.617600e+06  0.000000  147.008309  144.250192   
 12432         NaN     5.269880e+07  0.970874   44.222792   37.749210   
 12433    56793.96     7.653480e+06       NaN   85.382263   82.576476   
 12434         NaN     2.965600e+05  0.000000   60.366793   55.394477   
 12435     2570.09     5.004900e+06  0.000000  134.392516  131.715748   
 12436     3113.69     1.192920e+07  0.000000   91.622324   87.673460   
 12437  2963890.19     3.204355e+10  4.740379   22.090286   18.385966   
 12438         NaN     1.352860e+06       NaN   64.999746   57.225826   
 12439         NaN     1.630650e+06       NaN  103.547414   99.218524   
 12440         NaN     1.248480e+06  0.000000   31.534389   23.179425   
 12441  1645934.29     6.209632e+06       NaN   85.211364   80.252624   
 12442    78040.82     2.306863e+07       NaN  108.277614  104.137903   
 12443         NaN     4.747000e+05       NaN  123.736178  121.752437   
 12444         NaN     1.386280e+07  0.000000   73.526966   67.748746   
 12445    16832.07     3.849750e+07  0.000000   62.386964   58.330884   
 12446      790.82     5.968760e+06       NaN   82.768457   79.498697   
 12447         NaN     8.280000e+04       NaN   49.673831   42.763168   
 12448     2313.43     1.625488e+06  0.000000  159.885438  157.223166   
 12449  5953744.24     9.888112e+08  0.455970   46.441045   34.525242   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000086  0.148379  20040420  
 1     -0.000003  0.073899  20040420  
 2     -0.145325  0.098979  20040420  
 3     -0.073150  0.280966  20040420  
 4     -0.162809  0.170588  20040420  
 5      0.127406  0.462274  20040420  
 6      0.003688  0.023458  20040420  
 7      0.068684  0.173118  20040420  
 8      0.421701  0.854746  20040420  
 9      0.025891  0.216524  20040420  
 10    -0.043106  0.459959  20040420  
 11     0.556482  0.862769  20040420  
 12     0.120204  0.454895  20040420  
 13     0.336166  0.499683  20040420  
 14    -0.000003  0.089044  20040420  
 15    -0.061163  0.209871  20040420  
 16     0.437632  0.653170  20040420  
 17     0.273646  0.368177  20040420  
 18     0.030778  0.406898  20040420  
 19     0.107249  0.272111  20040420  
 20     0.374112  0.625084  20040420  
 21    -0.111062  0.112386  20040420  
 22     0.587927  0.773944  20040420  
 23     0.104033  0.380731  20040420  
 24    -0.011966  0.407307  20040420  
 25     0.251328  0.488632  20040420  
 26    -0.000298  0.228834  20040420  
 27     0.161181  0.535549  20040420  
 28     0.288038  0.439652  20040420  
 29    -0.141134  0.237118  20040420  
 ...         ...       ...       ...  
 12420 -0.000003  0.044888  20040420  
 12421  0.906546  1.066644  20040420  
 12422  1.021101  1.285689  20040420  
 12423  1.330972  1.382393  20040420  
 12424  0.829543  1.199632  20040420  
 12425  0.783942  1.208889  20040420  
 12426  0.988423  1.269681  20040420  
 12427  0.668856  0.824797  20040420  
 12428  1.059281  1.351905  20040420  
 12429  0.968971  1.226523  20040420  
 12430  0.753519  1.084408  20040420  
 12431  1.001912  1.295956  20040420  
 12432  0.362440  0.308703  20040420  
 12433  0.197992  0.487289  20040420  
 12434  0.426656  0.765127  20040420  
 12435  0.868782  1.158767  20040420  
 12436  0.861089  1.074800  20040420  
 12437  0.275420  0.387733  20040420  
 12438  0.880694  1.009423  20040420  
 12439  1.189759  1.466412  20040420  
 12440  0.130604  0.446570  20040420  
 12441  1.178116  1.504178  20040420  
 12442  1.176570  1.423322  20040420  
 12443  0.513927  0.712837  20040420  
 12444  0.090326  0.399269  20040420  
 12445  0.630080  0.884039  20040420  
 12446  0.406101  0.662535  20040420  
 12447  0.903405  1.181916  20040420  
 12448  0.943211  1.326793  20040420  
 12449  1.259734  1.449925  20040420  
 
 [12450 rows x 92 columns],
 '20040421':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.069            0.000               0.0   
 1      USA0011            -0.416            0.000               0.0   
 2      USA0031            -0.012            0.000               0.0   
 3      USA0062            -0.569            0.434               0.0   
 4      USA00E2            -0.154            0.000               0.0   
 5      USA00F1            -0.633            0.000               0.0   
 6      USA00G2            -0.283            0.000               0.0   
 7      USA00H1            -0.268            0.000               0.0   
 8      USA00I1            -0.165            0.000               0.0   
 9      USA00J1            -0.247            0.000               0.0   
 10     USA00K1            -1.125            0.000               0.0   
 11     USA00P1             0.179            0.000               0.0   
 12     USA00R1             0.321            0.000               0.0   
 13     USA00S1             0.363            0.000               0.0   
 14     USA00V1             0.472            0.000               0.0   
 15     USA0131            -0.488            1.000               0.0   
 16     USA0161             0.126            1.000               0.0   
 17     USA01I1             0.611            0.000               0.0   
 18     USA01J2            -0.362            0.000               0.0   
 19     USA01L1            -0.847            0.000               0.0   
 20     USA01P1             0.160            0.000               0.0   
 21     USA01Q1            -0.539            0.000               0.0   
 22     USA0202             0.645            0.000               0.0   
 23     USA0231            -0.621            0.000               0.0   
 24     USA0281            -0.769            0.000               0.0   
 25     USA0291            -0.516            0.000               0.0   
 26     USA02A1            -0.280            0.000               0.0   
 27     USA02B1            -2.810            0.000               0.0   
 28     USA02H1            -0.626            0.000               0.0   
 29     USA02P1            -0.383            0.145               0.0   
 ...        ...               ...              ...               ...   
 12424  USAZY41             0.538            0.000               0.0   
 12425  USAZY51             0.945            0.000               0.0   
 12426  USAZY61             0.847            0.000               0.0   
 12427  USAZY71            -2.810            0.000               0.0   
 12428  USAZYI1             2.509            0.000               0.0   
 12429  USAZYJ1            -2.810            0.000               0.0   
 12430  USAZYK1             0.849            0.000               0.0   
 12431  USAZYM1             0.197            0.000               0.0   
 12432  USAZYR1             1.595            0.000               0.0   
 12433  USAZYS1             0.666            0.000               0.0   
 12434  USAZYT1             0.948            0.000               0.0   
 12435  USAZYV1             2.780            0.000               0.0   
 12436  USAZYX1             0.286            0.000               0.0   
 12437  USAZZ41             2.559            0.000               0.0   
 12438  USAZZ51             2.771            0.000               0.0   
 12439  USAZZ61             0.623            0.000               0.0   
 12440  USAZZ71             0.695            0.000               0.0   
 12441  USAZZ81             0.465            0.000               0.0   
 12442  USAZZ91             0.167            0.000               0.0   
 12443  USAZZA1             0.790            0.000               0.0   
 12444  USAZZB1            -0.066            0.000               0.0   
 12445  USAZZD1             2.780            0.000               0.0   
 12446  USAZZF1             2.780            0.000               0.0   
 12447  USAZZI1             0.245            0.000               0.0   
 12448  USAZZJ1             1.999            0.000               0.0   
 12449  USAZZL1            -2.810            0.000               0.0   
 12450  USAZZP1             0.279            0.000               0.0   
 12451  USAZZR1             0.606            0.000               0.0   
 12452  USAZZX1            -2.810            0.000               0.0   
 12453  USAZZY1            -1.648            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.983           0.000  ...           NaN          NaN   
 1            -1.983           0.000  ...           NaN          NaN   
 2            -2.272           0.000  ...           NaN       1200.0   
 3            -2.131           0.000  ...           NaN          NaN   
 4            -2.312           0.000  ...           NaN        152.0   
 5            -1.728           0.000  ...           NaN        197.0   
 6            -1.976           0.000  ...           NaN          NaN   
 7            -1.846           0.000  ...           NaN          NaN   
 8            -1.145           0.000  ...           NaN          NaN   
 9            -1.812           0.866  ...           NaN      27116.0   
 10           -2.071           0.000  ...           NaN          NaN   
 11           -0.876           0.000  ...           NaN          NaN   
 12           -1.757           0.000  ...           NaN          NaN   
 13           -1.322           0.000  ...           NaN      15210.0   
 14           -1.983           0.000  ...           NaN          NaN   
 15           -2.108           0.000  ...           NaN          NaN   
 16           -1.128           0.000  ...           NaN        950.0   
 17           -1.448           0.000  ...           NaN       4170.0   
 18           -1.923           0.000  ...           NaN          NaN   
 19           -1.771           0.000  ...           NaN          NaN   
 20           -1.239           0.000  ...           NaN          NaN   
 21           -2.205           1.000  ...           NaN          NaN   
 22           -0.816           0.000  ...           NaN          NaN   
 23           -1.775           0.000  ...           NaN      14500.0   
 24           -1.979           0.000  ...           NaN          NaN   
 25           -1.482           0.000  ...           NaN          NaN   
 26           -1.984           0.000  ...           NaN          NaN   
 27           -1.572           0.000  ...           NaN        585.0   
 28           -1.419           0.000  ...           NaN       8745.0   
 29           -2.265           0.000  ...           NaN      11500.0   
 ...             ...             ...  ...           ...          ...   
 12424        -1.983           0.000  ...           NaN          NaN   
 12425        -0.172           0.000  ...           NaN          NaN   
 12426         0.054           0.000  ...           NaN          NaN   
 12427         0.726           0.000  ...           NaN      25000.0   
 12428        -0.342           0.000  ...           NaN      31944.0   
 12429        -0.382           0.000  ...           NaN       1000.0   
 12430        -0.010           0.000  ...           NaN       2200.0   
 12431        -0.640           0.000  ...           NaN          NaN   
 12432         0.120           0.000  ...           NaN     130094.0   
 12433        -0.048           0.000  ...           NaN          NaN   
 12434        -0.491           0.000  ...           NaN      67190.0   
 12435        -0.064           0.000  ...           NaN      52536.0   
 12436        -1.266           0.000  ...           NaN          NaN   
 12437        -1.689           0.000  ...           NaN    1098487.0   
 12438        -1.217           0.000  ...           NaN        500.0   
 12439        -0.249           0.000  ...           NaN     375850.0   
 12440        -0.264           0.000  ...           NaN          NaN   
 12441        -1.464           1.000  ...           NaN      36100.0   
 12442        -0.229           0.000  ...           NaN          NaN   
 12443         0.394           0.000  ...           NaN          NaN   
 12444        -1.721           0.000  ...           NaN          NaN   
 12445         0.362           0.000  ...           NaN   26791020.0   
 12446         0.342           0.000  ...           NaN       5071.0   
 12447        -0.965           1.000  ...           NaN          NaN   
 12448        -1.968           0.000  ...           NaN          0.0   
 12449        -0.654           0.000  ...           NaN       9000.0   
 12450        -1.183           1.000  ...           NaN          NaN   
 12451        -0.179           0.000  ...           NaN          NaN   
 12452        -0.067           0.000  ...           NaN        650.0   
 12453         0.614           0.000  ...           NaN     231800.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.724557e+10  0.174520   17.677993   11.786895   
 1             NaN     4.788469e+09  0.000000   19.831261   13.443040   
 2             NaN     6.741178e+10  2.530414   26.091930   21.370858   
 3             NaN     2.928387e+10  2.215657   27.223930   24.720489   
 4             NaN     5.364511e+10  2.450067   31.254209   27.027877   
 5             NaN     1.909016e+11  0.364401   24.492126   21.388996   
 6             NaN     1.468374e+10  4.854369   23.644680   15.399986   
 7             NaN     7.347550e+10  0.000000   23.274931   17.458437   
 8             NaN     1.689621e+10  0.333264   36.329689   29.114815   
 9             NaN     4.155276e+10  1.725490   20.679396   16.890662   
 10            NaN     3.364538e+10  0.000000   37.502457   27.590232   
 11            NaN     2.682700e+10  1.333333   25.281651   21.153176   
 12            NaN     6.904362e+09  2.379039   17.250114   12.387469   
 13            NaN     1.832699e+10  1.476209   27.339942   24.569021   
 14            NaN     1.322263e+10  1.237624   17.040807   11.531728   
 15            NaN     3.268883e+10  1.655710   29.030055   24.598860   
 16            NaN     3.268883e+10  1.655710   33.777150   29.892665   
 17            NaN     3.125406e+10  0.174165   20.097285   17.207771   
 18            NaN     2.815424e+10  1.871759   25.233023   21.279767   
 19            NaN     9.606735e+10  3.326498   27.038583   21.785190   
 20            NaN     1.544277e+11  0.000000   38.267601   33.822958   
 21            NaN     1.277973e+11  1.988072   22.774736   19.171869   
 22            NaN     1.356341e+10  0.000000   29.909056   25.131673   
 23            NaN     8.929398e+10  0.000000   23.998537   20.195169   
 24            NaN     4.405754e+10  3.315964   26.673787   22.828933   
 25            NaN     3.025142e+10  0.000000   22.519009   18.399140   
 26            NaN     7.364949e+09  1.910585   14.100558    9.814803   
 27            NaN     7.364949e+09  1.910585   38.854890   36.285557   
 28            NaN     6.869684e+10  2.797579   24.877168   21.382974   
 29            NaN     3.236814e+11  2.621232   26.048912   22.282541   
 ...           ...              ...       ...         ...         ...   
 12424         NaN     5.056250e+06       NaN   24.110922   16.177796   
 12425         NaN     7.010400e+06  0.000000   96.230856   93.340559   
 12426         NaN     4.463600e+06       NaN   89.238552   85.391611   
 12427      394.74     1.103400e+06  0.000000  119.626272  115.800897   
 12428    10934.83     4.003300e+06  0.000000   92.812801   88.666123   
 12429       36.79     2.165040e+07       NaN   79.936890   75.704508   
 12430       31.68     6.832300e+04       NaN   77.600280   73.115704   
 12431         NaN     2.118760e+06       NaN   91.120603   88.080604   
 12432   283993.52     2.172970e+07  0.000000  133.744460  130.647654   
 12433         NaN     5.030700e+01  0.000000   43.255261   33.260796   
 12434    35506.42     2.220750e+07  0.000000   89.825155   86.797301   
 12435     3336.82     1.280600e+06  0.000000  155.715597  153.135032   
 12436         NaN     5.269880e+07  0.970874   45.878499   39.456897   
 12437    65546.70     6.513600e+06       NaN   89.111772   86.528408   
 12438       16.27     1.482800e+05  0.000000   74.009017   70.010862   
 12439     2700.27     5.004900e+06  0.000000  140.539478  138.009737   
 12440         NaN     1.192920e+07  0.000000   94.252469   90.613639   
 12441  2975076.67     3.162223e+10  4.740379   22.924199   19.367331   
 12442         NaN     1.352860e+06       NaN   67.217017   59.643629   
 12443         NaN     1.630650e+06       NaN  107.673755  103.647237   
 12444         NaN     1.248480e+06  0.000000   32.556268   24.240408   
 12445  1661003.08     5.433428e+06       NaN   96.004094   91.719514   
 12446    76833.32     2.186600e+07       NaN  113.563599  109.594346   
 12447         NaN     4.747000e+05       NaN  129.228389  127.325127   
 12448         NaN     1.039559e+07  0.000000   87.964685   82.979962   
 12449    17704.66     4.132065e+07  0.000000   66.114445   62.150480   
 12450         NaN     5.968760e+06       NaN   87.898964   84.786358   
 12451         NaN     8.280000e+04       NaN   50.991888   44.431634   
 12452     2057.60     1.828674e+06  0.000000  167.875189  165.423699   
 12453  6126540.52     1.036677e+09  0.455970   47.602488   36.363744   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000085  0.149312  20040421  
 1     -0.000001  0.069993  20040421  
 2     -0.144853  0.089005  20040421  
 3     -0.074456  0.265119  20040421  
 4     -0.164842  0.156941  20040421  
 5      0.127741  0.445709  20040421  
 6      0.003542  0.012949  20040421  
 7      0.068815  0.163650  20040421  
 8      0.419661  0.849289  20040421  
 9      0.085848  0.197536  20040421  
 10    -0.044110  0.433134  20040421  
 11     0.554690  0.864463  20040421  
 12     0.113125  0.452676  20040421  
 13     0.330937  0.505794  20040421  
 14    -0.000001  0.095328  20040421  
 15    -0.062554  0.201390  20040421  
 16     0.428429  0.648586  20040421  
 17     0.267981  0.364885  20040421  
 18     0.030174  0.395465  20040421  
 19     0.106359  0.250457  20040421  
 20     0.372707  0.614840  20040421  
 21    -0.111490  0.097414  20040421  
 22     0.584544  0.779570  20040421  
 23     0.104143  0.370568  20040421  
 24     0.001976  0.392539  20040421  
 25     0.250857  0.474185  20040421  
 26    -0.000388  0.219994  20040421  
 27     0.205756  0.501540  20040421  
 28     0.282742  0.430384  20040421  
 29    -0.141292  0.232566  20040421  
 ...         ...       ...       ...  
 12424 -0.000001  0.063258  20040421  
 12425  0.907486  1.088769  20040421  
 12426  1.020437  1.275054  20040421  
 12427  1.357403  1.366447  20040421  
 12428  0.822382  1.235157  20040421  
 12429  0.801983  1.196070  20040421  
 12430  0.988778  1.290737  20040421  
 12431  0.672840  0.820143  20040421  
 12432  1.053628  1.366501  20040421  
 12433  0.969720  1.241397  20040421  
 12434  0.747429  1.095424  20040421  
 12435  0.961740  1.310336  20040421  
 12436  0.359431  0.338417  20040421  
 12437  0.147143  0.530022  20040421  
 12438  0.383827  0.781258  20040421  
 12439  0.868685  1.156963  20040421  
 12440  0.861080  1.135889  20040421  
 12441  0.260195  0.380424  20040421  
 12442  0.879023  1.070987  20040421  
 12443  1.191165  1.472594  20040421  
 12444  0.130998  0.446200  20040421  
 12445  1.175029  1.455531  20040421  
 12446  1.164779  1.451204  20040421  
 12447  0.510082  0.715798  20040421  
 12448  0.007311  0.359613  20040421  
 12449  0.665788  0.851214  20040421  
 12450  0.400689  0.637006  20040421  
 12451  0.903713  1.191909  20040421  
 12452  0.959976  1.225159  20040421  
 12453  1.301516  1.436753  20040421  
 
 [12454 rows x 92 columns],
 '20040422':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.417            0.000               0.0   
 1      USA0011             0.207            0.000               0.0   
 2      USA0031            -0.718            0.000               0.0   
 3      USA0062            -0.092            0.434               0.0   
 4      USA00E2            -0.789            0.000               0.0   
 5      USA00F1             0.239            0.000               0.0   
 6      USA00G2            -0.169            0.000               0.0   
 7      USA00H1            -0.190            0.000               0.0   
 8      USA00I1            -1.069            0.000               0.0   
 9      USA00J1            -0.106            0.000               0.0   
 10     USA00K1            -2.785            0.000               0.0   
 11     USA00P1             0.397            0.000               0.0   
 12     USA00R1             0.140            0.000               0.0   
 13     USA00S1            -0.284            0.000               0.0   
 14     USA00V1            -0.057            0.000               0.0   
 15     USA0131             0.504            1.000               0.0   
 16     USA0161            -1.027            1.000               0.0   
 17     USA01I1             0.298            0.000               0.0   
 18     USA01J2            -2.863            0.000               0.0   
 19     USA01L1             0.366            0.000               0.0   
 20     USA01P1            -2.185            0.000               0.0   
 21     USA01Q1            -0.453            0.000               0.0   
 22     USA0202            -0.095            0.000               0.0   
 23     USA0231            -0.860            0.000               0.0   
 24     USA0281            -2.863            0.000               0.0   
 25     USA0291            -0.903            0.000               0.0   
 26     USA02A1            -0.328            0.000               0.0   
 27     USA02B1             1.206            0.000               0.0   
 28     USA02H1             0.370            0.000               0.0   
 29     USA02P1            -1.363            0.145               0.0   
 ...        ...               ...              ...               ...   
 12425  USAZY41            -0.245            0.000               0.0   
 12426  USAZY51             0.079            0.000               0.0   
 12427  USAZY61             1.647            0.000               0.0   
 12428  USAZY71             1.898            0.000               0.0   
 12429  USAZYI1            -0.560            0.000               0.0   
 12430  USAZYJ1            -0.241            0.000               0.0   
 12431  USAZYK1            -0.435            0.000               0.0   
 12432  USAZYM1            -0.017            0.000               0.0   
 12433  USAZYR1            -2.863            0.000               0.0   
 12434  USAZYS1            -0.146            0.000               0.0   
 12435  USAZYT1             0.079            0.000               0.0   
 12436  USAZYV1             0.205            0.000               0.0   
 12437  USAZYX1            -0.134            0.000               0.0   
 12438  USAZZ41             0.713            0.000               0.0   
 12439  USAZZ51            -0.450            0.000               0.0   
 12440  USAZZ61            -0.152            0.000               0.0   
 12441  USAZZ71            -0.116            0.000               0.0   
 12442  USAZZ81            -0.821            0.000               0.0   
 12443  USAZZ91            -0.616            0.000               0.0   
 12444  USAZZA1             0.201            0.000               0.0   
 12445  USAZZB1            -1.982            0.000               0.0   
 12446  USAZZD1            -2.863            0.000               0.0   
 12447  USAZZF1             0.752            0.000               0.0   
 12448  USAZZI1            -0.832            0.000               0.0   
 12449  USAZZJ1            -0.482            0.000               0.0   
 12450  USAZZL1             0.167            0.000               0.0   
 12451  USAZZP1             0.929            0.000               0.0   
 12452  USAZZR1            -0.084            0.000               0.0   
 12453  USAZZX1            -2.863            0.000               0.0   
 12454  USAZZY1             0.706            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.053           0.000  ...           NaN          NaN   
 1            -2.053           0.000  ...           NaN          NaN   
 2            -2.337           0.000  ...           NaN       1200.0   
 3            -2.206           0.000  ...           NaN          NaN   
 4            -2.378           0.000  ...           NaN        152.0   
 5            -1.801           0.000  ...           NaN        197.0   
 6            -2.046           0.000  ...           NaN          NaN   
 7            -1.913           0.000  ...           NaN          NaN   
 8            -1.216           0.000  ...           NaN          NaN   
 9            -1.882           0.866  ...           NaN      27116.0   
 10           -2.142           0.000  ...           NaN          NaN   
 11           -0.913           0.000  ...           NaN          NaN   
 12           -1.811           0.000  ...           NaN          NaN   
 13           -1.310           0.000  ...           NaN       6687.0   
 14           -2.053           0.000  ...           NaN          NaN   
 15           -2.181           0.000  ...           NaN          NaN   
 16           -1.057           0.000  ...           NaN       3535.0   
 17           -1.516           0.000  ...           NaN       4170.0   
 18           -1.356           0.000  ...           NaN        205.0   
 19           -1.843           0.000  ...           NaN          NaN   
 20           -1.158           0.000  ...           NaN       3000.0   
 21           -2.276           1.000  ...           NaN          NaN   
 22           -0.875           0.000  ...           NaN          NaN   
 23           -1.847           0.000  ...           NaN      14500.0   
 24           -1.692           0.000  ...           NaN        390.0   
 25           -1.559           0.000  ...           NaN          NaN   
 26           -2.054           0.000  ...           NaN        665.0   
 27           -1.783           0.000  ...           NaN        205.0   
 28           -1.476           0.000  ...           NaN       8745.0   
 29           -2.221           0.000  ...           NaN        565.0   
 ...             ...             ...  ...           ...          ...   
 12425        -2.053           0.000  ...           NaN          NaN   
 12426        -0.198           0.000  ...           NaN          NaN   
 12427        -0.416           0.000  ...           NaN        200.0   
 12428         0.586           0.000  ...           NaN      20000.0   
 12429        -0.339           0.000  ...           NaN      10000.0   
 12430        -0.402           0.000  ...           NaN          NaN   
 12431        -0.017           0.000  ...           NaN          NaN   
 12432        -0.663           0.000  ...           NaN          NaN   
 12433         0.274           0.000  ...           NaN    1548364.0   
 12434        -0.051           0.000  ...           NaN          NaN   
 12435        -0.508           0.000  ...           NaN      13445.0   
 12436        -0.068           0.000  ...           NaN      16820.0   
 12437        -1.323           0.000  ...           NaN        800.0   
 12438        -1.886           0.000  ...           NaN     246436.0   
 12439        -1.225           0.000  ...           NaN          NaN   
 12440        -0.256           0.000  ...           NaN      44328.0   
 12441        -0.271           0.000  ...           NaN          NaN   
 12442        -1.476           1.000  ...           NaN      38700.0   
 12443        -0.244           0.000  ...           NaN          NaN   
 12444         0.395           0.000  ...           NaN          NaN   
 12445        -1.794           0.000  ...           NaN          NaN   
 12446         0.465           0.000  ...           NaN   98160400.0   
 12447         0.276           0.000  ...           NaN      32495.0   
 12448        -1.001           1.000  ...           NaN          NaN   
 12449        -2.045           0.000  ...           NaN          0.0   
 12450        -0.685           0.000  ...           NaN      10400.0   
 12451        -1.278           1.000  ...           NaN       4000.0   
 12452        -0.180           0.000  ...           NaN          NaN   
 12453        -0.022           0.000  ...           NaN     339675.0   
 12454         0.633           0.000  ...           NaN     196100.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.872365e+10  0.174520   18.967076   13.033713   
 1             NaN     4.937914e+09  0.000000   20.824092   14.450817   
 2             NaN     6.917837e+10  2.530414   27.501984   22.635756   
 3             NaN     2.982696e+10  2.215657   28.755119   26.206601   
 4             NaN     5.347197e+10  2.450067   32.840427   28.468728   
 5             NaN     1.922056e+11  0.364401   25.829099   22.755158   
 6             NaN     1.424141e+10  4.854369   24.685442   16.270442   
 7             NaN     7.370769e+10  0.000000   24.334041   18.440157   
 8             NaN     1.697334e+10  0.333264   37.917699   30.795499   
 9             NaN     4.187866e+10  1.725490   21.669549   17.776681   
 10            NaN     3.288034e+10  0.000000   40.722282   29.872030   
 11            NaN     2.680916e+10  1.333333   26.557977   22.654586   
 12            NaN     7.113150e+09  2.379039   17.935265   13.148123   
 13            NaN     1.874088e+10  1.476209   28.723159   25.984757   
 14            NaN     1.352228e+10  1.237624   17.857599   12.287275   
 15            NaN     3.382513e+10  1.655710   30.816267   26.283906   
 16            NaN     3.382513e+10  1.655710   35.634461   31.687476   
 17            NaN     3.128004e+10  0.174165   21.039315   18.222654   
 18            NaN     2.920291e+10  1.871759   33.266113   29.785798   
 19            NaN     9.813044e+10  3.326498   28.427821   23.097632   
 20            NaN     1.598123e+11  0.000000   40.713608   36.155750   
 21            NaN     1.261548e+11  1.988072   24.045846   20.337897   
 22            NaN     1.362990e+10  0.000000   31.028947   26.588741   
 23            NaN     9.075530e+10  0.000000   25.348551   21.389842   
 24            NaN     4.468551e+10  3.315964   30.139691   26.214075   
 25            NaN     2.996239e+10  0.000000   23.750758   19.556823   
 26            NaN     7.479579e+09  1.910585   14.710292   10.398486   
 27            NaN     7.479579e+09  1.910585   41.173242   39.147030   
 28            NaN     6.916324e+10  2.797579   26.289007   22.780553   
 29            NaN     3.252629e+11  2.621232   27.819447   24.095880   
 ...           ...              ...       ...         ...         ...   
 12425         NaN     5.056250e+06       NaN   25.129011   17.255596   
 12426         NaN     7.010400e+06  0.000000  100.375038   97.633314   
 12427       87.82     2.454980e+06       NaN   89.763322   86.344394   
 12428      426.56     8.582000e+05  0.000000  123.846208  120.357266   
 12429    10537.56     4.003300e+06  0.000000   98.810469   95.014537   
 12430         NaN     2.165040e+07       NaN   85.006426   81.221385   
 12431         NaN     6.832300e+04       NaN   81.398200   77.183612   
 12432         NaN     2.118760e+06       NaN   92.836267   89.792396   
 12433   320473.11     2.430780e+07  0.000000  142.264968  139.341380   
 12434         NaN     5.030700e+01  0.000000   44.833104   35.189917   
 12435    35178.71     2.220750e+07  0.000000   94.732335   91.916233   
 12436     3246.02     1.409620e+07  0.000000  165.358859  162.961813   
 12437    41601.62     5.295840e+07  0.970874   47.989167   41.686796   
 12438    67216.82     6.025080e+06       NaN   93.479509   90.933705   
 12439         NaN     1.482800e+05  0.000000   77.573411   73.527619   
 12440     2460.65     5.004900e+06  0.000000  149.121311  146.719075   
 12441         NaN     1.192920e+07  0.000000  100.179461   96.717539   
 12442  2944068.67     3.203293e+10  4.740379   24.157553   20.646885   
 12443         NaN     1.352860e+06       NaN   70.121740   62.721292   
 12444         NaN     1.630650e+06       NaN  114.428881  110.684649   
 12445         NaN     1.248480e+06  0.000000   34.674913   25.896122   
 12446  1590278.23     8.150142e+06       NaN  107.029369  103.293197   
 12447    75637.88     2.131935e+07       NaN  117.493985  113.771885   
 12448         NaN     4.747000e+05       NaN  136.671064  134.811872   
 12449         NaN     1.033107e+07  0.000000   92.530851   87.847080   
 12450    19987.93     4.132065e+07  0.000000   69.457217   65.746058   
 12451      826.82     5.755590e+06       NaN   95.378212   92.562063   
 12452         NaN     8.280000e+04       NaN   53.280100   46.976540   
 12453     2350.95     1.930267e+06  0.000000  178.602144  176.247529   
 12454  6358119.86     1.059220e+09  0.455970   49.479358   38.601010   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000085  0.193178  20040422  
 1      0.000000  0.107782  20040422  
 2     -0.137854  0.072411  20040422  
 3     -0.074318  0.267862  20040422  
 4     -0.157938  0.142708  20040422  
 5      0.122222  0.455784  20040422  
 6      0.002998  0.033098  20040422  
 7      0.067887  0.168557  20040422  
 8      0.405964  0.797117  20040422  
 9      0.082722  0.200846  20040422  
 10    -0.043299  0.364356  20040422  
 11     0.552930  0.900333  20040422  
 12     0.117188  0.448671  20040422  
 13     0.360067  0.520337  20040422  
 14     0.000000  0.115757  20040422  
 15    -0.062336  0.226377  20040422  
 16     0.482879  0.669302  20040422  
 17     0.260562  0.368721  20040422  
 18     0.338047  0.595668  20040422  
 19     0.101597  0.272346  20040422  
 20     0.434108  0.609510  20040422  
 21    -0.108269  0.091790  20040422  
 22     0.571281  0.791987  20040422  
 23     0.099537  0.347322  20040422  
 24     0.174996  0.506226  20040422  
 25     0.239474  0.439098  20040422  
 26    -0.000664  0.225920  20040422  
 27     0.131020  0.464396  20040422  
 28     0.279829  0.447867  20040422  
 29    -0.081512  0.261395  20040422  
 ...         ...       ...       ...  
 12425  0.000000  0.085915  20040422  
 12426  0.900035  1.061666  20040422  
 12427  0.794217  1.097973  20040422  
 12428  1.280221  1.354380  20040422  
 12429  0.831171  1.156528  20040422  
 12430  0.800693  1.193247  20040422  
 12431  0.987420  1.227219  20040422  
 12432  0.674276  0.822652  20040422  
 12433  1.128654  1.318744  20040422  
 12434  0.971335  1.208062  20040422  
 12435  0.749194  1.052395  20040422  
 12436  0.962862  1.269983  20040422  
 12437  0.354111  0.364283  20040422  
 12438  0.080814  0.447056  20040422  
 12439  0.401337  0.812469  20040422  
 12440  0.871832  1.112959  20040422  
 12441  0.864374  1.103675  20040422  
 12442  0.279685  0.372765  20040422  
 12443  0.877386  1.026052  20040422  
 12444  1.187421  1.424444  20040422  
 12445  0.125298  0.395264  20040422  
 12446  1.221545  1.362930  20040422  
 12447  1.129809  1.369609  20040422  
 12448  0.510339  0.687111  20040422  
 12449  0.003776  0.397041  20040422  
 12450  0.663375  0.846759  20040422  
 12451  0.375740  0.589935  20040422  
 12452  0.908507  1.156987  20040422  
 12453  0.985274  1.224142  20040422  
 12454  1.303092  1.449618  20040422  
 
 [12455 rows x 92 columns],
 '20040423':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.474            0.000               0.0   
 1      USA0011             0.420            0.000               0.0   
 2      USA0031             0.022            0.000               0.0   
 3      USA0062             0.290            0.434               0.0   
 4      USA00E2             0.056            0.000               0.0   
 5      USA00F1            -0.226            0.000               0.0   
 6      USA00G2             0.580            0.000               0.0   
 7      USA00H1             0.282            0.000               0.0   
 8      USA00I1             1.607            0.000               0.0   
 9      USA00J1            -0.164            0.000               0.0   
 10     USA00K1             1.341            0.000               0.0   
 11     USA00P1            -0.058            0.000               0.0   
 12     USA00R1            -0.056            0.000               0.0   
 13     USA00S1             0.080            0.000               0.0   
 14     USA00V1             0.158            0.000               0.0   
 15     USA0131             0.395            1.000               0.0   
 16     USA0161            -0.410            1.000               0.0   
 17     USA01I1            -0.055            0.000               0.0   
 18     USA01J2            -0.543            0.000               0.0   
 19     USA01L1            -0.001            0.000               0.0   
 20     USA01P1             0.580            0.000               0.0   
 21     USA01Q1            -0.074            0.000               0.0   
 22     USA0202             0.000            0.000               0.0   
 23     USA0231             0.550            0.000               0.0   
 24     USA0281             0.226            0.000               0.0   
 25     USA0291             0.630            0.000               0.0   
 26     USA02A1             0.180            0.000               0.0   
 27     USA02B1            -1.999            0.000               0.0   
 28     USA02H1            -0.151            0.000               0.0   
 29     USA02P1             0.418            0.145               0.0   
 ...        ...               ...              ...               ...   
 12425  USAZY41             0.190            0.000               0.0   
 12426  USAZY51             2.839            0.000               0.0   
 12427  USAZY61            -0.483            0.000               0.0   
 12428  USAZY71             2.412            0.000               0.0   
 12429  USAZYI1            -0.094            0.000               0.0   
 12430  USAZYJ1            -0.514            0.000               0.0   
 12431  USAZYK1             0.165            0.000               0.0   
 12432  USAZYM1            -0.102            0.000               0.0   
 12433  USAZYR1            -1.592            0.000               0.0   
 12434  USAZYS1            -0.084            0.000               0.0   
 12435  USAZYT1            -2.429            0.000               0.0   
 12436  USAZYV1            -0.219            0.000               0.0   
 12437  USAZYX1            -2.010            0.000               0.0   
 12438  USAZZ41             0.081            0.000               0.0   
 12439  USAZZ51            -0.079            0.000               0.0   
 12440  USAZZ61             0.277            0.000               0.0   
 12441  USAZZ71            -0.024            0.000               0.0   
 12442  USAZZ81             0.736            0.000               0.0   
 12443  USAZZ91            -0.313            0.000               0.0   
 12444  USAZZA1             0.036            0.000               0.0   
 12445  USAZZB1             0.508            0.000               0.0   
 12446  USAZZD1             2.471            0.000               0.0   
 12447  USAZZF1             1.845            0.000               0.0   
 12448  USAZZI1            -0.176            0.000               0.0   
 12449  USAZZJ1            -2.750            0.000               0.0   
 12450  USAZZL1             0.153            0.000               0.0   
 12451  USAZZP1             2.839            0.000               0.0   
 12452  USAZZR1            -0.117            0.000               0.0   
 12453  USAZZX1            -0.427            0.000               0.0   
 12454  USAZZY1             0.920            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.053           0.000  ...           NaN          NaN   
 1            -2.053           0.000  ...           NaN          NaN   
 2            -2.338           0.000  ...           NaN       1200.0   
 3            -2.207           0.000  ...           NaN          NaN   
 4            -2.379           0.000  ...           NaN        152.0   
 5            -1.800           0.000  ...           NaN        197.0   
 6            -2.047           0.000  ...           NaN          NaN   
 7            -1.913           0.000  ...           NaN          NaN   
 8            -1.219           0.000  ...           NaN          NaN   
 9            -1.883           0.866  ...           NaN      27116.0   
 10           -2.143           0.000  ...           NaN          NaN   
 11           -0.916           0.000  ...           NaN          NaN   
 12           -1.814           0.000  ...           NaN          NaN   
 13           -1.314           0.000  ...           NaN        128.0   
 14           -2.053           0.000  ...           NaN          NaN   
 15           -2.182           0.000  ...           NaN          NaN   
 16           -1.060           0.000  ...           NaN       2097.0   
 17           -1.516           0.000  ...           NaN       4170.0   
 18           -1.358           0.000  ...           NaN          NaN   
 19           -1.844           0.000  ...           NaN          NaN   
 20           -1.159           0.000  ...           NaN          NaN   
 21           -2.277           1.000  ...           NaN          NaN   
 22           -0.876           0.000  ...           NaN          NaN   
 23           -1.848           0.000  ...           NaN      14500.0   
 24           -1.693           0.000  ...           NaN          NaN   
 25           -1.560           0.000  ...           NaN          NaN   
 26           -2.055           0.000  ...           NaN          NaN   
 27           -1.772           0.000  ...           NaN        340.0   
 28           -1.480           0.000  ...           NaN       8745.0   
 29           -2.222           0.000  ...           NaN        565.0   
 ...             ...             ...  ...           ...          ...   
 12425        -2.053           0.000  ...           NaN          NaN   
 12426        -0.188           0.000  ...           NaN        100.0   
 12427        -0.416           0.000  ...           NaN          NaN   
 12428         0.587           0.000  ...           NaN       3200.0   
 12429        -0.341           0.000  ...           NaN          NaN   
 12430        -0.403           0.000  ...           NaN          NaN   
 12431        -0.018           0.000  ...           NaN      11100.0   
 12432        -0.664           0.000  ...           NaN          NaN   
 12433         0.272           0.000  ...           NaN     474358.0   
 12434        -0.052           0.000  ...           NaN          NaN   
 12435        -0.510           0.000  ...           NaN     101007.0   
 12436        -0.068           0.000  ...           NaN          NaN   
 12437        -1.325           0.000  ...           NaN       2300.0   
 12438        -1.873           0.000  ...           NaN     111067.0   
 12439        -1.228           0.000  ...           NaN          NaN   
 12440        -0.268           0.000  ...           NaN     737900.0   
 12441        -0.272           0.000  ...           NaN       5000.0   
 12442        -1.471           1.000  ...           NaN      67200.0   
 12443        -0.245           0.000  ...           NaN          NaN   
 12444         0.394           0.000  ...           NaN          NaN   
 12445        -1.796           0.000  ...           NaN          NaN   
 12446         0.466           0.000  ...           NaN   42783820.0   
 12447         0.273           0.000  ...           NaN      20391.0   
 12448        -1.002           1.000  ...           NaN          NaN   
 12449        -2.064           0.000  ...           NaN          0.0   
 12450        -0.684           0.000  ...           NaN      10601.0   
 12451        -1.247           1.000  ...           NaN      42000.0   
 12452        -0.181           0.000  ...           NaN          NaN   
 12453        -0.023           0.000  ...           NaN          NaN   
 12454         0.644           0.000  ...           NaN      90400.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.906321e+10  0.174520   19.105128   13.569303   
 1             NaN     4.900553e+09  0.000000   21.113202   15.107544   
 2             NaN     6.895950e+10  2.530414   27.910779   23.486422   
 3             NaN     3.006833e+10  2.215657   29.497020   27.162198   
 4             NaN     5.299252e+10  2.450067   33.519369   29.578566   
 5             NaN     1.928837e+11  0.364401   26.390748   23.587361   
 6             NaN     1.448627e+10  4.854369   24.865322   16.922292   
 7             NaN     7.521693e+10  0.000000   24.558006   19.099763   
 8             NaN     1.749125e+10  0.333264   38.991246   32.308956   
 9             NaN     4.257936e+10  1.725490   22.005031   18.466366   
 10            NaN     3.326286e+10  0.000000   40.997199   31.182638   
 11            NaN     2.694588e+10  1.333333   26.971837   23.461414   
 12            NaN     7.173909e+09  2.379039   18.067675   13.680442   
 13            NaN     1.861553e+10  1.476209   29.438537   26.960318   
 14            NaN     1.341055e+10  1.237624   17.899444   12.737048   
 15            NaN     3.396917e+10  1.655710   31.463934   27.282880   
 16            NaN     3.396917e+10  1.655710   36.512680   32.965348   
 17            NaN     3.109820e+10  0.174165   21.457707   18.892423   
 18            NaN     2.845981e+10  1.871759   34.237000   31.190127   
 19            NaN     9.801285e+10  3.326498   28.807462   23.949909   
 20            NaN     1.610549e+11  0.000000   41.591477   37.623634   
 21            NaN     1.251497e+11  1.988072   24.567514   21.098234   
 22            NaN     1.612982e+10  0.000000   31.559196   27.631499   
 23            NaN     9.219098e+10  0.000000   25.814463   22.169494   
 24            NaN     4.450609e+10  3.315964   30.509597   27.206120   
 25            NaN     2.993830e+10  0.000000   24.022600   20.293327   
 26            NaN     7.620000e+09  1.910585   14.699620   10.795264   
 27            NaN     7.620000e+09  1.910585   43.923400   41.907249   
 28            NaN     6.791950e+10  2.797579   26.942260   23.691664   
 29            NaN     3.235759e+11  2.621232   28.411421   25.077914   
 ...           ...              ...       ...         ...         ...   
 12425         NaN     5.056250e+06       NaN   25.243672   17.926839   
 12426      322.66     6.426200e+06  0.000000  104.827235  102.254014   
 12427         NaN     2.454980e+06       NaN   84.818491   81.144411   
 12428      430.19     6.130000e+05  0.000000  128.894549  125.739868   
 12429         NaN     4.003300e+06  0.000000  102.233342   98.830077   
 12430         NaN     2.165040e+07       NaN   87.724176   84.358757   
 12431       31.99     6.832300e+04       NaN   83.824132   80.035548   
 12432         NaN     2.118760e+06       NaN   95.536472   92.782349   
 12433   328146.70     2.467610e+07  0.000000  147.419139  144.859025   
 12434         NaN     5.030700e+01  0.000000   45.272659   36.458183   
 12435    37245.67     2.319450e+07  0.000000   98.313777   95.724177   
 12436         NaN     1.409620e+07  0.000000  171.695475  169.558980   
 12437    40778.29     5.399680e+07  0.970874   49.293456   43.522558   
 12438    67985.25     6.025080e+06       NaN   95.379725   93.036450   
 12439         NaN     1.482800e+05  0.000000   79.893051   76.213859   
 12440     2715.34     5.004900e+06  0.000000  154.696809  152.558127   
 12441     2334.83     1.192920e+07  0.000000  103.349378  100.227863   
 12442  3012105.95     3.154966e+10  4.740379   24.765568   21.525080   
 12443         NaN     1.352860e+06       NaN   70.994059   64.219711   
 12444         NaN     1.630650e+06       NaN  116.705334  113.276972   
 12445         NaN     1.248480e+06  0.000000   34.659170   26.849227   
 12446  1405217.62     7.762040e+06       NaN  107.595956  103.958813   
 12447    76840.58     2.077270e+07       NaN  120.495157  117.066869   
 12448         NaN     4.747000e+05       NaN  140.287275  138.580890   
 12449         NaN     1.085348e+07  0.000000   95.863446   91.585192   
 12450    19202.70     4.106400e+07  0.000000   71.493529   68.147324   
 12451     1075.16     4.796325e+06       NaN  100.073911   97.523493   
 12452         NaN     8.280000e+04       NaN   54.378236   48.667885   
 12453         NaN     1.930267e+06  0.000000  185.606748  183.516196   
 12454  6292219.86     1.027104e+09  0.455970   50.175687   40.113984   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000086  0.192013  20040423  
 1     -0.000001  0.111789  20040423  
 2     -0.138033  0.068714  20040423  
 3     -0.074494  0.269356  20040423  
 4     -0.158152  0.139863  20040423  
 5      0.123014  0.443660  20040423  
 6      0.003010  0.037368  20040423  
 7      0.067905  0.165993  20040423  
 8      0.404615  0.835949  20040423  
 9      0.082766  0.189601  20040423  
 10    -0.043404  0.420390  20040423  
 11     0.551885  0.892408  20040423  
 12     0.116004  0.438905  20040423  
 13     0.358558  0.517750  20040423  
 14    -0.000001  0.110501  20040423  
 15    -0.062365  0.220389  20040423  
 16     0.481823  0.669009  20040423  
 17     0.260758  0.358505  20040423  
 18     0.337161  0.582061  20040423  
 19     0.101668  0.262438  20040423  
 20     0.434133  0.630471  20040423  
 21    -0.108397  0.090969  20040423  
 22     0.571094  0.778027  20040423  
 23     0.099372  0.359803  20040423  
 24     0.174700  0.522416  20040423  
 25     0.239418  0.492350  20040423  
 26    -0.000670  0.220986  20040423  
 27     0.136530  0.424428  20040423  
 28     0.278157  0.439713  20040423  
 29    -0.081672  0.269869  20040423  
 ...         ...       ...       ...  
 12425 -0.000001  0.088340  20040423  
 12426  0.905171  1.109089  20040423  
 12427  0.794272  1.159249  20040423  
 12428  1.281433  1.363294  20040423  
 12429  0.831009  1.152805  20040423  
 12430  0.800644  1.174086  20040423  
 12431  0.987466  1.228505  20040423  
 12432  0.674030  0.817479  20040423  
 12433  1.128291  1.305730  20040423  
 12434  0.971375  1.206786  20040423  
 12435  0.749044  1.001846  20040423  
 12436  0.963283  1.266574  20040423  
 12437  0.353485  0.335715  20040423  
 12438  0.087333  0.462735  20040423  
 12439  0.400627  0.817909  20040423  
 12440  0.866386  1.114253  20040423  
 12441  0.864355  1.104078  20040423  
 12442  0.282419  0.398707  20040423  
 12443  0.877578  1.019029  20040423  
 12444  1.187726  1.424044  20040423  
 12445  0.124963  0.416566  20040423  
 12446  1.222288  1.454745  20040423  
 12447  1.128852  1.385246  20040423  
 12448  0.510174  0.681294  20040423  
 12449 -0.005394  0.345896  20040423  
 12450  0.664494  0.851040  20040423  
 12451  0.391471  0.624525  20040423  
 12452  0.908377  1.155117  20040423  
 12453  0.985352  1.230543  20040423  
 12454  1.308660  1.462662  20040423  
 
 [12455 rows x 92 columns],
 '20040426':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.097            0.000               0.0   
 1      USA0011             0.239            0.000               0.0   
 2      USA0031             0.461            0.000               0.0   
 3      USA0062             0.345            0.434               0.0   
 4      USA00E2             0.515            0.000               0.0   
 5      USA00F1            -0.171            0.000               0.0   
 6      USA00G2             0.154            0.000               0.0   
 7      USA00H1             1.623            0.000               0.0   
 8      USA00I1            -1.094            0.000               0.0   
 9      USA00J1            -0.407            0.000               0.0   
 10     USA00K1            -1.735            0.000               0.0   
 11     USA00P1            -0.326            0.000               0.0   
 12     USA00R1            -0.386            0.000               0.0   
 13     USA00S1             0.336            0.000               0.0   
 14     USA00V1            -0.030            0.000               0.0   
 15     USA0131             0.918            1.000               0.0   
 16     USA0161             0.471            1.000               0.0   
 17     USA01I1            -0.033            0.000               0.0   
 18     USA01J2            -0.330            0.000               0.0   
 19     USA01L1             0.764            0.000               0.0   
 20     USA01P1            -0.240            0.000               0.0   
 21     USA01Q1            -0.207            0.000               0.0   
 22     USA0202            -0.021            0.000               0.0   
 23     USA0231            -0.666            0.000               0.0   
 24     USA0281             0.463            0.000               0.0   
 25     USA0291            -0.234            0.000               0.0   
 26     USA02A1            -0.380            0.000               0.0   
 27     USA02B1            -0.249            0.000               0.0   
 28     USA02H1             0.012            0.000               0.0   
 29     USA02P1             0.012            0.145               0.0   
 ...        ...               ...              ...               ...   
 12425  USAZY41            -0.296            0.000               0.0   
 12426  USAZY51            -0.109            0.000               0.0   
 12427  USAZY61            -0.619            0.000               0.0   
 12428  USAZY71            -0.516            0.000               0.0   
 12429  USAZYI1            -0.472            0.000               0.0   
 12430  USAZYJ1             0.175            0.000               0.0   
 12431  USAZYK1            -0.344            0.000               0.0   
 12432  USAZYM1             0.390            0.000               0.0   
 12433  USAZYR1             2.728            0.000               0.0   
 12434  USAZYS1            -0.439            0.000               0.0   
 12435  USAZYT1             2.728            0.000               0.0   
 12436  USAZYV1            -2.742            0.000               0.0   
 12437  USAZYX1             1.458            0.000               0.0   
 12438  USAZZ41             2.293            0.000               0.0   
 12439  USAZZ51            -0.414            0.000               0.0   
 12440  USAZZ61            -0.569            0.000               0.0   
 12441  USAZZ71            -0.748            0.000               0.0   
 12442  USAZZ81            -0.834            0.000               0.0   
 12443  USAZZ91             0.585            0.000               0.0   
 12444  USAZZA1            -0.700            0.000               0.0   
 12445  USAZZB1            -0.308            0.000               0.0   
 12446  USAZZD1             2.728            0.000               0.0   
 12447  USAZZF1            -0.112            0.000               0.0   
 12448  USAZZI1             0.154            0.000               0.0   
 12449  USAZZJ1             1.425            0.000               0.0   
 12450  USAZZL1            -0.241            0.000               0.0   
 12451  USAZZP1             2.728            0.000               0.0   
 12452  USAZZR1            -0.734            0.000               0.0   
 12453  USAZZX1            -0.385            0.000               0.0   
 12454  USAZZY1             2.728            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.046           0.000  ...           NaN          NaN   
 1            -2.046           0.000  ...           NaN          NaN   
 2            -2.330           0.000  ...           NaN       1200.0   
 3            -2.199           0.000  ...           NaN          NaN   
 4            -2.371           0.000  ...           NaN        152.0   
 5            -1.792           0.000  ...           NaN        197.0   
 6            -2.039           0.000  ...           NaN          NaN   
 7            -1.911           0.000  ...           NaN          NaN   
 8            -1.213           0.000  ...           NaN          NaN   
 9            -1.875           0.866  ...           NaN      27116.0   
 10           -2.134           0.000  ...           NaN          NaN   
 11           -0.911           0.000  ...           NaN          NaN   
 12           -1.812           0.000  ...           NaN          NaN   
 13           -1.304           0.000  ...           NaN      16821.0   
 14           -2.046           0.000  ...           NaN          NaN   
 15           -2.173           0.000  ...           NaN          NaN   
 16           -1.061           0.000  ...           NaN        795.0   
 17           -1.508           0.000  ...           NaN       4170.0   
 18           -1.351           0.000  ...           NaN          NaN   
 19           -1.836           0.000  ...           NaN          NaN   
 20           -1.154           0.000  ...           NaN          NaN   
 21           -2.268           1.000  ...           NaN          NaN   
 22           -0.870           0.000  ...           NaN          NaN   
 23           -1.842           0.000  ...           NaN      14500.0   
 24           -1.688           0.000  ...           NaN          NaN   
 25           -1.554           0.000  ...           NaN          NaN   
 26           -2.047           0.000  ...           NaN          NaN   
 27           -1.771           0.000  ...           NaN          NaN   
 28           -1.475           0.000  ...           NaN       8745.0   
 29           -2.214           0.000  ...           NaN        565.0   
 ...             ...             ...  ...           ...          ...   
 12425        -2.046           0.000  ...           NaN          NaN   
 12426        -0.184           0.000  ...           NaN          NaN   
 12427        -0.413           0.000  ...           NaN          NaN   
 12428         0.587           0.000  ...           NaN        100.0   
 12429        -0.338           0.000  ...           NaN          NaN   
 12430        -0.397           0.000  ...           NaN          NaN   
 12431        -0.016           0.000  ...           NaN      12300.0   
 12432        -0.662           0.000  ...           NaN          NaN   
 12433         0.315           0.000  ...           NaN     308253.0   
 12434        -0.048           0.000  ...           NaN          NaN   
 12435        -0.464           0.000  ...           NaN      55050.0   
 12436        -0.096           0.000  ...           NaN      13240.0   
 12437        -1.297           0.000  ...           NaN       1300.0   
 12438        -1.821           0.000  ...           NaN     204244.0   
 12439        -1.224           0.000  ...           NaN          NaN   
 12440        -0.263           0.000  ...           NaN      80990.0   
 12441        -0.267           0.000  ...           NaN          NaN   
 12442        -1.494           1.000  ...           NaN      43900.0   
 12443        -0.244           0.000  ...           NaN          NaN   
 12444         0.397           0.000  ...           NaN          NaN   
 12445        -1.791           0.000  ...           NaN          NaN   
 12446         0.477           0.000  ...           NaN   37895340.0   
 12447         0.280           0.000  ...           NaN      10571.0   
 12448        -0.996           1.000  ...           NaN          NaN   
 12449        -2.050           0.000  ...           NaN          0.0   
 12450        -0.676           0.000  ...           NaN          NaN   
 12451        -1.188           1.000  ...           NaN      23334.0   
 12452        -0.179           0.000  ...           NaN          NaN   
 12453        -0.027           0.000  ...           NaN          NaN   
 12454         0.706           0.000  ...           NaN     155800.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.786476e+10  0.174520   18.865891   13.276077   
 1             NaN     4.832057e+09  0.000000   20.830923   14.705206   
 2             NaN     6.878753e+10  2.530414   27.444860   22.868177   
 3             NaN     2.996489e+10  2.215657   28.988993   26.631304   
 4             NaN     5.260630e+10  2.450067   32.940797   28.858252   
 5             NaN     1.904583e+11  0.364401   25.912513   22.907497   
 6             NaN     1.446257e+10  4.854369   24.803709   16.458859   
 7             NaN     7.617149e+10  0.000000   27.559456   20.737538   
 8             NaN     1.691825e+10  0.333264   38.608754   31.502893   
 9             NaN     4.232678e+10  1.725490   21.591821   17.957298   
 10            NaN     3.233150e+10  0.000000   41.070756   30.606040   
 11            NaN     2.647628e+10  1.333333   26.609775   22.768036   
 12            NaN     7.165071e+09  2.379039   17.918131   13.373156   
 13            NaN     1.866283e+10  1.476209   28.933939   26.318899   
 14            NaN     1.303726e+10  1.237624   17.864429   12.404344   
 15            NaN     3.460134e+10  1.655710   31.241982   26.880264   
 16            NaN     3.460134e+10  1.655710   35.860284   32.156019   
 17            NaN     3.108521e+10  0.174165   20.947977   18.268981   
 18            NaN     2.809174e+10  1.871759   33.511456   30.434685   
 19            NaN     9.861147e+10  3.326498   28.391969   23.353116   
 20            NaN     1.597432e+11  0.000000   40.877239   36.672243   
 21            NaN     1.242671e+11  1.988072   24.074128   20.535515   
 22            NaN     1.602344e+10  0.000000   31.075569   26.923884   
 23            NaN     9.126804e+10  0.000000   25.415895   21.634284   
 24            NaN     4.484499e+10  3.315964   30.005347   26.565159   
 25            NaN     2.887854e+10  0.000000   23.587893   19.737650   
 26            NaN     7.574148e+09  1.910585   14.615348   10.583547   
 27            NaN     7.574148e+09  1.910585   42.848882   40.894939   
 28            NaN     6.764744e+10  2.797579   26.442125   23.068524   
 29            NaN     3.242085e+11  2.621232   27.982391   24.553208   
 ...           ...              ...       ...         ...         ...   
 12425         NaN     5.056250e+06       NaN   25.182028   17.815544   
 12426         NaN     6.426200e+06  0.000000   97.816909   94.955061   
 12427         NaN     2.454980e+06       NaN   84.024388   80.176682   
 12428      449.78     6.130000e+05  0.000000  111.928890  107.961634   
 12429         NaN     4.003300e+06  0.000000   98.045390   94.314974   
 12430         NaN     2.165040e+07       NaN   86.859802   83.345572   
 12431       33.83     6.832300e+04       NaN   83.696576   79.759186   
 12432         NaN     2.118760e+06       NaN   93.501448   90.643271   
 12433   340521.64     2.283460e+07  0.000000  144.122634  141.312609   
 12434         NaN     5.030700e+01  0.000000   44.804774   35.486781   
 12435    30949.75     2.171400e+07  0.000000   96.464529   93.741773   
 12436     2937.86     1.558000e+07  0.000000  167.765537  165.458795   
 12437    42209.75     5.332184e+07  0.970874   48.644772   42.724219   
 12438    72503.95     5.862240e+06       NaN   94.182472   91.760104   
 12439         NaN     1.482800e+05  0.000000   78.021122   74.166555   
 12440     2720.63     5.004900e+06  0.000000  150.583488  148.311947   
 12441         NaN     1.192920e+07  0.000000  101.101354   97.776691   
 12442  2469488.80     3.218132e+10  4.740379   24.149779   20.775201   
 12443         NaN     1.352860e+06       NaN   69.927746   62.902475   
 12444         NaN     1.630650e+06       NaN  115.561272  111.972585   
 12445         NaN     1.248480e+06  0.000000   34.232376   26.126893   
 12446  1231592.20     6.597734e+06       NaN  108.443053  104.667468   
 12447    63464.85     2.077270e+07       NaN  118.879332  115.342930   
 12448         NaN     4.747000e+05       NaN  136.457377  134.648383   
 12449         NaN     1.075591e+07  0.000000   93.582553   89.154064   
 12450         NaN     4.106400e+07  0.000000   69.799586   66.266549   
 12451     1039.64     4.263400e+06       NaN   93.640096   90.845386   
 12452         NaN     8.280000e+04       NaN   53.442494   47.372949   
 12453         NaN     1.930267e+06  0.000000  180.603812  178.387019   
 12454  6494048.05     9.866495e+08  0.455970   50.909304   40.190058   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000086  0.177315  20040426  
 1     -0.000002  0.101397  20040426  
 2     -0.138449  0.075047  20040426  
 3     -0.074519  0.282752  20040426  
 4     -0.158313  0.155373  20040426  
 5      0.123398  0.441715  20040426  
 6      0.003120  0.027543  20040426  
 7      0.065317  0.189139  20040426  
 8      0.404943  0.817843  20040426  
 9      0.082789  0.179162  20040426  
 10    -0.043156  0.383968  20040426  
 11     0.551775  0.895065  20040426  
 12     0.113629  0.428308  20040426  
 13     0.360746  0.517645  20040426  
 14    -0.000002  0.105271  20040426  
 15    -0.061905  0.226711  20040426  
 16     0.478811  0.662973  20040426  
 17     0.261347  0.356021  20040426  
 18     0.337642  0.607509  20040426  
 19     0.101926  0.269081  20040426  
 20     0.433961  0.632965  20040426  
 21    -0.108160  0.082006  20040426  
 22     0.571890  0.786322  20040426  
 23     0.098800  0.343109  20040426  
 24     0.174162  0.524155  20040426  
 25     0.239125  0.481849  20040426  
 26    -0.000611  0.208399  20040426  
 27     0.133629  0.422419  20040426  
 28     0.277702  0.434288  20040426  
 29    -0.081722  0.264928  20040426  
 ...         ...       ...       ...  
 12425 -0.000002  0.074362  20040426  
 12426  0.905805  1.120663  20040426  
 12427  0.794354  1.166763  20040426  
 12428  1.280805  1.428509  20040426  
 12429  0.830551  1.176533  20040426  
 12430  0.801798  1.188652  20040426  
 12431  0.987143  1.225005  20040426  
 12432  0.672863  0.820458  20040426  
 12433  1.148517  1.390247  20040426  
 12434  0.971614  1.207151  20040426  
 12435  0.769565  1.082689  20040426  
 12436  0.948266  1.217143  20040426  
 12437  0.364317  0.376076  20040426  
 12438  0.109405  0.514639  20040426  
 12439  0.399704  0.814577  20040426  
 12440  0.866946  1.100874  20040426  
 12441  0.865017  1.093425  20040426  
 12442  0.268345  0.369545  20040426  
 12443  0.876280  1.028112  20040426  
 12444  1.188463  1.417059  20040426  
 12445  0.123893  0.404730  20040426  
 12446  1.227103  1.472995  20040426  
 12447  1.131437  1.369147  20040426  
 12448  0.510626  0.683382  20040426  
 12449 -0.002301  0.419147  20040426  
 12450  0.666490  0.850352  20040426  
 12451  0.417368  0.726486  20040426  
 12452  0.907838  1.147676  20040426  
 12453  0.981856  1.228207  20040426  
 12454  1.338511  1.528648  20040426  
 
 [12455 rows x 92 columns],
 '20040427':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.061            0.000               0.0   
 1      USA0011             0.084            0.000               0.0   
 2      USA0031             0.062            0.000               0.0   
 3      USA0062            -0.174            0.434               0.0   
 4      USA00E2            -0.485            0.000               0.0   
 5      USA00F1             0.010            0.000               0.0   
 6      USA00G2            -0.407            0.000               0.0   
 7      USA00H1             0.286            0.000               0.0   
 8      USA00I1            -1.399            0.000               0.0   
 9      USA00J1             0.217            0.000               0.0   
 10     USA00K1            -1.646            0.000               0.0   
 11     USA00P1            -0.617            0.000               0.0   
 12     USA00R1            -0.053            0.000               0.0   
 13     USA00S1            -0.563            0.000               0.0   
 14     USA00V1            -0.037            0.000               0.0   
 15     USA0131             0.034            1.000               0.0   
 16     USA0161            -0.645            1.000               0.0   
 17     USA01I1            -0.105            0.000               0.0   
 18     USA01J2            -0.078            0.000               0.0   
 19     USA01L1             0.656            0.000               0.0   
 20     USA01P1            -1.098            0.000               0.0   
 21     USA01Q1             0.158            0.000               0.0   
 22     USA0202            -1.109            0.000               0.0   
 23     USA0231            -0.499            0.000               0.0   
 24     USA0281             0.167            0.000               0.0   
 25     USA0291            -0.668            0.000               0.0   
 26     USA02A1            -0.168            0.000               0.0   
 27     USA02B1             1.967            0.000               0.0   
 28     USA02H1             0.215            0.000               0.0   
 29     USA02P1            -0.166            0.145               0.0   
 ...        ...               ...              ...               ...   
 12426  USAZY41             0.497            0.000               0.0   
 12427  USAZY51             0.115            0.000               0.0   
 12428  USAZY61             0.321            0.000               0.0   
 12429  USAZY71             0.718            0.000               0.0   
 12430  USAZYI1            -0.084            0.000               0.0   
 12431  USAZYJ1            -0.060            0.000               0.0   
 12432  USAZYK1             0.145            0.000               0.0   
 12433  USAZYM1             2.771            0.000               0.0   
 12434  USAZYR1            -0.478            0.000               0.0   
 12435  USAZYS1             0.034            0.000               0.0   
 12436  USAZYT1            -2.777            0.000               0.0   
 12437  USAZYV1            -0.038            0.000               0.0   
 12438  USAZYX1             0.650            0.000               0.0   
 12439  USAZZ41            -0.041            0.000               0.0   
 12440  USAZZ51             0.111            0.000               0.0   
 12441  USAZZ61            -2.777            0.000               0.0   
 12442  USAZZ71             0.111            0.000               0.0   
 12443  USAZZ81            -0.731            0.000               0.0   
 12444  USAZZ91             1.392            0.000               0.0   
 12445  USAZZA1             0.001            0.000               0.0   
 12446  USAZZB1            -0.341            0.000               0.0   
 12447  USAZZD1             2.550            0.000               0.0   
 12448  USAZZF1            -2.777            0.000               0.0   
 12449  USAZZI1            -0.238            0.000               0.0   
 12450  USAZZJ1             1.180            0.000               0.0   
 12451  USAZZL1            -0.108            0.000               0.0   
 12452  USAZZP1             2.667            0.000               0.0   
 12453  USAZZR1             0.167            0.000               0.0   
 12454  USAZZX1             0.024            0.000               0.0   
 12455  USAZZY1             0.098            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.047           0.000  ...           NaN          NaN   
 1            -2.047           0.000  ...           NaN          NaN   
 2            -2.333           0.000  ...           NaN       1200.0   
 3            -2.202           0.000  ...           NaN          NaN   
 4            -2.376           0.000  ...           NaN        152.0   
 5            -1.792           0.000  ...           NaN        197.0   
 6            -2.041           0.000  ...           NaN          NaN   
 7            -1.912           0.000  ...           NaN          NaN   
 8            -1.213           0.000  ...           NaN          NaN   
 9            -1.876           0.866  ...           NaN      27116.0   
 10           -2.137           0.000  ...           NaN          NaN   
 11           -0.911           0.000  ...           NaN          NaN   
 12           -1.813           0.000  ...           NaN          NaN   
 13           -1.310           0.000  ...           NaN      88764.0   
 14           -2.047           0.000  ...           NaN          NaN   
 15           -2.175           0.000  ...           NaN          NaN   
 16           -1.052           0.000  ...           NaN        815.0   
 17           -1.508           0.000  ...           NaN       4170.0   
 18           -1.350           0.000  ...           NaN          NaN   
 19           -1.837           0.000  ...           NaN          NaN   
 20           -1.154           0.000  ...           NaN          NaN   
 21           -2.271           1.000  ...           NaN          NaN   
 22           -0.872           0.000  ...           NaN          NaN   
 23           -1.843           0.000  ...           NaN      14500.0   
 24           -1.688           0.000  ...           NaN          NaN   
 25           -1.554           0.000  ...           NaN          NaN   
 26           -2.048           0.000  ...           NaN          NaN   
 27           -1.774           0.000  ...           NaN         70.0   
 28           -1.477           0.000  ...           NaN       8745.0   
 29           -2.216           0.000  ...           NaN        565.0   
 ...             ...             ...  ...           ...          ...   
 12426        -2.047           0.000  ...           NaN          NaN   
 12427        -0.180           0.000  ...           NaN          NaN   
 12428        -0.412           0.000  ...           NaN          NaN   
 12429         0.602           0.000  ...           NaN        250.0   
 12430        -0.336           0.000  ...           NaN      88867.0   
 12431        -0.395           0.000  ...           NaN          NaN   
 12432         0.003           0.000  ...           NaN      11000.0   
 12433        -0.667           0.000  ...           NaN      10000.0   
 12434         0.322           0.000  ...           NaN     157645.0   
 12435        -0.044           0.000  ...           NaN          NaN   
 12436        -0.459           0.000  ...           NaN     161000.0   
 12437        -0.093           0.000  ...           NaN      74380.0   
 12438        -1.295           0.000  ...           NaN       1000.0   
 12439        -1.801           0.000  ...           NaN      86027.0   
 12440        -1.228           0.000  ...           NaN          NaN   
 12441        -0.210           0.000  ...           NaN    1734286.0   
 12442        -0.264           0.000  ...           NaN          NaN   
 12443        -1.489           1.000  ...           NaN      46800.0   
 12444        -0.240           0.000  ...           NaN          NaN   
 12445         0.404           0.000  ...           NaN          NaN   
 12446        -1.792           0.000  ...           NaN          NaN   
 12447         0.482           0.000  ...           NaN   43039190.0   
 12448         0.290           0.000  ...           NaN       8285.0   
 12449        -0.998           1.000  ...           NaN          NaN   
 12450        -2.049           0.000  ...           NaN          0.0   
 12451        -0.686           0.000  ...           NaN       5520.0   
 12452        -1.159           1.000  ...           NaN      56000.0   
 12453        -0.177           0.000  ...           NaN          NaN   
 12454        -0.023           0.000  ...           NaN          NaN   
 12455         0.724           0.000  ...           NaN     130200.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.808448e+10  0.174520   18.458237   12.956580   
 1             NaN     4.794696e+09  0.000000   20.415330   14.348578   
 2             NaN     6.944414e+10  2.530414   26.788044   22.287511   
 3             NaN     3.055108e+10  2.215657   28.294252   25.938142   
 4             NaN     5.229998e+10  2.450067   32.094566   28.280216   
 5             NaN     1.894934e+11  0.364401   25.263339   22.327864   
 6             NaN     1.432830e+10  4.854369   24.348942   16.063177   
 7             NaN     7.729374e+10  0.000000   26.748404   20.218696   
 8             NaN     1.668684e+10  0.333264   38.348309   31.106640   
 9             NaN     4.235122e+10  1.725490   21.110459   17.497725   
 10            NaN     3.201550e+10  0.000000   40.989853   30.405905   
 11            NaN     2.644061e+10  1.333333   26.310604   22.446891   
 12            NaN     7.155129e+09  2.379039   17.520057   13.046872   
 13            NaN     1.868412e+10  1.476209   28.372120   25.741385   
 14            NaN     1.284934e+10  1.237624   17.455520   12.091322   
 15            NaN     3.484941e+10  1.655710   30.522553   26.219806   
 16            NaN     3.484941e+10  1.655710   35.236875   31.454209   
 17            NaN     3.113717e+10  0.174165   20.375354   17.698066   
 18            NaN     2.840426e+10  1.871759   32.715907   29.655178   
 19            NaN     9.929560e+10  3.326498   27.804055   22.833592   
 20            NaN     1.581555e+11  0.000000   40.342717   35.991095   
 21            NaN     1.243162e+11  1.988072   23.453240   19.977601   
 22            NaN     1.603674e+10  0.000000   30.869531   26.637761   
 23            NaN     9.298573e+10  0.000000   24.917884   21.125513   
 24            NaN     4.437651e+10  3.315964   29.355236   25.912988   
 25            NaN     2.849317e+10  0.000000   23.296969   19.388853   
 26            NaN     7.536894e+09  1.910585   14.304337   10.315054   
 27            NaN     7.536894e+09  1.910585   42.351572   40.385147   
 28            NaN     6.789035e+10  2.797579   25.875072   22.491586   
 29            NaN     3.220999e+11  2.621232   27.181049   23.756576   
 ...           ...              ...       ...         ...         ...   
 12426         NaN     5.056250e+06       NaN   24.999574   17.786035   
 12427         NaN     6.426200e+06  0.000000   95.923354   93.082670   
 12428         NaN     2.454980e+06       NaN   82.067030   78.181874   
 12429      429.62     6.130000e+05  0.000000  108.905966  104.823089   
 12430    10808.81     4.003300e+06  0.000000   96.112223   92.411725   
 12431         NaN     2.165040e+07       NaN   84.666639   81.087154   
 12432       32.79     6.832300e+04       NaN   81.788071   77.811123   
 12433      141.39     1.664740e+06       NaN   90.561130   87.650036   
 12434   329486.11     2.283460e+07  0.000000  141.277305  138.476627   
 12435         NaN     5.030700e+01  0.000000   43.872462   34.588009   
 12436    32909.30     2.270100e+07  0.000000   94.981434   92.224274   
 12437     3159.32     1.558000e+07  0.000000  164.455245  162.251549   
 12438    40834.29     5.321800e+07  0.970874   47.517998   41.773839   
 12439    69912.17     5.862240e+06       NaN   90.460918   88.004965   
 12440         NaN     1.482800e+05  0.000000   76.296789   72.421185   
 12441     3621.77     7.229300e+06  0.000000  158.096352  155.895380   
 12442         NaN     1.192920e+07  0.000000   98.395802   95.087092   
 12443  2423033.10     3.262063e+10  4.740379   23.934172   20.677865   
 12444         NaN     1.352860e+06       NaN   68.672235   61.570892   
 12445         NaN     1.630650e+06       NaN  113.558104  109.982318   
 12446         NaN     1.248480e+06  0.000000   33.567216   25.540681   
 12447  1206911.97     6.209632e+06       NaN  104.888193  101.018384   
 12448    61333.27     2.186600e+07       NaN  117.080226  113.473024   
 12449         NaN     4.747000e+05       NaN  133.506277  131.727393   
 12450         NaN     1.062430e+07  0.000000   91.681042   87.299309   
 12451    19339.02     4.132065e+07  0.000000   68.210987   64.723431   
 12452     1356.97     3.623890e+06       NaN   88.985814   86.066610   
 12453         NaN     8.280000e+04       NaN   52.218629   46.163498   
 12454         NaN     1.930267e+06  0.000000  176.880620  174.658451   
 12455  6504615.95     1.002399e+09  0.455970   49.995715   39.215386   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000085  0.170504  20040427  
 1     -0.000001  0.096183  20040427  
 2     -0.138978  0.072931  20040427  
 3     -0.075121  0.269090  20040427  
 4     -0.159767  0.177360  20040427  
 5      0.123574  0.451477  20040427  
 6      0.003128  0.014875  20040427  
 7      0.065399  0.180506  20040427  
 8      0.404974  0.810158  20040427  
 9      0.082978  0.186902  20040427  
 10    -0.043585  0.381962  20040427  
 11     0.551548  0.889484  20040427  
 12     0.113419  0.430050  20040427  
 13     0.357654  0.504575  20040427  
 14    -0.000001  0.095775  20040427  
 15    -0.062285  0.216501  20040427  
 16     0.482863  0.654225  20040427  
 17     0.261465  0.356351  20040427  
 18     0.338358  0.612051  20040427  
 19     0.101959  0.273205  20040427  
 20     0.433456  0.618186  20040427  
 21    -0.108563  0.088456  20040427  
 22     0.570139  0.771275  20040427  
 23     0.098807  0.344140  20040427  
 24     0.174352  0.530068  20040427  
 25     0.239479  0.478359  20040427  
 26    -0.000616  0.206443  20040427  
 27     0.132645  0.469254  20040427  
 28     0.276618  0.440110  20040427  
 29    -0.082235  0.260757  20040427  
 ...         ...       ...       ...  
 12426 -0.000001  0.071919  20040427  
 12427  0.906036  1.124047  20040427  
 12428  0.793663  1.190414  20040427  
 12429  1.285801  1.466766  20040427  
 12430  0.830637  1.189438  20040427  
 12431  0.801719  1.200886  20040427  
 12432  0.994995  1.247261  20040427  
 12433  0.669578  0.863528  20040427  
 12434  1.149730  1.387264  20040427  
 12435  0.972107  1.218983  20040427  
 12436  0.770922  1.023367  20040427  
 12437  0.948499  1.259913  20040427  
 12438  0.364956  0.379308  20040427  
 12439  0.119595  0.512743  20040427  
 12440  0.397612  0.829079  20040427  
 12441  0.891606  1.080829  20040427  
 12442  0.865234  1.114457  20040427  
 12443  0.270722  0.361326  20040427  
 12444  0.877073  1.057653  20040427  
 12445  1.189628  1.429960  20040427  
 12446  0.123764  0.404623  20040427  
 12447  1.227478  1.485189  20040427  
 12448  1.134317  1.339885  20040427  
 12449  0.509171  0.681780  20040427  
 12450 -0.000885  0.421057  20040427  
 12451  0.660587  0.851632  20040427  
 12452  0.431222  0.770879  20040427  
 12453  0.907732  1.163348  20040427  
 12454  0.982307  1.238107  20040427  
 12455  1.344673  1.524355  20040427  
 
 [12456 rows x 92 columns],
 '20040428':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.029            0.000               0.0   
 1      USA0011             0.914            0.000               0.0   
 2      USA0031             0.650            0.000               0.0   
 3      USA0062             0.557            0.434               0.0   
 4      USA00E2             0.568            0.000               0.0   
 5      USA00F1            -0.007            0.000               0.0   
 6      USA00G2             0.131            0.000               0.0   
 7      USA00H1             0.053            0.000               0.0   
 8      USA00I1             0.184            0.000               0.0   
 9      USA00J1            -0.129            0.000               0.0   
 10     USA00K1             1.579            0.000               0.0   
 11     USA00P1            -0.422            0.000               0.0   
 12     USA00R1             0.160            0.000               0.0   
 13     USA00S1             0.312            0.000               0.0   
 14     USA00V1             0.287            0.000               0.0   
 15     USA0131             0.683            1.000               0.0   
 16     USA0161            -1.143            1.000               0.0   
 17     USA01I1             0.002            0.000               0.0   
 18     USA01J2            -0.499            0.000               0.0   
 19     USA01L1             0.165            0.000               0.0   
 20     USA01P1             0.027            0.000               0.0   
 21     USA01Q1             0.043            0.000               0.0   
 22     USA0202            -0.456            0.000               0.0   
 23     USA0231             0.585            0.000               0.0   
 24     USA0281            -0.115            0.000               0.0   
 25     USA0291             0.352            0.000               0.0   
 26     USA02A1             0.257            0.000               0.0   
 27     USA02B1             0.349            0.000               0.0   
 28     USA02H1            -0.472            0.000               0.0   
 29     USA02P1             0.202            0.145               0.0   
 ...        ...               ...              ...               ...   
 12425  USAZY41             0.008            0.000               0.0   
 12426  USAZY51            -2.777            0.000               0.0   
 12427  USAZY61            -0.746            0.000               0.0   
 12428  USAZY71            -1.321            0.000               0.0   
 12429  USAZYI1             2.707            0.000               0.0   
 12430  USAZYJ1            -1.234            0.000               0.0   
 12431  USAZYK1            -1.015            0.000               0.0   
 12432  USAZYM1            -1.160            0.000               0.0   
 12433  USAZYR1            -2.777            0.000               0.0   
 12434  USAZYS1            -1.094            0.000               0.0   
 12435  USAZYT1             1.677            0.000               0.0   
 12436  USAZYV1             1.778            0.000               0.0   
 12437  USAZYX1            -0.326            0.000               0.0   
 12438  USAZZ41             2.781            0.000               0.0   
 12439  USAZZ51            -0.452            0.000               0.0   
 12440  USAZZ61             2.781            0.000               0.0   
 12441  USAZZ71             2.781            0.000               0.0   
 12442  USAZZ81             1.092            0.000               0.0   
 12443  USAZZ91            -1.145            0.000               0.0   
 12444  USAZZA1            -1.212            0.000               0.0   
 12445  USAZZB1             0.119            0.000               0.0   
 12446  USAZZD1             2.276            0.000               0.0   
 12447  USAZZF1            -1.450            0.000               0.0   
 12448  USAZZI1            -1.339            0.000               0.0   
 12449  USAZZJ1             2.386            0.000               0.0   
 12450  USAZZL1            -0.770            0.000               0.0   
 12451  USAZZP1            -2.777            0.000               0.0   
 12452  USAZZR1            -0.916            0.000               0.0   
 12453  USAZZX1             2.781            0.000               0.0   
 12454  USAZZY1            -2.361            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.031           0.000  ...           NaN          NaN   
 1            -2.031           0.000  ...           NaN          NaN   
 2            -2.308           0.000  ...           NaN       1200.0   
 3            -2.169           0.000  ...           NaN          NaN   
 4            -2.341           0.000  ...           NaN        152.0   
 5            -1.777           0.000  ...           NaN        197.0   
 6            -2.024           0.000  ...           NaN          NaN   
 7            -1.904           0.000  ...           NaN          NaN   
 8            -1.220           0.000  ...           NaN          NaN   
 9            -1.866           0.866  ...           NaN      27116.0   
 10           -2.113           0.000  ...           NaN          NaN   
 11           -0.900           0.000  ...           NaN          NaN   
 12           -1.795           0.000  ...           NaN          NaN   
 13           -1.233           0.000  ...           NaN       5705.0   
 14           -2.031           0.000  ...           NaN          NaN   
 15           -2.146           0.000  ...           NaN          NaN   
 16           -1.192           0.000  ...           NaN       1295.0   
 17           -1.504           0.000  ...           NaN       4170.0   
 18           -1.354           0.000  ...           NaN          NaN   
 19           -1.825           0.000  ...           NaN          NaN   
 20           -1.169           0.000  ...           NaN          NaN   
 21           -2.242           1.000  ...           NaN          NaN   
 22           -0.882           0.000  ...           NaN          NaN   
 23           -1.835           0.000  ...           NaN      14500.0   
 24           -1.684           0.000  ...           NaN          NaN   
 25           -1.553           0.000  ...           NaN          NaN   
 26           -2.032           0.000  ...           NaN          NaN   
 27           -1.751           0.000  ...           NaN         60.0   
 28           -1.486           0.000  ...           NaN       8745.0   
 29           -2.192           0.000  ...           NaN        565.0   
 ...             ...             ...  ...           ...          ...   
 12425        -2.031           0.000  ...           NaN          NaN   
 12426        -0.348           0.000  ...           NaN        200.0   
 12427        -0.414           0.000  ...           NaN          NaN   
 12428         0.587           0.000  ...           NaN          NaN   
 12429        -0.250           0.000  ...           NaN      45757.0   
 12430        -0.396           0.000  ...           NaN          NaN   
 12431         0.000           0.000  ...           NaN       1500.0   
 12432        -0.666           0.000  ...           NaN       5000.0   
 12433         0.177           0.000  ...           NaN      78814.0   
 12434        -0.061           0.000  ...           NaN          NaN   
 12435        -0.374           0.000  ...           NaN      25275.0   
 12436        -0.049           0.000  ...           NaN      47700.0   
 12437        -1.263           0.000  ...           NaN        200.0   
 12438        -1.648           0.000  ...           NaN     482529.0   
 12439        -1.212           0.000  ...           NaN          NaN   
 12440         0.305           0.000  ...           NaN      69000.0   
 12441         0.317           0.000  ...           NaN      52500.0   
 12442        -1.329           1.000  ...           NaN      37400.0   
 12443        -0.245           0.000  ...           NaN          NaN   
 12444         0.385           0.000  ...           NaN          NaN   
 12445        -1.785           0.000  ...           NaN          NaN   
 12446         0.493           0.000  ...           NaN   15719010.0   
 12447         0.284           0.000  ...           NaN      17160.0   
 12448        -0.984           1.000  ...           NaN          NaN   
 12449        -1.838           0.000  ...           NaN          0.0   
 12450        -0.692           0.000  ...           NaN          NaN   
 12451        -1.220           1.000  ...           NaN      10000.0   
 12452        -0.185           0.000  ...           NaN          NaN   
 12453         0.225           0.000  ...           NaN       6000.0   
 12454         0.603           0.000  ...           NaN     107300.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.638669e+10  0.174520   18.381074   12.836276   
 1             NaN     5.342661e+09  0.000000   20.732213   14.699105   
 2             NaN     6.902203e+10  2.530414   26.407170   21.914653   
 3             NaN     3.031833e+10  2.215657   27.994784   25.563069   
 4             NaN     5.126117e+10  2.450067   31.561914   27.762194   
 5             NaN     1.864942e+11  0.364401   25.052520   22.051605   
 6             NaN     1.409923e+10  4.854369   24.000428   15.796553   
 7             NaN     7.569421e+10  0.000000   26.497288   20.009970   
 8             NaN     1.654727e+10  0.333264   38.093432   30.807187   
 9             NaN     4.178089e+10  1.725490   20.879628   17.255632   
 10            NaN     3.148330e+10  0.000000   40.474658   29.923649   
 11            NaN     2.615528e+10  1.333333   26.526086   22.392763   
 12            NaN     7.089952e+09  2.379039   17.514578   12.962098   
 13            NaN     1.849018e+10  1.476209   28.107530   25.330409   
 14            NaN     1.260810e+10  1.237624   17.262631   11.896489   
 15            NaN     3.523351e+10  1.655710   30.154132   25.792753   
 16            NaN     3.523351e+10  1.655710   35.254472   31.379662   
 17            NaN     3.087740e+10  0.174165   20.237175   17.480973   
 18            NaN     2.767505e+10  1.871759   32.781264   29.555671   
 19            NaN     9.806630e+10  3.326498   27.453086   22.476127   
 20            NaN     1.544277e+11  0.000000   40.072683   35.735355   
 21            NaN     1.230904e+11  1.988072   23.183697   19.764627   
 22            NaN     1.546495e+10  0.000000   31.001109   26.558140   
 23            NaN     9.139623e+10  0.000000   24.674087   20.802679   
 24            NaN     4.327009e+10  3.315964   29.288273   25.751984   
 25            NaN     2.839683e+10  0.000000   23.128162   19.118593   
 26            NaN     7.448056e+09  1.910585   14.292959   10.227080   
 27            NaN     7.448056e+09  1.910585   41.848826   39.805812   
 28            NaN     6.605390e+10  2.797579   25.719075   22.303725   
 29            NaN     3.165119e+11  2.621232   26.986529   23.495017   
 ...           ...              ...       ...         ...         ...   
 12425         NaN     5.056250e+06       NaN   24.705972   17.534350   
 12426      307.45     7.010400e+06  0.000000   95.680517   92.847306   
 12427         NaN     2.454980e+06       NaN   81.898690   77.871575   
 12428         NaN     6.130000e+05  0.000000  108.302337  104.059675   
 12429    10994.03     3.774540e+06  0.000000   95.069774   90.976523   
 12430         NaN     2.165040e+07       NaN   84.386099   80.644920   
 12431       32.86     6.832300e+04       NaN   81.347587   77.171107   
 12432      166.39     1.664740e+06       NaN   84.095483   80.689233   
 12433   327212.98     2.467610e+07  0.000000  139.794187  136.957386   
 12434         NaN     5.030700e+01  0.000000   44.159278   34.579893   
 12435    28419.03     2.171400e+07  0.000000   93.652153   90.788110   
 12436     3244.20     1.483810e+07  0.000000  161.989641  159.622254   
 12437    36723.00     5.290648e+07  0.970874   46.786658   41.092904   
 12438    72170.12     5.536560e+06       NaN   89.887416   87.297901   
 12439         NaN     1.482800e+05  0.000000   75.359173   71.414933   
 12440     3597.55     5.004900e+06  0.000000  159.992081  157.542877   
 12441     2668.92     8.350440e+06  0.000000  102.770743   98.825474   
 12442  2438224.14     3.156285e+10  4.740379   23.644398   20.226341   
 12443         NaN     1.352860e+06       NaN   67.681208   60.428816   
 12444         NaN     1.630650e+06       NaN  113.336353  109.624279   
 12445         NaN     1.248480e+06  0.000000   33.209256   25.223296   
 12446  1072603.15     5.821530e+06       NaN  104.498433  100.447789   
 12447    58779.92     2.186600e+07       NaN  118.165236  114.528375   
 12448         NaN     4.747000e+05       NaN  130.671294  128.763748   
 12449         NaN     1.013515e+07  0.000000   90.637217   86.092216   
 12450         NaN     4.132065e+07  0.000000   67.463474   63.840175   
 12451     1120.97     3.837060e+06       NaN   88.493172   85.625523   
 12452         NaN     8.280000e+04       NaN   52.171102   45.848647   
 12453     1781.04     1.523895e+06  0.000000  175.718742  173.240991   
 12454  6455287.90     1.008266e+09  0.455970   50.116359   39.346665   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000078  0.176557  20040428  
 1     -0.000001  0.098519  20040428  
 2     -0.135359  0.096711  20040428  
 3     -0.067480  0.300878  20040428  
 4     -0.151182  0.212604  20040428  
 5      0.123992  0.459154  20040428  
 6      0.003504  0.035654  20040428  
 7      0.062157  0.194037  20040428  
 8      0.396452  0.830157  20040428  
 9      0.080491  0.195362  20040428  
 10    -0.040016  0.445374  20040428  
 11     0.552442  0.893591  20040428  
 12     0.115360  0.441429  20040428  
 13     0.389754  0.542082  20040428  
 14    -0.000001  0.108903  20040428  
 15    -0.055921  0.247837  20040428  
 16     0.409928  0.603356  20040428  
 17     0.257703  0.363359  20040428  
 18     0.330627  0.620540  20040428  
 19     0.100602  0.276808  20040428  
 20     0.420968  0.632539  20040428  
 21    -0.102768  0.103535  20040428  
 22     0.561152  0.787269  20040428  
 23     0.096055  0.361419  20040428  
 24     0.169582  0.534583  20040428  
 25     0.233736  0.497232  20040428  
 26    -0.000241  0.222091  20040428  
 27     0.136843  0.484197  20040428  
 28     0.266549  0.432719  20040428  
 29    -0.078350  0.286076  20040428  
 ...         ...       ...       ...  
 12425 -0.000001  0.071547  20040428  
 12426  0.821912  1.017659  20040428  
 12427  0.789838  1.178182  20040428  
 12428  1.278895  1.443313  20040428  
 12429  0.869887  1.284295  20040428  
 12430  0.798683  1.192368  20040428  
 12431  0.992111  1.239933  20040428  
 12432  0.666637  0.919728  20040428  
 12433  1.078456  1.286229  20040428  
 12434  0.962193  1.203421  20040428  
 12435  0.809320  1.115341  20040428  
 12436  0.968373  1.309413  20040428  
 12437  0.375067  0.392248  20040428  
 12438  0.187175  0.631353  20040428  
 12439  0.399965  0.823060  20040428  
 12440  1.140998  1.328839  20040428  
 12441  1.146932  1.418919  20040428  
 12442  0.343221  0.455489  20040428  
 12443  0.872565  1.036597  20040428  
 12444  1.180103  1.407667  20040428  
 12445  0.120318  0.418701  20040428  
 12446  1.232697  1.490106  20040428  
 12447  1.130898  1.333259  20040428  
 12448  0.511593  0.693464  20040428  
 12449  0.094464  0.542671  20040428  
 12450  0.654082  0.856235  20040428  
 12451  0.396148  0.668268  20040428  
 12452  0.901750  1.155906  20040428  
 12453  1.101891  1.390434  20040428  
 12454  1.286610  1.444683  20040428  
 
 [12455 rows x 92 columns],
 '20040429':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.590            0.000               0.0   
 1      USA0011            -0.039            0.000               0.0   
 2      USA0031            -2.399            0.000               0.0   
 3      USA0062            -2.377            0.434               0.0   
 4      USA00E2            -0.538            0.000               0.0   
 5      USA00F1            -0.730            0.000               0.0   
 6      USA00G2             0.787            0.000               0.0   
 7      USA00H1             0.796            0.000               0.0   
 8      USA00I1             2.550            0.000               0.0   
 9      USA00J1             0.579            0.000               0.0   
 10     USA00K1             2.810            0.000               0.0   
 11     USA00P1            -0.479            0.000               0.0   
 12     USA00R1             0.123            0.000               0.0   
 13     USA00S1            -0.716            0.000               0.0   
 14     USA00V1             1.138            0.000               0.0   
 15     USA0131            -0.017            1.000               0.0   
 16     USA0161             0.540            1.000               0.0   
 17     USA01I1            -2.008            0.000               0.0   
 18     USA01J2            -0.305            0.000               0.0   
 19     USA01L1            -2.763            0.000               0.0   
 20     USA01P1             1.021            0.000               0.0   
 21     USA01Q1            -1.409            0.000               0.0   
 22     USA0202            -0.544            0.000               0.0   
 23     USA0231            -2.257            0.000               0.0   
 24     USA0281             1.869            0.000               0.0   
 25     USA0291            -0.176            0.000               0.0   
 26     USA02A1             0.041            0.000               0.0   
 27     USA02B1             0.590            0.000               0.0   
 28     USA02H1             2.810            0.000               0.0   
 29     USA02P1             0.959            0.145               0.0   
 ...        ...               ...              ...               ...   
 12424  USAZY41             0.717            0.000               0.0   
 12425  USAZY51            -0.378            0.000               0.0   
 12426  USAZY61            -0.313            0.000               0.0   
 12427  USAZY71            -0.570            0.000               0.0   
 12428  USAZYI1             2.810            0.000               0.0   
 12429  USAZYJ1            -2.763            0.000               0.0   
 12430  USAZYK1            -0.952            0.000               0.0   
 12431  USAZYM1             0.955            0.000               0.0   
 12432  USAZYR1            -0.887            0.000               0.0   
 12433  USAZYS1            -0.547            0.000               0.0   
 12434  USAZYT1             2.810            0.000               0.0   
 12435  USAZYV1             2.810            0.000               0.0   
 12436  USAZYX1            -2.363            0.000               0.0   
 12437  USAZZ41            -2.234            0.000               0.0   
 12438  USAZZ51            -0.213            0.000               0.0   
 12439  USAZZ61            -0.523            0.000               0.0   
 12440  USAZZ71            -2.763            0.000               0.0   
 12441  USAZZ81             0.046            0.000               0.0   
 12442  USAZZ91            -2.075            0.000               0.0   
 12443  USAZZA1            -0.639            0.000               0.0   
 12444  USAZZB1            -0.189            0.000               0.0   
 12445  USAZZD1             2.810            0.000               0.0   
 12446  USAZZF1             2.349            0.000               0.0   
 12447  USAZZI1            -0.475            0.000               0.0   
 12448  USAZZJ1             1.874            0.000               0.0   
 12449  USAZZL1             2.810            0.000               0.0   
 12450  USAZZP1             2.810            0.000               0.0   
 12451  USAZZR1            -0.359            0.000               0.0   
 12452  USAZZX1            -2.763            0.000               0.0   
 12453  USAZZY1            -0.753            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.008           0.000  ...           NaN          NaN   
 1            -2.007           0.000  ...           NaN          NaN   
 2            -2.539           0.000  ...           NaN       8188.0   
 3            -2.264           0.000  ...           NaN      25784.0   
 4            -2.316           0.000  ...           NaN       8178.0   
 5            -1.819           0.000  ...           NaN       7065.0   
 6            -2.000           0.000  ...           NaN          NaN   
 7            -1.884           0.000  ...           NaN          NaN   
 8            -1.025           0.000  ...           NaN       7911.0   
 9            -1.846           0.866  ...           NaN      27116.0   
 10           -1.455           0.000  ...           NaN      63550.0   
 11           -0.886           0.000  ...           NaN          NaN   
 12           -1.772           0.000  ...           NaN          NaN   
 13           -1.327           0.000  ...           NaN       1290.0   
 14           -2.007           0.000  ...           NaN          NaN   
 15           -2.114           0.000  ...           NaN          NaN   
 16           -1.138           0.000  ...           NaN        520.0   
 17           -1.665           0.000  ...           NaN       7305.0   
 18           -1.341           0.000  ...           NaN          NaN   
 19           -1.928           0.000  ...           NaN      21696.0   
 20           -1.079           0.000  ...           NaN      39820.0   
 21           -2.329           1.000  ...           NaN      16380.0   
 22           -0.879           0.000  ...           NaN          NaN   
 23           -1.954           0.000  ...           NaN      25765.0   
 24           -1.568           0.000  ...           NaN       7530.0   
 25           -1.536           0.000  ...           NaN          NaN   
 26           -2.007           0.000  ...           NaN          NaN   
 27           -1.690           0.000  ...           NaN        350.0   
 28           -1.071           0.000  ...           NaN       7005.0   
 29           -2.126           0.000  ...           NaN      18060.0   
 ...             ...             ...  ...           ...          ...   
 12424        -2.007           0.000  ...           NaN          NaN   
 12425        -0.344           0.000  ...           NaN          NaN   
 12426        -0.405           0.000  ...           NaN          NaN   
 12427         0.580           0.000  ...           NaN        200.0   
 12428        -0.189           0.000  ...           NaN      20000.0   
 12429        -0.574           0.000  ...           NaN       9000.0   
 12430         0.002           0.000  ...           NaN        700.0   
 12431        -0.672           0.000  ...           NaN          NaN   
 12432         0.178           0.000  ...           NaN     369428.0   
 12433        -0.064           0.000  ...           NaN          NaN   
 12434        -0.277           0.000  ...           NaN     195328.0   
 12435         0.021           0.000  ...           NaN      35125.0   
 12436        -1.338           0.000  ...           NaN       3400.0   
 12437        -1.780           0.000  ...           NaN     201500.0   
 12438        -1.191           0.000  ...           NaN          NaN   
 12439         0.297           0.000  ...           NaN      55236.0   
 12440         0.235           0.000  ...           NaN      47500.0   
 12441        -1.319           1.000  ...           NaN      32100.0   
 12442        -0.230           0.000  ...           NaN          NaN   
 12443         0.378           0.000  ...           NaN          NaN   
 12444        -1.766           0.000  ...           NaN          NaN   
 12445         0.501           0.000  ...           NaN   39638410.0   
 12446         0.362           0.000  ...           NaN      31979.0   
 12447        -0.969           1.000  ...           NaN          NaN   
 12448        -1.656           0.000  ...           NaN          0.0   
 12449        -0.536           0.000  ...           NaN      12200.0   
 12450        -1.157           1.000  ...           NaN       6266.0   
 12451        -0.183           0.000  ...           NaN          NaN   
 12452         0.058           0.000  ...           NaN       3000.0   
 12453         0.623           0.000  ...           NaN     136700.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.556775e+10  0.174520   18.590995   12.791965   
 1             NaN     5.305300e+09  0.000000   20.765185   14.612856   
 2             NaN     6.941287e+10  2.530414   33.663990   29.627307   
 3             NaN     3.037005e+10  2.215657   29.716012   27.029409   
 4             NaN     5.062191e+10  2.450067   31.876299   27.889187   
 5             NaN     1.872505e+11  0.364401   25.214550   22.179715   
 6             NaN     1.381488e+10  4.854369   24.329521   15.791718   
 7             NaN     7.497184e+10  0.000000   26.666421   19.950240   
 8             NaN     1.615792e+10  0.333264   39.306130   31.276806   
 9             NaN     4.186237e+10  1.725490   21.103128   17.259549   
 10            NaN     3.066836e+10  0.000000   48.926909   39.668815   
 11            NaN     2.606612e+10  1.333333   26.731963   22.410878   
 12            NaN     7.005995e+09  2.379039   17.808677   12.925457   
 13            NaN     1.893245e+10  1.476209   28.515881   25.271933   
 14            NaN     1.272999e+10  1.237624   17.942794   12.277023   
 15            NaN     3.460935e+10  1.655710   30.135346   25.585087   
 16            NaN     3.460935e+10  1.655710   35.194950   31.197713   
 17            NaN     3.073886e+10  0.174165   25.855610   23.270595   
 18            NaN     2.693890e+10  1.871759   32.814212   29.448045   
 19            NaN     9.658045e+10  3.326498   30.681025   25.556312   
 20            NaN     1.507689e+11  0.000000   40.286405   35.514327   
 21            NaN     1.237033e+11  1.988072   24.089362   20.485987   
 22            NaN     1.490645e+10  0.000000   31.427454   26.683055   
 23            NaN     9.047329e+10  0.000000   27.455282   23.582801   
 24            NaN     4.317041e+10  3.315964   29.866326   26.008349   
 25            NaN     2.695170e+10  0.000000   23.282004   19.127629   
 26            NaN     7.433727e+09  1.910585   14.503905   10.227311   
 27            NaN     7.433727e+09  1.910585   41.705798   39.500323   
 28            NaN     6.704500e+10  2.797579   32.524233   29.012832   
 29            NaN     3.168282e+11  2.621232   27.074556   23.377298   
 ...           ...              ...       ...         ...         ...   
 12424         NaN     5.056250e+06       NaN   25.182022   17.669087   
 12425         NaN     7.010400e+06  0.000000   99.168448   96.432405   
 12426         NaN     2.454980e+06       NaN   81.392779   77.145600   
 12427      224.98     6.130000e+05  0.000000  107.391715  102.966040   
 12428    10735.04     3.545780e+06  0.000000   95.143605   90.719527   
 12429      343.61     2.706300e+07       NaN   85.195705   81.471535   
 12430       32.89     6.832300e+04       NaN   81.804839   77.450984   
 12431         NaN     1.664740e+06       NaN   83.039037   79.319058   
 12432   332577.62     2.467610e+07  0.000000  139.295076  136.374243   
 12433         NaN     5.030700e+01  0.000000   44.652344   34.748431   
 12434    28920.69     2.023350e+07  0.000000   93.963350   90.745639   
 12435     3251.05     1.335429e+07  0.000000  161.834905  159.197444   
 12436    36969.67     5.451600e+07  0.970874   47.464551   41.410550   
 12437    72493.41     6.025080e+06       NaN   89.537279   86.714068   
 12438         NaN     1.482800e+05  0.000000   75.027752   70.951447   
 12439     3520.92     5.004900e+06  0.000000  159.527105  156.916127   
 12440     2963.23     8.946900e+06  0.000000  100.021499   95.596534   
 12441  2463178.33     3.187854e+10  4.740379   23.612634   20.083058   
 12442         NaN     1.352860e+06       NaN   68.458818   60.641327   
 12443         NaN     1.630650e+06       NaN  113.831513  110.011742   
 12444         NaN     1.248480e+06  0.000000   33.491284   25.174283   
 12445   989857.96     5.433428e+06       NaN  105.085309  100.784559   
 12446    59280.18     1.989806e+07       NaN  118.532892  114.541998   
 12447         NaN     4.747000e+05       NaN  128.451643  126.418581   
 12448         NaN     9.467820e+06  0.000000   90.724851   85.732175   
 12449    20257.65     3.764200e+07  0.000000   69.679469   65.616971   
 12450     1156.48     3.623890e+06       NaN   87.213872   83.983522   
 12451         NaN     8.280000e+04       NaN   52.150082   45.588066   
 12452     1507.45     1.930267e+06  0.000000  177.896143  175.387036   
 12453  6549866.67     9.931346e+08  0.455970   50.344227   39.169470   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000075  0.189394  20040429  
 1     -0.000001  0.090309  20040429  
 2     -0.267448  0.010070  20040429  
 3     -0.126678  0.223701  20040429  
 4     -0.152303  0.220403  20040429  
 5      0.092667  0.436209  20040429  
 6      0.003749  0.053180  20040429  
 7      0.060815  0.212432  20040429  
 8      0.484143  0.957385  20040429  
 9      0.079584  0.210029  20040429  
 10     0.272410  0.746612  20040429  
 11     0.552706  0.899670  20040429  
 12     0.116001  0.459944  20040429  
 13     0.335459  0.476321  20040429  
 14    -0.000001  0.122852  20040429  
 15    -0.052590  0.256699  20040429  
 16     0.428397  0.651295  20040429  
 17     0.168825  0.312372  20040429  
 18     0.328632  0.633644  20040429  
 19     0.039283  0.211740  20040429  
 20     0.457629  0.696685  20040429  
 21    -0.158248  0.052160  20040429  
 22     0.555946  0.786444  20040429  
 23     0.026133  0.299936  20040429  
 24     0.216633  0.619537  20040429  
 25     0.232317  0.504135  20040429  
 26    -0.000033  0.227327  20040429  
 27     0.156247  0.520319  20040429  
 28     0.461298  0.676693  20040429  
 29    -0.058509  0.332153  20040429  
 ...         ...       ...       ...  
 12424 -0.000001  0.082403  20040429  
 12425  0.819863  1.002594  20040429  
 12426  0.789541  1.191639  20040429  
 12427  1.275054  1.456614  20040429  
 12428  0.896066  1.330771  20040429  
 12429  0.706466  1.085786  20040429  
 12430  0.990478  1.240968  20040429  
 12431  0.657996  0.937872  20040429  
 12432  1.077105  1.261755  20040429  
 12433  0.957677  1.209656  20040429  
 12434  0.852979  1.195413  20040429  
 12435  0.999473  1.377759  20040429  
 12436  0.329651  0.346816  20040429  
 12437  0.111847  0.524131  20040429  
 12438  0.402135  0.840908  20040429  
 12439  1.135857  1.358701  20040429  
 12440  1.104921  1.398306  20040429  
 12441  0.339498  0.452079  20040429  
 12442  0.876140  1.026775  20040429  
 12443  1.175686  1.410746  20040429  
 12444  0.119176  0.427953  20040429  
 12445  1.236308  1.509589  20040429  
 12446  1.167644  1.432367  20040429  
 12447  0.511783  0.710621  20040429  
 12448  0.173373  0.620693  20040429  
 12449  0.725341  0.977565  20040429  
 12450  0.419239  0.796164  20040429  
 12451  0.898914  1.163661  20040429  
 12452  1.018065  1.299633  20040429  
 12453  1.296469  1.462124  20040429  
 
 [12454 rows x 92 columns],
 '20040430':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.603            0.000               0.0   
 1      USA0011             0.111            0.000               0.0   
 2      USA0031             0.524            0.000               0.0   
 3      USA0062             0.436            0.432               0.0   
 4      USA00E2             0.241            0.000               0.0   
 5      USA00F1             0.501            0.000               0.0   
 6      USA00G2            -1.086            0.000               0.0   
 7      USA00H1             0.133            0.000               0.0   
 8      USA00I1            -0.206            0.000               0.0   
 9      USA00J1             0.686            0.000               0.0   
 10     USA00K1             0.636            0.000               0.0   
 11     USA00P1            -0.286            0.000               0.0   
 12     USA00R1             0.258            0.000               0.0   
 13     USA00S1            -2.076            0.000               0.0   
 14     USA00V1             0.610            0.000               0.0   
 15     USA0131             2.592            1.000               0.0   
 16     USA0161             2.103            1.000               0.0   
 17     USA01I1             0.795            0.000               0.0   
 18     USA01J2             2.777            0.000               0.0   
 19     USA01L1             0.751            0.000               0.0   
 20     USA01P1            -0.353            0.000               0.0   
 21     USA01Q1             0.998            0.000               0.0   
 22     USA0202            -0.068            0.000               0.0   
 23     USA0231            -0.018            0.000               0.0   
 24     USA0281             2.750            0.000               0.0   
 25     USA0291             0.109            0.000               0.0   
 26     USA02A1             0.240            0.000               0.0   
 27     USA02B1             0.428            0.000               0.0   
 28     USA02H1             0.176            0.000               0.0   
 29     USA02P1             0.405            0.145               0.0   
 ...        ...               ...              ...               ...   
 12431  USAZY41             0.196            0.000               0.0   
 12432  USAZY51            -0.396            0.000               0.0   
 12433  USAZY61            -2.740            0.000               0.0   
 12434  USAZY71            -1.023            0.000               0.0   
 12435  USAZYI1            -0.662            0.000               0.0   
 12436  USAZYJ1            -0.344            0.000               0.0   
 12437  USAZYK1             2.777            0.000               0.0   
 12438  USAZYM1             2.777            0.000               0.0   
 12439  USAZYR1             2.513            0.000               0.0   
 12440  USAZYS1            -0.844            0.000               0.0   
 12441  USAZYT1             2.777            0.000               0.0   
 12442  USAZYV1            -0.941            0.000               0.0   
 12443  USAZYX1             0.599            0.000               0.0   
 12444  USAZZ41             1.921            0.000               0.0   
 12445  USAZZ51            -2.740            0.000               0.0   
 12446  USAZZ61            -0.835            0.000               0.0   
 12447  USAZZ71            -1.029            0.000               0.0   
 12448  USAZZ81            -0.578            0.000               0.0   
 12449  USAZZ91             2.777            0.000               0.0   
 12450  USAZZA1            -2.740            0.000               0.0   
 12451  USAZZB1            -0.135            0.000               0.0   
 12452  USAZZD1            -2.740            0.000               0.0   
 12453  USAZZF1            -0.550            0.000               0.0   
 12454  USAZZI1             0.081            0.000               0.0   
 12455  USAZZJ1            -1.111            0.000               0.0   
 12456  USAZZL1            -1.053            0.000               0.0   
 12457  USAZZP1            -2.289            0.000               0.0   
 12458  USAZZR1            -2.740            0.000               0.0   
 12459  USAZZX1             2.061            0.000               0.0   
 12460  USAZZY1            -0.143            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 12456               0.0              0.0           0.0          0.000   
 12457               0.0              0.0           0.0          0.000   
 12458               0.0              0.0           0.0          0.000   
 12459               0.0              0.0           0.0          0.000   
 12460               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.970           0.000  ...           NaN          0.0   
 1            -1.970           0.000  ...           NaN          0.0   
 2            -2.504           0.000  ...           NaN       8188.0   
 3            -2.221           0.000  ...           NaN      27504.0   
 4            -2.298           0.000  ...           NaN       8178.0   
 5            -1.787           0.000  ...           NaN        353.0   
 6            -2.013           0.000  ...           NaN       1512.0   
 7            -1.851           0.000  ...           NaN          0.0   
 8            -1.019           0.000  ...           NaN       7911.0   
 9            -1.813           0.866  ...           NaN      27116.0   
 10           -1.444           0.000  ...           NaN          0.0   
 11           -0.874           0.000  ...           NaN          NaN   
 12           -1.740           0.000  ...           NaN          NaN   
 13           -1.483           0.000  ...           NaN      49245.0   
 14           -1.970           0.000  ...           NaN          NaN   
 15           -1.968           0.000  ...           NaN        501.0   
 16           -1.036           0.000  ...           NaN       1430.0   
 17           -1.641           0.000  ...           NaN       7305.0   
 18           -1.048           0.000  ...           NaN        700.0   
 19           -1.892           0.000  ...           NaN      43392.0   
 20           -1.073           0.000  ...           NaN      59320.0   
 21           -2.284           1.000  ...           NaN      16380.0   
 22           -0.876           0.000  ...           NaN          NaN   
 23           -1.920           0.000  ...           NaN      25765.0   
 24           -1.448           0.000  ...           NaN       1000.0   
 25           -1.511           0.000  ...           NaN          0.0   
 26           -1.969           0.000  ...           NaN       2460.0   
 27           -1.668           0.000  ...           NaN        500.0   
 28           -1.061           0.000  ...           NaN       7005.0   
 29           -2.090           0.000  ...           NaN      18060.0   
 ...             ...             ...  ...           ...          ...   
 12431        -1.970           0.000  ...           NaN          NaN   
 12432        -0.345           0.000  ...           NaN          NaN   
 12433        -0.589           0.000  ...           NaN          NaN   
 12434         0.616           0.000  ...           NaN       1000.0   
 12435        -0.188           0.000  ...           NaN          NaN   
 12436        -0.585           0.000  ...           NaN          NaN   
 12437         0.119           0.000  ...           NaN       5500.0   
 12438        -0.583           0.000  ...           NaN        200.0   
 12439         0.257           0.000  ...           NaN     328104.0   
 12440        -0.059           0.000  ...           NaN          NaN   
 12441        -0.165           0.000  ...           NaN     333446.0   
 12442         0.028           0.000  ...           NaN      15086.0   
 12443        -1.278           0.000  ...           NaN        500.0   
 12444        -1.764           0.000  ...           NaN     146500.0   
 12445        -1.329           0.000  ...           NaN          NaN   
 12446         0.311           0.000  ...           NaN      96275.0   
 12447         0.244           0.000  ...           NaN          NaN   
 12448        -1.350           1.000  ...           NaN     103900.0   
 12449         0.357           0.000  ...           NaN       2000.0   
 12450         0.363           0.000  ...           NaN       2000.0   
 12451        -1.739           0.000  ...           NaN          NaN   
 12452         0.522           0.000  ...           NaN   23161480.0   
 12453         0.393           0.000  ...           NaN       2750.0   
 12454        -1.007           1.000  ...           NaN          NaN   
 12455        -1.702           0.000  ...           NaN          0.0   
 12456        -0.541           0.000  ...           NaN       2500.0   
 12457        -1.224           1.000  ...           NaN      10000.0   
 12458        -0.454           0.000  ...           NaN          NaN   
 12459         0.095           0.000  ...           NaN      10000.0   
 12460         0.594           0.000  ...           NaN     139900.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.482871e+10  0.182149   18.500596   12.783697   
 1             NaN     5.398703e+09  0.000000   20.375497   14.387354   
 2             NaN     6.881880e+10  2.362562   32.931343   29.041664   
 3             NaN     2.980972e+10  2.168884   29.162441   26.685787   
 4             NaN     5.070182e+10  2.416601   31.337479   27.383301   
 5             NaN     1.868593e+11  0.362875   24.806456   21.761440   
 6             NaN     1.354632e+10  5.539359   24.449397   16.140676   
 7             NaN     7.258543e+10  0.000000   26.313687   19.623793   
 8             NaN     1.564736e+10  0.375587   38.607557   30.792865   
 9             NaN     4.174830e+10  1.717408   21.058619   17.087424   
 10            NaN     3.031910e+10  0.000000   48.373538   39.019825   
 11            NaN     2.604234e+10  1.278247   26.525722   22.075992   
 12            NaN     7.095475e+09  2.304219   17.599410   12.700481   
 13            NaN     1.986666e+10  1.333333   32.035683   28.941618   
 14            NaN     1.283665e+10  1.186944   17.774459   12.252817   
 15            NaN     3.416123e+10  1.592879   30.804574   26.262440   
 16            NaN     3.416123e+10  1.592879   35.354312   31.184372   
 17            NaN     3.171298e+10  0.163823   25.500548   22.996665   
 18            NaN     2.699099e+10  1.904027   37.427270   33.926499   
 19            NaN     9.780975e+10  3.191257   30.080776   25.189424   
 20            NaN     1.440727e+11  0.000000   39.933611   35.131298   
 21            NaN     1.239730e+11  1.977457   23.882757   20.339190   
 22            NaN     1.466710e+10  0.000000   31.038963   26.280300   
 23            NaN     8.898634e+10  0.000000   26.966008   23.207685   
 24            NaN     4.281157e+10  3.259604   30.956107   26.837960   
 25            NaN     2.687944e+10  0.000000   22.991525   18.786760   
 26            NaN     7.390741e+09  1.938736   14.365516   10.053581   
 27            NaN     7.390741e+09  1.938736   41.094504   38.766011   
 28            NaN     6.677294e+10  3.026775   31.994909   28.318080   
 29            NaN     3.157738e+11  2.671119   26.650453   22.897876   
 ...           ...              ...       ...         ...         ...   
 12431         NaN     5.056250e+06       NaN   24.719474   17.555055   
 12432         NaN     7.010400e+06  0.000000   98.299618   95.541432   
 12433         NaN     4.017240e+06  0.000000   84.711894   80.732348   
 12434      185.21     6.130000e+05  0.000000  107.309825  102.760255   
 12435         NaN     3.545780e+06  0.000000   94.714329   90.384901   
 12436         NaN     2.706300e+07       NaN   89.281729   85.864028   
 12437       27.29     3.416150e+04       NaN   83.499935   78.774486   
 12438      167.20     1.362060e+06       NaN   82.225168   78.274009   
 12439   338517.32     2.283460e+07  0.000000  138.791701  135.655078   
 12440         NaN     5.030700e+01  0.000000   44.717988   34.533886   
 12441    33906.83     1.825950e+07  0.000000   94.362695   90.819936   
 12442     3232.31     1.335429e+07  0.000000  161.090535  158.453598   
 12443    26474.67     5.373720e+07  0.966184   46.786167   40.796411   
 12444    72001.40     5.862240e+06       NaN   89.411735   86.841088   
 12445         NaN     4.448400e+05  0.000000   84.318931   80.764848   
 12446     2989.67     5.004900e+06  0.000000  158.796808  156.139997   
 12447         NaN     8.946900e+06  0.000000   99.881592   95.479428   
 12448  2585425.71     3.187436e+10  4.538012   23.378435   19.894461   
 12449        7.73     1.591600e+03  0.000000   80.098948   72.727298   
 12450     8600.86     1.739360e+06  0.000000  114.516254  110.613942   
 12451         NaN     1.248480e+06       NaN   33.061854   24.800160   
 12452   891738.82     5.821530e+06       NaN  106.969015  102.950789   
 12453    54866.68     1.967940e+07       NaN  116.850105  112.741799   
 12454         NaN     4.758750e+05  0.000000  127.420690  125.433849   
 12455         NaN     9.747480e+06  0.000000   89.548402   84.736289   
 12456    20763.34     3.806975e+07  0.000000   68.830272   64.828588   
 12457     1216.48     3.837060e+06       NaN   87.651877   84.617193   
 12458         NaN     3.367200e+05       NaN   65.740899   60.854649   
 12459     1476.02     1.828674e+06  0.000000  177.019377  174.562709   
 12460  6571582.67     9.983843e+08  0.494896   49.988240   38.533351   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000071  0.186282  20040430  
 1      0.000000  0.079030  20040430  
 2     -0.267563 -0.001042  20040430  
 3     -0.125999  0.246709  20040430  
 4     -0.164293  0.214258  20040430  
 5      0.091557  0.448079  20040430  
 6     -0.021659  0.019531  20040430  
 7      0.059222  0.203349  20040430  
 8      0.475988  0.927933  20040430  
 9      0.078253  0.214798  20040430  
 10     0.263227  0.781826  20040430  
 11     0.548460  0.894488  20040430  
 12     0.114699  0.458625  20040430  
 13     0.243599  0.416434  20040430  
 14     0.000000  0.112229  20040430  
 15     0.000583  0.341534  20040430  
 16     0.467433  0.716774  20040430  
 17     0.164473  0.312338  20040430  
 18     0.461487  0.798504  20040430  
 19     0.039036  0.232425  20040430  
 20     0.448884  0.675474  20040430  
 21    -0.157596  0.074640  20040430  
 22     0.547622  0.789246  20040430  
 23     0.024661  0.311938  20040430  
 24     0.261125  0.687342  20040430  
 25     0.229587  0.506938  20040430  
 26     0.000093  0.223405  20040430  
 27     0.150796  0.506080  20040430  
 28     0.454869  0.682994  20040430  
 29    -0.060574  0.329092  20040430  
 ...         ...       ...       ...  
 12431  0.000000  0.068458  20040430  
 12432  0.813605  1.009433  20040430  
 12433  0.691200  1.057898  20040430  
 12434  1.294505  1.484733  20040430  
 12435  0.891916  1.277974  20040430  
 12436  0.693364  1.050406  20040430  
 12437  1.045733  1.359019  20040430  
 12438  0.694346  0.996753  20040430  
 12439  1.115045  1.357745  20040430  
 12440  0.956791  1.225582  20040430  
 12441  0.903701  1.276426  20040430  
 12442  1.000294  1.332399  20040430  
 12443  0.346228  0.385370  20040430  
 12444  0.102914  0.535953  20040430  
 12445  0.320707  0.721071  20040430  
 12446  1.142076  1.365284  20040430  
 12447  1.108151  1.424509  20040430  
 12448  0.310265  0.417333  20040430  
 12449  1.164678  1.335840  20040430  
 12450  1.168053  1.380423  20040430  
 12451  0.115335  0.424114  20040430  
 12452  1.247569  1.444881  20040430  
 12453  1.183108  1.442352  20040430  
 12454  0.482162  0.688165  20040430  
 12455  0.133869  0.530679  20040430  
 12456  0.715062  0.958156  20040430  
 12457  0.373122  0.668330  20040430  
 12458  0.758964  1.017281  20040430  
 12459  1.033941  1.324413  20040430  
 12460  1.283818  1.463246  20040430  
 
 [12461 rows x 92 columns],
 '20040503':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.356            0.000               0.0   
 1      USA0011            -0.296            0.000               0.0   
 2      USA0031            -0.014            0.000               0.0   
 3      USA0062            -0.711            0.432               0.0   
 4      USA00E2             0.237            0.000               0.0   
 5      USA00F1             0.445            0.000               0.0   
 6      USA00G2            -0.537            0.000               0.0   
 7      USA00H1            -0.124            0.000               0.0   
 8      USA00I1            -1.014            0.000               0.0   
 9      USA00J1            -0.003            0.000               0.0   
 10     USA00K1            -0.915            0.000               0.0   
 11     USA00P1             0.495            0.000               0.0   
 12     USA00R1             0.030            0.000               0.0   
 13     USA00S1             1.710            0.000               0.0   
 14     USA00V1            -0.148            0.000               0.0   
 15     USA0131            -0.381            1.000               0.0   
 16     USA0161            -0.006            1.000               0.0   
 17     USA01I1             0.043            0.000               0.0   
 18     USA01J2             0.232            0.000               0.0   
 19     USA01L1             0.681            0.000               0.0   
 20     USA01P1            -0.460            0.000               0.0   
 21     USA01Q1            -0.162            0.000               0.0   
 22     USA0202            -0.109            0.000               0.0   
 23     USA0231            -0.885            0.000               0.0   
 24     USA0281            -0.650            0.000               0.0   
 25     USA0291            -0.678            0.000               0.0   
 26     USA02A1            -0.649            0.000               0.0   
 27     USA02B1            -0.628            0.000               0.0   
 28     USA02H1            -0.066            0.000               0.0   
 29     USA02P1            -0.345            0.145               0.0   
 ...        ...               ...              ...               ...   
 12411  USAZY41            -0.518            0.000               0.0   
 12412  USAZY51             2.645            0.000               0.0   
 12413  USAZY61             0.322            0.000               0.0   
 12414  USAZY71            -2.798            0.000               0.0   
 12415  USAZYI1             2.038            0.000               0.0   
 12416  USAZYJ1            -0.670            0.000               0.0   
 12417  USAZYK1            -0.328            0.000               0.0   
 12418  USAZYM1             0.012            0.000               0.0   
 12419  USAZYR1            -2.798            0.000               0.0   
 12420  USAZYS1            -0.242            0.000               0.0   
 12421  USAZYT1             2.611            0.000               0.0   
 12422  USAZYV1             2.345            0.000               0.0   
 12423  USAZYX1             0.161            0.000               0.0   
 12424  USAZZ41             1.690            0.000               0.0   
 12425  USAZZ51            -0.557            0.000               0.0   
 12426  USAZZ61             0.069            0.000               0.0   
 12427  USAZZ71            -0.100            0.000               0.0   
 12428  USAZZ81             0.762            0.000               0.0   
 12429  USAZZ91             1.071            0.000               0.0   
 12430  USAZZA1             0.167            0.000               0.0   
 12431  USAZZB1            -1.771            0.000               0.0   
 12432  USAZZD1            -2.792            0.000               0.0   
 12433  USAZZF1            -0.566            0.000               0.0   
 12434  USAZZI1            -0.294            0.000               0.0   
 12435  USAZZJ1             2.850            0.000               0.0   
 12436  USAZZL1            -2.798            0.000               0.0   
 12437  USAZZP1            -0.362            0.000               0.0   
 12438  USAZZR1            -0.273            0.000               0.0   
 12439  USAZZX1            -2.798            0.000               0.0   
 12440  USAZZY1            -1.500            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.993           0.000  ...           NaN          NaN   
 1            -1.993           0.000  ...           NaN          NaN   
 2            -2.528           0.000  ...           NaN       8188.0   
 3            -2.249           0.000  ...           NaN          NaN   
 4            -2.322           0.000  ...           NaN       8178.0   
 5            -1.865           0.000  ...           NaN        600.0   
 6            -2.037           0.000  ...           NaN          NaN   
 7            -1.873           0.000  ...           NaN          NaN   
 8            -1.043           0.000  ...           NaN          NaN   
 9            -1.837           0.866  ...           NaN      27116.0   
 10           -1.463           0.000  ...           NaN          NaN   
 11           -0.886           0.000  ...           NaN          NaN   
 12           -1.757           0.000  ...           NaN          NaN   
 13           -1.573           0.000  ...           NaN      30526.0   
 14           -1.993           0.000  ...           NaN          NaN   
 15           -1.993           0.000  ...           NaN          NaN   
 16           -1.051           0.000  ...           NaN          NaN   
 17           -1.666           0.000  ...           NaN       7305.0   
 18           -1.070           0.000  ...           NaN          NaN   
 19           -1.918           0.000  ...           NaN          NaN   
 20           -1.094           0.000  ...           NaN          NaN   
 21           -2.309           1.000  ...           NaN          NaN   
 22           -0.898           0.000  ...           NaN          NaN   
 23           -1.947           0.000  ...           NaN      25765.0   
 24           -1.469           0.000  ...           NaN          NaN   
 25           -1.537           0.000  ...           NaN          NaN   
 26           -1.993           0.000  ...           NaN          NaN   
 27           -1.693           0.000  ...           NaN          NaN   
 28           -1.077           0.000  ...           NaN       7005.0   
 29           -2.113           0.000  ...           NaN      18060.0   
 ...             ...             ...  ...           ...          ...   
 12411        -1.993           0.000  ...           NaN          NaN   
 12412        -0.432           0.000  ...           NaN       2500.0   
 12413        -0.598           0.000  ...           NaN          NaN   
 12414         0.724           0.000  ...           NaN      10000.0   
 12415        -0.512           0.000  ...           NaN      72000.0   
 12416        -0.598           0.000  ...           NaN          NaN   
 12417         0.121           0.000  ...           NaN      14000.0   
 12418        -0.606           0.000  ...           NaN          NaN   
 12419         0.394           0.000  ...           NaN     573107.0   
 12420        -0.060           0.000  ...           NaN          NaN   
 12421        -0.286           0.000  ...           NaN      22950.0   
 12422        -0.130           0.000  ...           NaN      11800.0   
 12423        -1.312           0.000  ...           NaN        700.0   
 12424        -1.847           0.000  ...           NaN      65170.0   
 12425        -1.346           0.000  ...           NaN          NaN   
 12426         0.306           0.000  ...           NaN     210950.0   
 12427         0.244           0.000  ...           NaN          NaN   
 12428        -1.422           1.000  ...           NaN      37400.0   
 12429         0.367           0.000  ...           NaN          NaN   
 12430         0.363           0.000  ...           NaN          NaN   
 12431        -1.763           0.000  ...           NaN          NaN   
 12432         0.553           0.000  ...           NaN   60573290.0   
 12433         0.380           0.000  ...           NaN       1000.0   
 12434        -1.023           1.000  ...           NaN          NaN   
 12435        -1.794           0.000  ...           NaN          0.0   
 12436        -0.448           0.000  ...           NaN       3500.0   
 12437        -1.241           1.000  ...           NaN       6600.0   
 12438        -0.461           0.000  ...           NaN          NaN   
 12439         0.157           0.000  ...           NaN      20000.0   
 12440         0.662           0.000  ...           NaN     218400.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.588734e+10  0.182149   18.142406   12.585948   
 1             NaN     5.604190e+09  0.000000   19.964739   14.156918   
 2             NaN     6.616110e+10  2.362562   32.422047   28.568636   
 3             NaN     2.980110e+10  2.168884   28.525696   26.067467   
 4             NaN     5.154085e+10  2.416601   30.873061   27.007196   
 5             NaN     1.874070e+11  0.362875   24.308935   21.489634   
 6             NaN     1.349893e+10  5.539359   23.983139   16.004312   
 7             NaN     7.473965e+10  0.000000   25.724169   19.275571   
 8             NaN     1.553717e+10  0.375587   37.946406   30.412652   
 9             NaN     4.178904e+10  1.717408   20.557670   16.794728   
 10            NaN     3.013615e+10  0.000000   47.359993   38.390160   
 11            NaN     2.626228e+10  1.278247   26.066404   21.809365   
 12            NaN     7.005995e+09  2.304219   17.343821   12.475399   
 13            NaN     2.009843e+10  1.333333   31.840212   28.924566   
 14            NaN     1.285950e+10  1.186944   17.360946   12.038759   
 15            NaN     3.487342e+10  1.592879   29.975319   25.743740   
 16            NaN     3.487342e+10  1.592879   34.537710   30.668853   
 17            NaN     3.278235e+10  0.163823   24.967159   22.570769   
 18            NaN     2.756046e+10  1.904027   36.678618   33.462677   
 19            NaN     9.961629e+10  3.191257   29.721638   24.962452   
 20            NaN     1.457985e+11  0.000000   39.071034   34.501124   
 21            NaN     1.240955e+11  1.977457   23.710733   20.173878   
 22            NaN     1.495964e+10  0.000000   30.409161   25.829292   
 23            NaN     8.944781e+10  0.000000   26.476710   22.824796   
 24            NaN     4.294115e+10  3.259604   30.229342   26.376643   
 25            NaN     2.724073e+10  0.000000   22.501787   18.460063   
 26            NaN     7.485310e+09  1.938736   14.182698    9.925785   
 27            NaN     7.485310e+09  1.938736   40.482296   38.131886   
 28            NaN     6.787092e+10  3.026775   31.324735   27.871567   
 29            NaN     3.194640e+11  2.671119   26.081007   22.381723   
 ...           ...              ...       ...         ...         ...   
 12411         NaN     5.056250e+06       NaN   24.317894   17.276573   
 12412      305.67     6.484620e+06  0.000000   97.497050   94.818049   
 12413         NaN     4.017240e+06  0.000000   92.389386   89.137414   
 12414      151.12     8.582000e+05  0.000000  110.051679  105.859224   
 12415    11388.90     2.516360e+06  0.000000   95.104475   91.302610   
 12416         NaN     2.706300e+07       NaN   88.937574   85.706817   
 12417       23.87     3.416150e+04       NaN   78.014023   73.074281   
 12418         NaN     1.362060e+06       NaN   81.452474   77.893914   
 12419   364303.05     2.651760e+07  0.000000  138.328960  135.290502   
 12420         NaN     5.030700e+01  0.000000   43.676021   33.935404   
 12421    29230.00     1.677900e+07  0.000000   94.065145   90.776905   
 12422     2843.70     1.038667e+07  0.000000  161.514428  159.074826   
 12423    20261.65     5.373720e+07  0.966184   45.870084   40.143367   
 12424    74650.36     5.536560e+06       NaN   88.546370   86.078601   
 12425         NaN     4.448400e+05  0.000000   82.819554   79.564485   
 12426     2922.21     5.004900e+06  0.000000  157.116250  154.619277   
 12427         NaN     8.946900e+06  0.000000   98.900955   94.786847   
 12428  2692959.05     3.189772e+10  4.538012   23.074413   19.741955   
 12429         NaN     1.591600e+03  0.000000   79.473672   72.162743   
 12430         NaN     1.739360e+06  0.000000  115.478925  111.878573   
 12431         NaN     1.248480e+06       NaN   32.833934   24.657779   
 12432   825007.98     6.985836e+06       NaN  105.092213  101.184740   
 12433    45538.32     1.967940e+07       NaN  116.058617  112.204269   
 12434         NaN     4.758750e+05  0.000000  125.399710  123.501782   
 12435         NaN     9.341935e+06  0.000000   89.069794   84.172676   
 12436    19934.21     4.020850e+07  0.000000   68.562102   64.640236   
 12437     1256.08     3.837060e+06       NaN   85.409848   82.540963   
 12438         NaN     3.367200e+05       NaN   64.197147   59.656338   
 12439     1522.22     2.031860e+06  0.000000  175.780114  173.381181   
 12440  6553842.40     7.525712e+08  0.494896   49.281926   38.326723   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000072  0.172039  20040503  
 1      0.000000  0.069527  20040503  
 2     -0.265229 -0.001528  20040503  
 3     -0.127040  0.221316  20040503  
 4     -0.162860  0.212807  20040503  
 5      0.063346  0.412811  20040503  
 6     -0.021998  0.015001  20040503  
 7      0.059131  0.187566  20040503  
 8      0.470232  0.889770  20040503  
 9      0.077234  0.195901  20040503  
 10     0.262374  0.751488  20040503  
 11     0.548178  0.902686  20040503  
 12     0.116494  0.455098  20040503  
 13     0.207571  0.425718  20040503  
 14     0.000000  0.099974  20040503  
 15    -0.000283  0.293015  20040503  
 16     0.466116  0.688748  20040503  
 17     0.161828  0.303554  20040503  
 18     0.456971  0.806965  20040503  
 19     0.036873  0.238147  20040503  
 20     0.445153  0.657045  20040503  
 21    -0.156885  0.075434  20040503  
 22     0.542250  0.779489  20040503  
 23     0.022805  0.289098  20040503  
 24     0.259318  0.647924  20040503  
 25     0.225570  0.481438  20040503  
 26    -0.000067  0.207445  20040503  
 27     0.148444  0.477096  20040503  
 28     0.453225  0.665390  20040503  
 29    -0.059529  0.312111  20040503  
 ...         ...       ...       ...  
 12411  0.000000  0.051235  20040503  
 12412  0.772618  1.026199  20040503  
 12413  0.690599  1.001918  20040503  
 12414  1.345343  1.476621  20040503  
 12415  0.733225  1.184147  20040503  
 12416  0.690630  1.036150  20040503  
 12417  1.046610  1.370698  20040503  
 12418  0.686729  0.933056  20040503  
 12419  1.181804  1.344149  20040503  
 12420  0.956726  1.225027  20040503  
 12421  0.845198  1.223905  20040503  
 12422  0.922353  1.324554  20040503  
 12423  0.336771  0.387531  20040503  
 12424  0.072134  0.517070  20040503  
 12425  0.320373  0.640346  20040503  
 12426  1.138150  1.355897  20040503  
 12427  1.107673  1.422140  20040503  
 12428  0.282783  0.416102  20040503  
 12429  1.168372  1.388753  20040503  
 12430  1.166167  1.392970  20040503  
 12431  0.113481  0.381935  20040503  
 12432  1.260487  1.458999  20040503  
 12433  1.174693  1.417417  20040503  
 12434  0.480287  0.684970  20040503  
 12435  0.098226  0.568938  20040503  
 12436  0.764697  0.943208  20040503  
 12437  0.372006  0.702177  20040503  
 12438  0.758360  1.015905  20040503  
 12439  1.064312  1.275727  20040503  
 12440  1.314677  1.434886  20040503  
 
 [12441 rows x 92 columns],
 '20040504':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.377            0.000               0.0   
 1      USA0011            -0.131            0.000               0.0   
 2      USA0031            -0.922            0.000               0.0   
 3      USA0062            -0.436            0.432               0.0   
 4      USA00E2            -0.674            0.000               0.0   
 5      USA00F1            -0.500            0.000               0.0   
 6      USA00G2            -0.426            0.000               0.0   
 7      USA00H1            -1.527            0.000               0.0   
 8      USA00I1             1.004            0.000               0.0   
 9      USA00J1            -0.966            0.000               0.0   
 10     USA00K1             0.827            0.000               0.0   
 11     USA00P1            -0.116            0.000               0.0   
 12     USA00R1            -0.459            0.000               0.0   
 13     USA00S1            -0.788            0.000               0.0   
 14     USA00V1            -0.667            0.000               0.0   
 15     USA0131            -0.666            1.000               0.0   
 16     USA0161            -0.151            1.000               0.0   
 17     USA01I1            -0.444            0.000               0.0   
 18     USA01J2            -2.201            0.000               0.0   
 19     USA01L1            -0.432            0.000               0.0   
 20     USA01P1             0.621            0.000               0.0   
 21     USA01Q1            -0.917            0.000               0.0   
 22     USA0202             0.361            0.000               0.0   
 23     USA0231            -0.007            0.000               0.0   
 24     USA0281            -0.017            0.000               0.0   
 25     USA0291             0.199            0.000               0.0   
 26     USA02A1            -0.328            0.000               0.0   
 27     USA02B1            -0.279            0.000               0.0   
 28     USA02H1            -0.306            0.000               0.0   
 29     USA02P1             1.037            0.145               0.0   
 ...        ...               ...              ...               ...   
 12411  USAZY41             0.002            0.000               0.0   
 12412  USAZY51             0.582            0.000               0.0   
 12413  USAZY61            -0.370            0.000               0.0   
 12414  USAZY71             2.821            0.000               0.0   
 12415  USAZYI1             0.194            0.000               0.0   
 12416  USAZYJ1             2.821            0.000               0.0   
 12417  USAZYK1             0.042            0.000               0.0   
 12418  USAZYM1             0.441            0.000               0.0   
 12419  USAZYR1             0.747            0.000               0.0   
 12420  USAZYS1             0.150            0.000               0.0   
 12421  USAZYT1             0.107            0.000               0.0   
 12422  USAZYV1            -2.802            0.000               0.0   
 12423  USAZYX1            -0.055            0.000               0.0   
 12424  USAZZ41            -2.063            0.000               0.0   
 12425  USAZZ51            -0.124            0.000               0.0   
 12426  USAZZ61             0.691            0.000               0.0   
 12427  USAZZ71             0.235            0.000               0.0   
 12428  USAZZ81            -1.831            0.000               0.0   
 12429  USAZZ91             0.387            0.000               0.0   
 12430  USAZZA1             0.695            0.000               0.0   
 12431  USAZZB1             0.473            0.000               0.0   
 12432  USAZZD1             2.821            0.000               0.0   
 12433  USAZZF1            -2.295            0.000               0.0   
 12434  USAZZI1            -0.164            0.000               0.0   
 12435  USAZZJ1            -2.802            0.000               0.0   
 12436  USAZZL1             0.346            0.000               0.0   
 12437  USAZZP1             0.115            0.000               0.0   
 12438  USAZZR1             0.166            0.000               0.0   
 12439  USAZZX1             2.821            0.000               0.0   
 12440  USAZZY1            -2.802            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.993           0.000  ...           NaN          NaN   
 1            -1.993           0.000  ...           NaN          NaN   
 2            -2.528           0.000  ...           NaN       8188.0   
 3            -2.250           0.000  ...           NaN          NaN   
 4            -2.322           0.000  ...           NaN       8178.0   
 5            -1.868           0.000  ...           NaN        350.0   
 6            -2.038           0.000  ...           NaN          NaN   
 7            -1.874           0.000  ...           NaN          NaN   
 8            -1.046           0.000  ...           NaN          NaN   
 9            -1.836           0.866  ...           NaN      27116.0   
 10           -1.464           0.000  ...           NaN          NaN   
 11           -0.888           0.000  ...           NaN          NaN   
 12           -1.757           0.000  ...           NaN          NaN   
 13           -1.575           0.000  ...           NaN      17202.0   
 14           -1.993           0.000  ...           NaN          NaN   
 15           -1.994           0.000  ...           NaN          NaN   
 16           -1.053           0.000  ...           NaN        870.0   
 17           -1.668           0.000  ...           NaN       7305.0   
 18           -1.057           0.000  ...           NaN        260.0   
 19           -1.920           0.000  ...           NaN          NaN   
 20           -1.097           0.000  ...           NaN          NaN   
 21           -2.311           1.000  ...           NaN          NaN   
 22           -0.904           0.000  ...           NaN          NaN   
 23           -1.948           0.000  ...           NaN      25765.0   
 24           -1.470           0.000  ...           NaN          NaN   
 25           -1.540           0.000  ...           NaN          NaN   
 26           -1.993           0.000  ...           NaN          NaN   
 27           -1.697           0.000  ...           NaN        500.0   
 28           -1.081           0.000  ...           NaN       7005.0   
 29           -2.122           0.000  ...           NaN        645.0   
 ...             ...             ...  ...           ...          ...   
 12411        -1.993           0.000  ...           NaN          NaN   
 12412        -0.436           0.000  ...           NaN          NaN   
 12413        -0.603           0.000  ...           NaN          NaN   
 12414         0.685           0.000  ...           NaN       2000.0   
 12415        -0.513           0.000  ...           NaN       5000.0   
 12416        -0.624           0.000  ...           NaN        499.0   
 12417         0.115           0.000  ...           NaN       5205.0   
 12418        -0.609           0.000  ...           NaN          NaN   
 12419         0.390           0.000  ...           NaN     561019.0   
 12420        -0.064           0.000  ...           NaN          NaN   
 12421        -0.284           0.000  ...           NaN      33080.0   
 12422        -0.117           0.000  ...           NaN      25100.0   
 12423        -1.312           0.000  ...           NaN       6000.0   
 12424        -1.839           0.000  ...           NaN     358268.0   
 12425        -1.349           0.000  ...           NaN          NaN   
 12426         0.300           0.000  ...           NaN      33380.0   
 12427         0.241           0.000  ...           NaN      54750.0   
 12428        -1.413           1.000  ...           NaN      87500.0   
 12429         0.364           0.000  ...           NaN          NaN   
 12430         0.358           0.000  ...           NaN          NaN   
 12431        -1.765           0.000  ...           NaN          NaN   
 12432         0.537           0.000  ...           NaN   19700970.0   
 12433         0.387           0.000  ...           NaN       9993.0   
 12434        -1.027           1.000  ...           NaN          NaN   
 12435        -1.763           0.000  ...           NaN          0.0   
 12436        -0.453           0.000  ...           NaN          NaN   
 12437        -1.246           1.000  ...           NaN          NaN   
 12438        -0.465           0.000  ...           NaN          NaN   
 12439         0.126           0.000  ...           NaN     260000.0   
 12440         0.690           0.000  ...           NaN     209500.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.806451e+10  0.182149   17.882399   12.245851   
 1             NaN     5.635325e+09  0.000000   19.609942   13.811704   
 2             NaN     6.531689e+10  2.362562   31.884399   27.926631   
 3             NaN     3.001661e+10  2.168884   27.818415   25.326151   
 4             NaN     5.170067e+10  2.416601   30.252316   26.329326   
 5             NaN     1.869115e+11  0.362875   24.035409   21.010758   
 6             NaN     1.349893e+10  5.539359   23.586921   15.581096   
 7             NaN     7.454615e+10  0.000000   26.005242   19.339488   
 8             NaN     1.586040e+10  0.375587   37.508274   29.746278   
 9             NaN     4.162609e+10  1.717408   20.469796   16.667320   
 10            NaN     3.101762e+10  0.000000   46.632536   37.462814   
 11            NaN     2.653572e+10  1.278247   25.519369   21.223402   
 12            NaN     6.975063e+09  2.304219   17.092916   12.218445   
 13            NaN     2.004877e+10  1.333333   31.053928   28.217169   
 14            NaN     1.284934e+10  1.186944   17.253456   11.935782   
 15            NaN     3.463335e+10  1.592879   29.323469   25.115106   
 16            NaN     3.463335e+10  1.592879   33.704464   29.861138   
 17            NaN     3.250526e+10  0.163823   24.441853   22.003179   
 18            NaN     2.743546e+10  1.904027   36.421261   33.153355   
 19            NaN     9.949870e+10  3.191257   29.072399   24.304240   
 20            NaN     1.472482e+11  0.000000   38.246161   33.505572   
 21            NaN     1.232375e+11  1.977457   23.453948   19.807994   
 22            NaN     1.530538e+10  0.000000   29.879336   25.219718   
 23            NaN     9.052456e+10  0.000000   25.891035   22.215195   
 24            NaN     4.342957e+10  3.259604   29.547701   25.688605   
 25            NaN     2.714438e+10  0.000000   22.033360   17.971830   
 26            NaN     7.402204e+09  1.938736   13.893495    9.728643   
 27            NaN     7.402204e+09  1.938736   39.503993   37.173714   
 28            NaN     6.805554e+10  3.026775   30.546632   27.101123   
 29            NaN     3.209401e+11  2.671119   25.749363   21.935291   
 ...           ...              ...       ...         ...         ...   
 12411         NaN     5.056250e+06       NaN   23.901133   16.859324   
 12412         NaN     6.484620e+06  0.000000   91.315606   88.510850   
 12413         NaN     4.017240e+06  0.000000   91.653712   88.334240   
 12414      146.52     6.130000e+05  0.000000  119.553183  115.817060   
 12415    10921.23     2.516360e+06  0.000000   93.378243   89.594845   
 12416      356.09     1.984620e+07       NaN   87.662761   84.312613   
 12417       22.90     3.416150e+04       NaN   77.767124   72.815506   
 12418         NaN     1.362060e+06       NaN   80.071402   76.461476   
 12419   366104.44     2.651760e+07  0.000000  134.861192  131.761605   
 12420         NaN     5.030700e+01  0.000000   42.920522   33.008937   
 12421    28412.60     1.677900e+07  0.000000   91.521818   88.359143   
 12422     2805.72     1.187048e+07  0.000000  158.337752  155.892971   
 12423    22273.95     5.410064e+07  0.966184   44.839069   39.076048   
 12424    74107.02     5.699400e+06       NaN   86.434114   83.792819   
 12425         NaN     4.448400e+05  0.000000   80.750287   77.432718   
 12426     2803.04     5.004900e+06  0.000000  153.158279  150.590175   
 12427     3323.80     8.946900e+06  0.000000   96.941587   92.758430   
 12428  2706289.57     3.260562e+10  4.538012   23.235142   19.839024   
 12429         NaN     1.591600e+03  0.000000   77.322079   69.867968   
 12430         NaN     1.739360e+06  0.000000  113.045072  109.321182   
 12431         NaN     1.248480e+06       NaN   32.132463   24.001746   
 12432   800044.59     5.433428e+06       NaN  107.363506  103.439915   
 12433    44367.76     2.164734e+07       NaN  114.989327  111.078728   
 12434         NaN     4.758750e+05  0.000000  122.214467  120.282888   
 12435         NaN     9.966198e+06  0.000000   87.398902   82.659594   
 12436         NaN     4.020850e+07  0.000000   66.818078   62.894237   
 12437         NaN     3.837060e+06       NaN   83.557248   80.622117   
 12438         NaN     3.367200e+05       NaN   62.681340   58.043640   
 12439     1642.11     1.625488e+06  0.000000  173.088731  170.661877   
 12440  6549432.00     8.084659e+08  0.494896   50.905625   40.210176   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000073  0.176761  20040504  
 1     -0.000001  0.072075  20040504  
 2     -0.265317 -0.020676  20040504  
 3     -0.127647  0.219017  20040504  
 4     -0.163318  0.191956  20040504  
 5      0.061871  0.406625  20040504  
 6     -0.022119  0.004125  20040504  
 7      0.059073  0.147621  20040504  
 8      0.469479  0.922779  20040504  
 9      0.077968  0.169409  20040504  
 10     0.262491  0.775948  20040504  
 11     0.548053  0.897875  20040504  
 12     0.116984  0.441091  20040504  
 13     0.207430  0.401294  20040504  
 14    -0.000001  0.077016  20040504  
 15    -0.000533  0.274564  20040504  
 16     0.466086  0.679657  20040504  
 17     0.161055  0.289340  20040504  
 18     0.464447  0.765941  20040504  
 19     0.036418  0.216948  20040504  
 20     0.444204  0.674671  20040504  
 21    -0.157836  0.053498  20040504  
 22     0.540020  0.783165  20040504  
 23     0.022163  0.300153  20040504  
 24     0.259175  0.648248  20040504  
 25     0.224868  0.489695  20040504  
 26    -0.000116  0.204294  20040504  
 27     0.146656  0.478757  20040504  
 28     0.452406  0.651056  20040504  
 29    -0.064215  0.326316  20040504  
 ...         ...       ...       ...  
 12411 -0.000001  0.047857  20040504  
 12412  0.772296  1.035697  20040504  
 12413  0.689460  0.993290  20040504  
 12414  1.328230  1.475196  20040504  
 12415  0.734132  1.151982  20040504  
 12416  0.678954  1.103593  20040504  
 12417  1.045719  1.382623  20040504  
 12418  0.686449  0.947335  20040504  
 12419  1.181917  1.367803  20040504  
 12420  0.956824  1.240147  20040504  
 12421  0.847474  1.187874  20040504  
 12422  0.930439  1.238381  20040504  
 12423  0.337604  0.383770  20040504  
 12424  0.076285  0.475553  20040504  
 12425  0.319196  0.646234  20040504  
 12426  1.137425  1.374809  20040504  
 12427  1.107971  1.428713  20040504  
 12428  0.287626  0.373562  20040504  
 12429  1.169094  1.383657  20040504  
 12430  1.166169  1.408727  20040504  
 12431  0.112946  0.408558  20040504  
 12432  1.254703  1.516841  20040504  
 12433  1.180348  1.394840  20040504  
 12434  0.479032  0.696100  20040504  
 12435  0.113888  0.476219  20040504  
 12436  0.763700  0.977791  20040504  
 12437  0.370736  0.717395  20040504  
 12438  0.757885  1.024712  20040504  
 12439  1.050930  1.332679  20040504  
 12440  1.330767  1.427113  20040504  
 
 [12441 rows x 92 columns],
 '20040505':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.480            0.000               0.0   
 1      USA0011            -0.616            0.000               0.0   
 2      USA0031             0.228            0.000               0.0   
 3      USA0062             0.241            0.432               0.0   
 4      USA00E2             0.428            0.000               0.0   
 5      USA00F1            -0.109            0.000               0.0   
 6      USA00G2             0.339            0.000               0.0   
 7      USA00H1             0.614            0.000               0.0   
 8      USA00I1             0.875            0.000               0.0   
 9      USA00J1             0.163            0.000               0.0   
 10     USA00K1             0.300            0.000               0.0   
 11     USA00P1             0.189            0.000               0.0   
 12     USA00R1            -0.031            0.000               0.0   
 13     USA00S1            -0.169            0.000               0.0   
 14     USA00V1             0.488            0.000               0.0   
 15     USA0131             0.431            1.000               0.0   
 16     USA0161             0.801            1.000               0.0   
 17     USA01I1             0.510            0.000               0.0   
 18     USA01J2            -0.306            0.000               0.0   
 19     USA01L1             0.231            0.000               0.0   
 20     USA01P1            -0.295            0.000               0.0   
 21     USA01Q1             0.191            0.000               0.0   
 22     USA0202             0.376            0.000               0.0   
 23     USA0231             0.286            0.000               0.0   
 24     USA0281            -0.427            0.000               0.0   
 25     USA0291             0.364            0.000               0.0   
 26     USA02A1            -0.024            0.000               0.0   
 27     USA02B1             0.121            0.000               0.0   
 28     USA02H1             0.258            0.000               0.0   
 29     USA02P1            -0.068            0.145               0.0   
 ...        ...               ...              ...               ...   
 12411  USAZY41            -1.453            0.000               0.0   
 12412  USAZY51            -0.649            0.000               0.0   
 12413  USAZY61            -0.231            0.000               0.0   
 12414  USAZY71            -0.920            0.000               0.0   
 12415  USAZYI1            -2.768            0.000               0.0   
 12416  USAZYJ1            -0.729            0.000               0.0   
 12417  USAZYK1            -0.919            0.000               0.0   
 12418  USAZYM1            -0.838            0.000               0.0   
 12419  USAZYR1            -2.768            0.000               0.0   
 12420  USAZYS1            -0.956            0.000               0.0   
 12421  USAZYT1            -2.768            0.000               0.0   
 12422  USAZYV1            -2.768            0.000               0.0   
 12423  USAZYX1            -1.893            0.000               0.0   
 12424  USAZZ41             1.037            0.000               0.0   
 12425  USAZZ51             2.058            0.000               0.0   
 12426  USAZZ61            -0.931            0.000               0.0   
 12427  USAZZ71            -0.891            0.000               0.0   
 12428  USAZZ81             1.560            0.000               0.0   
 12429  USAZZ91            -1.037            0.000               0.0   
 12430  USAZZA1            -0.601            0.000               0.0   
 12431  USAZZB1            -1.114            0.000               0.0   
 12432  USAZZD1            -2.768            0.000               0.0   
 12433  USAZZF1             0.914            0.000               0.0   
 12434  USAZZI1            -0.419            0.000               0.0   
 12435  USAZZJ1            -0.010            0.000               0.0   
 12436  USAZZL1            -0.591            0.000               0.0   
 12437  USAZZP1            -0.449            0.000               0.0   
 12438  USAZZR1            -0.947            0.000               0.0   
 12439  USAZZX1             2.133            0.000               0.0   
 12440  USAZZY1             2.080            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.994           0.000  ...           NaN          NaN   
 1            -1.994           0.000  ...           NaN          NaN   
 2            -2.530           0.000  ...           NaN       8188.0   
 3            -2.253           0.000  ...           NaN          NaN   
 4            -2.324           0.000  ...           NaN       8178.0   
 5            -1.871           0.000  ...           NaN         17.0   
 6            -2.039           0.000  ...           NaN          NaN   
 7            -1.875           0.000  ...           NaN          NaN   
 8            -1.048           0.000  ...           NaN          NaN   
 9            -1.837           0.866  ...           NaN      27116.0   
 10           -1.464           0.000  ...           NaN          NaN   
 11           -0.890           0.000  ...           NaN          NaN   
 12           -1.760           0.000  ...           NaN          NaN   
 13           -1.577           0.000  ...           NaN       7364.0   
 14           -1.994           0.000  ...           NaN          NaN   
 15           -1.996           0.000  ...           NaN          NaN   
 16           -1.058           0.000  ...           NaN       3060.0   
 17           -1.673           0.000  ...           NaN       7305.0   
 18           -1.058           0.000  ...           NaN          NaN   
 19           -1.921           0.000  ...           NaN          NaN   
 20           -1.099           0.000  ...           NaN          NaN   
 21           -2.313           1.000  ...           NaN          NaN   
 22           -0.908           0.000  ...           NaN          NaN   
 23           -1.951           0.000  ...           NaN      25765.0   
 24           -1.472           0.000  ...           NaN          NaN   
 25           -1.542           0.000  ...           NaN          NaN   
 26           -1.995           0.000  ...           NaN          NaN   
 27           -1.700           0.000  ...           NaN          NaN   
 28           -1.084           0.000  ...           NaN       7005.0   
 29           -2.124           0.000  ...           NaN        645.0   
 ...             ...             ...  ...           ...          ...   
 12411        -1.994           0.000  ...           NaN          NaN   
 12412        -0.433           0.000  ...           NaN          NaN   
 12413        -0.604           0.000  ...           NaN          NaN   
 12414         0.676           0.000  ...           NaN      11000.0   
 12415        -0.489           0.000  ...           NaN      37000.0   
 12416        -0.626           0.000  ...           NaN          NaN   
 12417         0.115           0.000  ...           NaN       3810.0   
 12418        -0.609           0.000  ...           NaN          NaN   
 12419         0.404           0.000  ...           NaN     326547.0   
 12420        -0.064           0.000  ...           NaN          NaN   
 12421        -0.261           0.000  ...           NaN      71370.0   
 12422        -0.075           0.000  ...           NaN      39800.0   
 12423        -1.307           0.000  ...           NaN       3100.0   
 12424        -1.837           0.000  ...           NaN     419600.0   
 12425        -1.186           0.000  ...           NaN       5000.0   
 12426         0.303           0.000  ...           NaN      56500.0   
 12427         0.241           0.000  ...           NaN          NaN   
 12428        -1.426           1.000  ...           NaN      73400.0   
 12429         0.365           0.000  ...           NaN          NaN   
 12430         0.358           0.000  ...           NaN          NaN   
 12431        -1.767           0.000  ...           NaN          NaN   
 12432         0.547           0.000  ...           NaN   28591140.0   
 12433         0.396           0.000  ...           NaN       4820.0   
 12434        -1.021           1.000  ...           NaN          NaN   
 12435        -1.766           0.000  ...           NaN          0.0   
 12436        -0.458           0.000  ...           NaN          NaN   
 12437        -1.241           1.000  ...           NaN          NaN   
 12438        -0.466           0.000  ...           NaN          NaN   
 12439         0.116           0.000  ...           NaN     935000.0   
 12440         0.672           0.000  ...           NaN      93300.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.832417e+10  0.182149   17.513277   12.089394   
 1             NaN     5.535695e+09  0.000000   19.349391   13.620585   
 2             NaN     6.561393e+10  2.362562   31.177406   27.347582   
 3             NaN     2.983558e+10  2.168884   27.289456   24.872336   
 4             NaN     5.167403e+10  2.416601   29.730118   25.912706   
 5             NaN     1.864681e+11  0.362875   23.353527   20.564825   
 6             NaN     1.366480e+10  5.539359   23.104254   15.291859   
 7             NaN     7.529432e+10  0.000000   25.455054   18.972071   
 8             NaN     1.620200e+10  0.375587   36.818651   29.328143   
 9             NaN     4.163424e+10  1.717408   19.999510   16.309685   
 10            NaN     3.086793e+10  0.000000   45.614881   36.769947   
 11            NaN     2.652978e+10  1.278247   25.022399   20.904507   
 12            NaN     6.948550e+09  2.304219   16.716978   12.003655   
 13            NaN     2.005823e+10  1.333333   30.430036   27.683730   
 14            NaN     1.315153e+10  1.186944   16.958154   11.753216   
 15            NaN     3.501746e+10  1.592879   28.663282   24.619261   
 16            NaN     3.501746e+10  1.592879   33.082701   29.381394   
 17            NaN     3.273472e+10  0.163823   23.945510   21.603258   
 18            NaN     2.736254e+10  1.904027   35.541725   32.523069   
 19            NaN     1.008990e+11  3.191257   28.488681   23.845631   
 20            NaN     1.464888e+11  0.000000   37.481790   32.882001   
 21            NaN     1.252477e+11  1.977457   22.924312   19.429992   
 22            NaN     1.566441e+10  0.000000   29.243822   24.733718   
 23            NaN     9.155005e+10  0.000000   25.374952   21.806219   
 24            NaN     4.349934e+10  3.259604   28.893551   25.206767   
 25            NaN     2.745750e+10  0.000000   21.583529   17.649403   
 26            NaN     7.470982e+09  1.938736   13.668611    9.582880   
 27            NaN     7.470982e+09  1.938736   38.705316   36.536096   
 28            NaN     6.816242e+10  3.026775   29.823476   26.521537   
 29            NaN     3.214673e+11  2.671119   25.255314   21.601803   
 ...           ...              ...       ...         ...         ...   
 12411         NaN     5.056250e+06       NaN   24.086756   17.170700   
 12412         NaN     6.484620e+06  0.000000   90.508522   87.813716   
 12413         NaN     4.017240e+06  0.000000   90.328724   87.135460   
 12414      159.02     6.130000e+05  0.000000  107.766298  103.752517   
 12415    10887.59     2.630740e+06  0.000000   93.051136   89.384917   
 12416         NaN     1.984620e+07       NaN   80.764182   77.206077   
 12417       22.11     3.416150e+04       NaN   77.534503   72.931395   
 12418         NaN     1.362060e+06       NaN   79.495064   76.034868   
 12419   348329.32     2.835910e+07  0.000000  133.012759  129.992374   
 12420         NaN     5.030700e+01  0.000000   42.148903   32.528947   
 12421    27655.94     1.825950e+07  0.000000   91.556927   88.525270   
 12422     2822.19     1.483810e+07  0.000000  159.139784  156.811898   
 12423    20836.05     5.461984e+07  0.966184   44.323543   38.656830   
 12424    75663.94     5.536560e+06       NaN   84.775715   82.327453   
 12425        5.00     1.482800e+05  0.000000   87.380817   84.362921   
 12426     2726.61     5.004900e+06  0.000000  150.898415  148.428517   
 12427         NaN     8.946900e+06  0.000000   95.663082   91.683696   
 12428  2731045.00     3.198820e+10  4.538012   23.371654   20.136035   
 12429         NaN     1.591600e+03  0.000000   74.962606   67.708137   
 12430         NaN     1.739360e+06  0.000000  111.192496  107.612273   
 12431         NaN     1.248480e+06       NaN   31.742650   23.629141   
 12432   753304.25     6.209632e+06       NaN  105.085801  101.442023   
 12433    39639.20     3.646110e+07       NaN  115.135452  111.441319   
 12434         NaN     4.758750e+05  0.000000  120.510637  118.628282   
 12435         NaN     9.864566e+06  0.000000   85.840255   81.224674   
 12436         NaN     4.020850e+07  0.000000   65.523419   61.757343   
 12437         NaN     3.837060e+06       NaN   81.730691   78.860644   
 12438         NaN     3.367200e+05       NaN   61.555883   57.021310   
 12439     2256.89     1.523895e+06  0.000000  170.884122  168.465187   
 12440  6411149.86     7.917901e+08  0.494896   50.303000   39.840487   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000073  0.158458  20040505  
 1     -0.000001  0.059844  20040505  
 2     -0.265431 -0.002723  20040505  
 3     -0.128274  0.231381  20040505  
 4     -0.163544  0.207502  20040505  
 5      0.061257  0.397537  20040505  
 6     -0.022228  0.012919  20040505  
 7      0.059094  0.169665  20040505  
 8      0.469198  0.927973  20040505  
 9      0.077896  0.181008  20040505  
 10     0.262807  0.768801  20040505  
 11     0.547477  0.904848  20040505  
 12     0.116344  0.445543  20040505  
 13     0.207076  0.409275  20040505  
 14    -0.000001  0.090701  20040505  
 15    -0.000744  0.289117  20040505  
 16     0.464002  0.694034  20040505  
 17     0.159504  0.301969  20040505  
 18     0.464045  0.784841  20040505  
 19     0.036096  0.223443  20040505  
 20     0.444039  0.662181  20040505  
 21    -0.158072  0.063642  20040505  
 22     0.538759  0.785108  20040505  
 23     0.021691  0.307533  20040505  
 24     0.259161  0.636685  20040505  
 25     0.224399  0.491364  20040505  
 26    -0.000148  0.206644  20040505  
 27     0.146068  0.485284  20040505  
 28     0.451182  0.654334  20040505  
 29    -0.064146  0.313754  20040505  
 ...         ...       ...       ...  
 12411 -0.000001  0.012044  20040505  
 12412  0.773954  1.010749  20040505  
 12413  0.689390  0.991284  20040505  
 12414  1.324114  1.502812  20040505  
 12415  0.746223  1.098405  20040505  
 12416  0.678609  1.131091  20040505  
 12417  1.045938  1.354310  20040505  
 12418  0.686807  0.921449  20040505  
 12419  1.189105  1.303653  20040505  
 12420  0.957024  1.221741  20040505  
 12421  0.859506  1.137826  20040505  
 12422  0.951527  1.251191  20040505  
 12423  0.340622  0.347535  20040505  
 12424  0.078200  0.512816  20040505  
 12425  0.400692  0.752252  20040505  
 12426  1.138816  1.348566  20040505  
 12427  1.108315  1.407135  20040505  
 12428  0.281568  0.418753  20040505  
 12429  1.169818  1.358461  20040505  
 12430  1.166177  1.393039  20040505  
 12431  0.112606  0.376405  20040505  
 12432  1.259766  1.462653  20040505  
 12433  1.184945  1.411774  20040505  
 12434  0.482428  0.697597  20040505  
 12435  0.112997  0.512455  20040505  
 12436  0.761612  0.959696  20040505  
 12437  0.373710  0.703019  20040505  
 12438  0.757694  0.999388  20040505  
 12439  1.046193  1.416038  20040505  
 12440  1.321945  1.472126  20040505  
 
 [12441 rows x 92 columns],
 '20040506':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.379            0.000               0.0   
 1      USA0011             0.147            0.000               0.0   
 2      USA0031             0.644            0.000               0.0   
 3      USA0062             0.312            0.432               0.0   
 4      USA00E2             0.331            0.000               0.0   
 5      USA00F1            -0.156            0.000               0.0   
 6      USA00G2             0.122            0.000               0.0   
 7      USA00H1            -0.016            0.000               0.0   
 8      USA00I1             0.504            0.000               0.0   
 9      USA00J1             0.254            0.000               0.0   
 10     USA00K1             1.004            0.000               0.0   
 11     USA00P1            -0.337            0.000               0.0   
 12     USA00R1             0.056            0.000               0.0   
 13     USA00S1             0.194            0.000               0.0   
 14     USA00V1             0.183            0.000               0.0   
 15     USA0131             0.260            1.000               0.0   
 16     USA0161            -1.785            1.000               0.0   
 17     USA01I1             0.040            0.000               0.0   
 18     USA01J2            -0.532            0.000               0.0   
 19     USA01L1            -0.015            0.000               0.0   
 20     USA01P1             0.186            0.000               0.0   
 21     USA01Q1             0.543            0.000               0.0   
 22     USA0202            -0.318            0.000               0.0   
 23     USA0231             0.290            0.000               0.0   
 24     USA0281             0.100            0.000               0.0   
 25     USA0291             0.145            0.000               0.0   
 26     USA02A1             0.139            0.000               0.0   
 27     USA02B1             1.721            0.000               0.0   
 28     USA02H1            -0.432            0.000               0.0   
 29     USA02P1             0.107            0.145               0.0   
 ...        ...               ...              ...               ...   
 12414  USAZY41             0.414            0.000               0.0   
 12415  USAZY51            -0.648            0.000               0.0   
 12416  USAZY61            -0.123            0.000               0.0   
 12417  USAZY71             2.830            0.000               0.0   
 12418  USAZYI1            -2.321            0.000               0.0   
 12419  USAZYJ1            -0.908            0.000               0.0   
 12420  USAZYK1            -0.672            0.000               0.0   
 12421  USAZYM1            -0.265            0.000               0.0   
 12422  USAZYR1            -2.802            0.000               0.0   
 12423  USAZYS1            -0.447            0.000               0.0   
 12424  USAZYT1             1.322            0.000               0.0   
 12425  USAZYV1            -0.392            0.000               0.0   
 12426  USAZYX1             0.108            0.000               0.0   
 12427  USAZZ41             2.830            0.000               0.0   
 12428  USAZZ51            -0.113            0.000               0.0   
 12429  USAZZ61            -0.347            0.000               0.0   
 12430  USAZZ71            -2.646            0.000               0.0   
 12431  USAZZ81             0.190            0.000               0.0   
 12432  USAZZ91            -0.653            0.000               0.0   
 12433  USAZZA1            -0.489            0.000               0.0   
 12434  USAZZB1             0.283            0.000               0.0   
 12435  USAZZD1             2.528            0.000               0.0   
 12436  USAZZF1             2.701            0.000               0.0   
 12437  USAZZI1            -0.317            0.000               0.0   
 12438  USAZZJ1             2.830            0.000               0.0   
 12439  USAZZL1             2.830            0.000               0.0   
 12440  USAZZP1             2.830            0.000               0.0   
 12441  USAZZR1            -0.168            0.000               0.0   
 12442  USAZZX1            -0.542            0.000               0.0   
 12443  USAZZY1            -1.877            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.997           0.000  ...           NaN          NaN   
 1            -1.997           0.000  ...           NaN          NaN   
 2            -2.525           0.000  ...           NaN       8188.0   
 3            -2.246           0.000  ...           NaN          NaN   
 4            -2.321           0.000  ...           NaN       8178.0   
 5            -1.869           0.000  ...           NaN         17.0   
 6            -2.040           0.000  ...           NaN          NaN   
 7            -1.879           0.000  ...           NaN          NaN   
 8            -1.055           0.000  ...           NaN          NaN   
 9            -1.848           0.866  ...           NaN      27116.0   
 10           -1.475           0.000  ...           NaN          NaN   
 11           -0.891           0.000  ...           NaN          NaN   
 12           -1.765           0.000  ...           NaN          NaN   
 13           -1.568           0.000  ...           NaN       9563.0   
 14           -1.997           0.000  ...           NaN          NaN   
 15           -1.995           0.000  ...           NaN          NaN   
 16           -1.142           0.000  ...           NaN       1223.0   
 17           -1.671           0.000  ...           NaN       7305.0   
 18           -1.067           0.000  ...           NaN          NaN   
 19           -1.920           0.000  ...           NaN          NaN   
 20           -1.110           0.000  ...           NaN          NaN   
 21           -2.309           1.000  ...           NaN          NaN   
 22           -0.916           0.000  ...           NaN          NaN   
 23           -1.951           0.000  ...           NaN      25765.0   
 24           -1.480           0.000  ...           NaN          NaN   
 25           -1.546           0.000  ...           NaN          NaN   
 26           -1.997           0.000  ...           NaN          NaN   
 27           -1.639           0.000  ...           NaN        195.0   
 28           -1.089           0.000  ...           NaN       7005.0   
 29           -2.125           0.000  ...           NaN        645.0   
 ...             ...             ...  ...           ...          ...   
 12414        -1.997           0.000  ...           NaN          NaN   
 12415        -0.437           0.000  ...           NaN          NaN   
 12416        -0.600           0.000  ...           NaN          NaN   
 12417         0.821           0.000  ...           NaN        120.0   
 12418        -0.562           0.000  ...           NaN        100.0   
 12419        -0.620           0.000  ...           NaN          NaN   
 12420         0.117           0.000  ...           NaN      50500.0   
 12421        -0.615           0.000  ...           NaN          NaN   
 12422         0.331           0.000  ...           NaN     839303.0   
 12423        -0.069           0.000  ...           NaN          NaN   
 12424        -0.234           0.000  ...           NaN      29500.0   
 12425        -0.068           0.000  ...           NaN      23400.0   
 12426        -1.300           0.000  ...           NaN       1200.0   
 12427        -1.640           0.000  ...           NaN     113000.0   
 12428        -1.176           0.000  ...           NaN          NaN   
 12429         0.296           0.000  ...           NaN      46000.0   
 12430         0.107           0.000  ...           NaN      10000.0   
 12431        -1.425           1.000  ...           NaN      40800.0   
 12432         0.356           0.000  ...           NaN          NaN   
 12433         0.353           0.000  ...           NaN          NaN   
 12434        -1.771           0.000  ...           NaN          NaN   
 12435         0.555           0.000  ...           NaN   14884630.0   
 12436         0.484           0.000  ...           NaN       1000.0   
 12437        -1.011           1.000  ...           NaN          NaN   
 12438        -1.633           0.000  ...           NaN          0.0   
 12439        -0.363           0.000  ...           NaN      12500.0   
 12440        -0.661           1.000  ...           NaN      27367.0   
 12441        -0.460           0.000  ...           NaN          NaN   
 12442         0.116           0.000  ...           NaN     383500.0   
 12443         0.645           0.000  ...           NaN     128300.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.752521e+10  0.182149   17.256863   11.892223   
 1             NaN     5.404930e+09  0.000000   19.508398   13.400923   
 2             NaN     6.564519e+10  2.362562   30.631526   26.862582   
 3             NaN     2.962007e+10  2.168884   26.947114   24.520693   
 4             NaN     5.214017e+10  2.416601   29.298485   25.503104   
 5             NaN     1.856858e+11  0.362875   23.148532   20.323807   
 6             NaN     1.360951e+10  5.539359   22.692565   15.081668   
 7             NaN     7.446876e+10  0.000000   25.058147   18.694379   
 8             NaN     1.620934e+10  0.375587   36.694403   28.877414   
 9             NaN     4.147128e+10  1.717408   19.729023   16.053694   
 10            NaN     3.098435e+10  0.000000   45.312026   36.204382   
 11            NaN     2.689833e+10  1.278247   25.139487   20.671590   
 12            NaN     6.922038e+09  2.304219   16.728726   11.933273   
 13            NaN     2.014573e+10  1.333333   30.071027   27.250755   
 14            NaN     1.306265e+10  1.186944   16.719962   11.567405   
 15            NaN     3.515349e+10  1.592879   28.335488   24.335180   
 16            NaN     3.515349e+10  1.592879   33.176385   29.349807   
 17            NaN     3.289491e+10  0.163823   23.664263   21.272919   
 18            NaN     2.703266e+10  1.904027   35.334027   32.176552   
 19            NaN     9.996905e+10  3.191257   28.050744   23.520085   
 20            NaN     1.482837e+11  0.000000   37.213896   32.530491   
 21            NaN     1.251987e+11  1.977457   22.544152   19.105867   
 22            NaN     1.533197e+10  0.000000   29.285454   24.463240   
 23            NaN     9.096040e+10  0.000000   25.040882   21.464385   
 24            NaN     4.297105e+10  3.259604   28.614508   24.845877   
 25            NaN     2.699987e+10  0.000000   21.385468   17.353952   
 26            NaN     7.393607e+09  1.938736   13.573808    9.433537   
 27            NaN     7.393607e+09  1.938736   38.637527   36.213225   
 28            NaN     6.692840e+10  3.026775   29.674432   26.314029   
 29            NaN     3.212564e+11  2.671119   25.065859   21.391944   
 ...           ...              ...       ...         ...         ...   
 12414         NaN     5.056250e+06       NaN   23.675977   16.891233   
 12415         NaN     6.484620e+06  0.000000   89.017708   86.220256   
 12416         NaN     4.017240e+06  0.000000   89.127209   85.817442   
 12417      158.91     3.678000e+05  0.000000  108.816963  104.302373   
 12418    10558.61     2.859500e+06  0.000000   91.451505   87.778989   
 12419         NaN     1.984620e+07       NaN   80.226686   76.537433   
 12420       23.07     3.416150e+04       NaN   76.937571   72.150334   
 12421         NaN     1.362060e+06       NaN   77.756396   74.157271   
 12422   366119.09     3.020060e+07  0.000000  131.434367  128.336065   
 12423         NaN     5.030700e+01  0.000000   41.992411   32.071692   
 12424    27583.43     1.776600e+07  0.000000   90.326843   87.107206   
 12425     2736.90     1.483810e+07  0.000000  156.802799  154.479397   
 12426    19768.43     5.451600e+07  0.966184   43.755356   38.017227   
 12427    75595.42     4.885200e+06       NaN   85.571836   83.014940   
 12428         NaN     1.482800e+05  0.000000   85.711742   82.569013   
 12429     2736.19     5.004900e+06  0.000000  148.769395  146.195631   
 12430     3276.98     1.013982e+07  0.000000   95.171828   91.140943   
 12431  2746789.81     3.174169e+10  4.538012   22.963719   19.866092   
 12432         NaN     1.591600e+03  0.000000   74.291502   66.853968   
 12433         NaN     1.739360e+06  0.000000  108.388671  104.631923   
 12434         NaN     1.248480e+06       NaN   31.200798   23.288267   
 12435   727274.63     5.821530e+06       NaN  102.541368   98.302198   
 12436    33010.03     3.272150e+07       NaN  114.623481  110.562462   
 12437         NaN     4.758750e+05  0.000000  118.756742  116.801056   
 12438         NaN     9.313198e+06  0.000000   85.040205   80.203156   
 12439    17614.02     3.764200e+07  0.000000   65.746398   61.504641   
 12440     1347.30     2.131700e+06       NaN   86.162193   82.894409   
 12441         NaN     3.367200e+05       NaN   60.589663   55.898398   
 12442     2263.82     1.523895e+06  0.000000  168.291675  165.838346   
 12443  6391899.14     7.936430e+08  0.494896   49.831290   39.300221   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000069  0.167713  20040506  
 1      0.000001  0.039395  20040506  
 2     -0.261278  0.008568  20040506  
 3     -0.123339  0.238511  20040506  
 4     -0.160389  0.211716  20040506  
 5      0.063012  0.394905  20040506  
 6     -0.021289  0.018339  20040506  
 7      0.057974  0.160954  20040506  
 8      0.465633  0.929960  20040506  
 9      0.073250  0.177974  20040506  
 10     0.258189  0.778631  20040506  
 11     0.546668  0.895535  20040506  
 12     0.114731  0.443089  20040506  
 13     0.211992  0.405291  20040506  
 14     0.000001  0.088016  20040506  
 15     0.000764  0.285812  20040506  
 16     0.422413  0.623339  20040506  
 17     0.161167  0.295896  20040506  
 18     0.459916  0.769975  20040506  
 19     0.037740  0.222534  20040506  
 20     0.438279  0.665491  20040506  
 21    -0.154642  0.067329  20040506  
 22     0.534612  0.795247  20040506  
 23     0.022743  0.306002  20040506  
 24     0.255714  0.634451  20040506  
 25     0.222976  0.491498  20040506  
 26     0.000024  0.211726  20040506  
 27     0.176650  0.545592  20040506  
 28     0.448802  0.639053  20040506  
 29    -0.063534  0.315798  20040506  
 ...         ...       ...       ...  
 12414  0.000001  0.033076  20040506  
 12415  0.771313  1.008648  20040506  
 12416  0.690808  0.996796  20040506  
 12417  1.393220  1.631719  20040506  
 12418  0.709499  1.069861  20040506  
 12419  0.680940  1.129725  20040506  
 12420  1.045377  1.352938  20040506  
 12421  0.683117  0.933358  20040506  
 12422  1.151172  1.277455  20040506  
 12423  0.953116  1.232138  20040506  
 12424  0.871737  1.221324  20040506  
 12425  0.953825  1.202824  20040506  
 12426  0.344393  0.369071  20040506  
 12427  0.176242  0.634647  20040506  
 12428  0.405721  0.816177  20040506  
 12429  1.133762  1.351994  20040506  
 12430  1.040338  1.307800  20040506  
 12431  0.282837  0.405533  20040506  
 12432  1.163551  1.359666  20040506  
 12433  1.161999  1.389590  20040506  
 12434  0.111364  0.393731  20040506  
 12435  1.261875  1.571202  20040506  
 12436  1.226880  1.500735  20040506  
 12437  0.487270  0.710044  20040506  
 12438  0.179838  0.621957  20040506  
 12439  0.807643  1.065026  20040506  
 12440  0.660399  1.000916  20040506  
 12441  0.759827  1.019755  20040506  
 12442  1.044832  1.364220  20040506  
 12443  1.306359  1.414191  20040506  
 
 [12444 rows x 92 columns],
 '20040507':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.282            0.000               0.0   
 1      USA0011            -1.571            0.000               0.0   
 2      USA0031             0.768            0.000               0.0   
 3      USA0062             0.984            0.432               0.0   
 4      USA00E2             0.586            0.000               0.0   
 5      USA00F1             0.087            0.000               0.0   
 6      USA00G2            -0.763            0.000               0.0   
 7      USA00H1             0.556            0.000               0.0   
 8      USA00I1             2.507            0.000               0.0   
 9      USA00J1             0.147            0.000               0.0   
 10     USA00K1             2.422            0.000               0.0   
 11     USA00P1             0.294            0.000               0.0   
 12     USA00R1             0.037            0.000               0.0   
 13     USA00S1             0.042            0.000               0.0   
 14     USA00V1             0.258            0.000               0.0   
 15     USA0131             0.756            1.000               0.0   
 16     USA0161             0.234            1.000               0.0   
 17     USA01I1             0.669            0.000               0.0   
 18     USA01J2             0.053            0.000               0.0   
 19     USA01L1            -0.151            0.000               0.0   
 20     USA01P1             1.714            0.000               0.0   
 21     USA01Q1             0.659            0.000               0.0   
 22     USA0202             1.146            0.000               0.0   
 23     USA0231             1.315            0.000               0.0   
 24     USA0281            -0.429            0.000               0.0   
 25     USA0291             1.494            0.000               0.0   
 26     USA02A1             0.134            0.000               0.0   
 27     USA02B1             0.638            0.000               0.0   
 28     USA02H1            -0.609            0.000               0.0   
 29     USA02P1             0.696            0.145               0.0   
 ...        ...               ...              ...               ...   
 12415  USAZY41            -0.846            0.000               0.0   
 12416  USAZY51            -0.687            0.000               0.0   
 12417  USAZY61            -1.652            0.000               0.0   
 12418  USAZY71            -0.927            0.000               0.0   
 12419  USAZYI1             2.750            0.000               0.0   
 12420  USAZYJ1            -1.143            0.000               0.0   
 12421  USAZYK1            -0.497            0.000               0.0   
 12422  USAZYM1            -0.922            0.000               0.0   
 12423  USAZYR1            -2.686            0.000               0.0   
 12424  USAZYS1            -0.291            0.000               0.0   
 12425  USAZYT1            -1.420            0.000               0.0   
 12426  USAZYV1             2.750            0.000               0.0   
 12427  USAZYX1            -1.783            0.000               0.0   
 12428  USAZZ41            -0.725            0.000               0.0   
 12429  USAZZ51             0.039            0.000               0.0   
 12430  USAZZ61            -0.506            0.000               0.0   
 12431  USAZZ71            -2.351            0.000               0.0   
 12432  USAZZ81            -0.632            0.000               0.0   
 12433  USAZZ91            -1.408            0.000               0.0   
 12434  USAZZA1            -0.460            0.000               0.0   
 12435  USAZZB1             0.865            0.000               0.0   
 12436  USAZZD1             2.750            0.000               0.0   
 12437  USAZZF1             0.089            0.000               0.0   
 12438  USAZZI1            -0.189            0.000               0.0   
 12439  USAZZJ1             2.750            0.000               0.0   
 12440  USAZZL1            -2.759            0.000               0.0   
 12441  USAZZP1            -2.095            0.000               0.0   
 12442  USAZZR1            -0.206            0.000               0.0   
 12443  USAZZX1            -0.383            0.000               0.0   
 12444  USAZZY1            -2.646            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.082           0.000  ...           NaN          NaN   
 1            -2.081           0.000  ...           NaN          NaN   
 2            -2.500           0.000  ...           NaN       8188.0   
 3            -2.321           0.000  ...           NaN          NaN   
 4            -2.391           0.000  ...           NaN       8178.0   
 5            -1.943           0.000  ...           NaN         17.0   
 6            -2.122           0.000  ...           NaN          NaN   
 7            -1.965           0.000  ...           NaN          NaN   
 8            -1.135           0.000  ...           NaN          NaN   
 9            -1.932           0.866  ...           NaN      27116.0   
 10           -1.562           0.000  ...           NaN          NaN   
 11           -0.959           0.000  ...           NaN          NaN   
 12           -1.837           0.000  ...           NaN          NaN   
 13           -1.631           0.000  ...           NaN      43749.0   
 14           -2.081           0.000  ...           NaN          NaN   
 15           -2.072           0.000  ...           NaN          NaN   
 16           -1.237           0.000  ...           NaN        564.0   
 17           -1.740           0.000  ...           NaN       7305.0   
 18           -1.143           0.000  ...           NaN          NaN   
 19           -1.998           0.000  ...           NaN          NaN   
 20           -1.199           0.000  ...           NaN          NaN   
 21           -2.388           1.000  ...           NaN          NaN   
 22           -0.999           0.000  ...           NaN          NaN   
 23           -2.042           0.000  ...           NaN      25765.0   
 24           -1.564           0.000  ...           NaN          NaN   
 25           -1.637           0.000  ...           NaN          NaN   
 26           -2.081           0.000  ...           NaN          NaN   
 27           -1.740           0.000  ...           NaN          NaN   
 28           -1.153           0.000  ...           NaN       7005.0   
 29           -2.209           0.000  ...           NaN        645.0   
 ...             ...             ...  ...           ...          ...   
 12415        -2.081           0.000  ...           NaN          NaN   
 12416        -0.471           0.000  ...           NaN          NaN   
 12417        -0.599           0.000  ...           NaN          NaN   
 12418         0.806           0.000  ...           NaN       1500.0   
 12419        -0.464           0.000  ...           NaN      45358.0   
 12420        -0.637           0.000  ...           NaN          NaN   
 12421         0.106           0.000  ...           NaN       1000.0   
 12422        -0.646           0.000  ...           NaN          NaN   
 12423         0.236           0.000  ...           NaN     666595.0   
 12424        -0.108           0.000  ...           NaN          NaN   
 12425        -0.324           0.000  ...           NaN     112600.0   
 12426         0.166           0.000  ...           NaN      10000.0   
 12427        -1.361           0.000  ...           NaN        100.0   
 12428        -1.713           0.000  ...           NaN     144259.0   
 12429        -1.198           0.000  ...           NaN          NaN   
 12430         0.263           0.000  ...           NaN     951438.0   
 12431        -0.219           0.000  ...           NaN      35000.0   
 12432        -1.577           1.000  ...           NaN      30300.0   
 12433         0.342           0.000  ...           NaN          NaN   
 12434         0.329           0.000  ...           NaN          NaN   
 12435        -1.871           0.000  ...           NaN          NaN   
 12436         0.574           0.000  ...           NaN   15886610.0   
 12437         0.443           0.000  ...           NaN        142.0   
 12438        -1.039           1.000  ...           NaN          NaN   
 12439        -1.452           0.000  ...           NaN          0.0   
 12440        -0.586           0.000  ...           NaN       8000.0   
 12441        -1.326           1.000  ...           NaN      10000.0   
 12442        -0.475           0.000  ...           NaN          NaN   
 12443         0.095           0.000  ...           NaN          NaN   
 12444         0.623           0.000  ...           NaN     153300.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.628682e+10  0.182149   17.429338   11.625009   
 1             NaN     5.155855e+09  0.000000   20.962060   14.214079   
 2             NaN     6.487915e+10  2.362562   30.184194   26.182852   
 3             NaN     2.924076e+10  2.168884   26.617107   23.938953   
 4             NaN     5.162076e+10  2.416601   29.080576   24.929494   
 5             NaN     1.834951e+11  0.362875   22.911925   19.828260   
 6             NaN     1.338045e+10  5.539359   23.153897   15.012585   
 7             NaN     7.346260e+10  0.000000   25.142581   18.264097   
 8             NaN     1.680438e+10  0.375587   37.894457   28.719307   
 9             NaN     4.211494e+10  1.717408   19.536847   15.656128   
 10            NaN     3.106751e+10  0.000000   46.021538   35.713919   
 11            NaN     2.736199e+10  1.278247   24.938804   20.142352   
 12            NaN     6.772903e+09  2.304219   16.704796   11.679873   
 13            NaN     1.999910e+10  1.333333   29.782854   26.637465   
 14            NaN     1.286966e+10  1.186944   16.882478   11.303624   
 15            NaN     3.472938e+10  1.592879   28.092740   23.738017   
 16            NaN     3.472938e+10  1.592879   32.607527   28.689371   
 17            NaN     3.270442e+10  0.163823   23.385444   20.786400   
 18            NaN     2.677917e+10  1.904027   34.856351   31.506676   
 19            NaN     9.797009e+10  3.191257   27.787897   23.003636   
 20            NaN     1.495263e+11  0.000000   37.187179   31.985987   
 21            NaN     1.243897e+11  1.977457   22.520000   18.761306   
 22            NaN     1.538516e+10  0.000000   29.200400   24.020118   
 23            NaN     9.180642e+10  0.000000   25.220443   21.139394   
 24            NaN     4.186463e+10  3.259604   28.489426   24.497774   
 25            NaN     2.714438e+10  0.000000   21.885746   17.301991   
 26            NaN     7.296171e+09  1.938736   13.851374    9.284961   
 27            NaN     7.296171e+09  1.938736   37.874415   35.270513   
 28            NaN     6.593730e+10  3.026775   29.505255   25.971490   
 29            NaN     3.163010e+11  2.671119   24.960771   20.962334   
 ...           ...              ...       ...         ...         ...   
 12415         NaN     5.056250e+06       NaN   23.941096   16.844622   
 12416         NaN     6.484620e+06  0.000000   88.581051   85.583783   
 12417         NaN     4.017240e+06  0.000000   89.290190   85.617924   
 12418      157.86     3.678000e+05  0.000000  106.597131  101.880966   
 12419    10684.03     2.630740e+06  0.000000   90.225265   86.009492   
 12420         NaN     1.984620e+07       NaN   79.795570   75.764377   
 12421       23.07     3.416150e+04       NaN   75.638107   70.345066   
 12422         NaN     1.362060e+06       NaN   77.347128   73.486085   
 12423   383983.22     3.167380e+07  0.000000  129.493154  126.209571   
 12424         NaN     5.030700e+01  0.000000   42.053551   31.376898   
 12425    28567.15     1.801275e+07  0.000000   88.918654   85.519356   
 12426     2681.31     1.187048e+07  0.000000  156.143917  153.413474   
 12427    18185.10     5.451600e+07  0.966184   43.816780   37.551646   
 12428    75507.75     4.950336e+06       NaN   82.889516   80.003933   
 12429         NaN     1.482800e+05  0.000000   84.260662   80.796559   
 12430     3026.30     5.004900e+06  0.000000  146.494031  143.697251   
 12431     3595.17     1.192920e+07  0.000000   96.595822   92.819106   
 12432  2735405.67     3.131502e+10  4.538012   22.912702   19.626865   
 12433         NaN     1.591600e+03  0.000000   74.043572   66.013920   
 12434         NaN     1.739360e+06  0.000000  105.821734  101.707452   
 12435         NaN     1.248480e+06       NaN   31.417376   22.833495   
 12436   699872.73     5.433428e+06       NaN   98.288495   93.940513   
 12437    32430.01     3.272150e+07       NaN  109.360540  104.830191   
 12438         NaN     4.758750e+05  0.000000  116.505580  114.383147   
 12439         NaN     8.796068e+06  0.000000   84.234964   78.897512   
 12440    18567.43     4.020850e+07  0.000000   66.282890   62.239225   
 12441     1405.80     3.837060e+06       NaN   83.095770   80.090145   
 12442         NaN     3.367200e+05       NaN   59.512890   54.360026   
 12443         NaN     1.523895e+06  0.000000  165.583295  162.887129   
 12444  6332200.71     7.874668e+08  0.494896   50.806416   39.243227   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000060  0.148885  20040507  
 1      0.000003  0.001872  20040507  
 2     -0.248315  0.037357  20040507  
 3     -0.113617  0.230174  20040507  
 4     -0.147090  0.195057  20040507  
 5      0.065969  0.371060  20040507  
 6     -0.019272 -0.002024  20040507  
 7      0.055181  0.144094  20040507  
 8      0.449406  0.925328  20040507  
 9      0.071174  0.149696  20040507  
 10     0.246628  0.764678  20040507  
 11     0.533332  0.867778  20040507  
 12     0.116257  0.404838  20040507  
 13     0.213887  0.379024  20040507  
 14     0.000003  0.072651  20040507  
 15     0.004261  0.264155  20040507  
 16     0.400950  0.604885  20040507  
 17     0.162105  0.287302  20040507  
 18     0.445534  0.738680  20040507  
 19     0.039802  0.210852  20040507  
 20     0.419119  0.652406  20040507  
 21    -0.145619  0.047062  20040507  
 22     0.513969  0.774290  20040507  
 23     0.018571  0.293326  20040507  
 24     0.245588  0.589510  20040507  
 25     0.211198  0.484179  20040507  
 26     0.000282  0.202350  20040507  
 27     0.162291  0.504170  20040507  
 28     0.441198  0.610465  20040507  
 29    -0.060382  0.294366  20040507  
 ...         ...       ...       ...  
 12415  0.000003  0.025565  20040507  
 12416  0.765074  0.988471  20040507  
 12417  0.704237  0.979924  20040507  
 12418  1.371349  1.548001  20040507  
 12419  0.768416  1.199450  20040507  
 12420  0.685959  1.124902  20040507  
 12421  1.038759  1.349398  20040507  
 12422  0.681807  0.914776  20040507  
 12423  1.100711  1.239177  20040507  
 12424  0.937212  1.213908  20040507  
 12425  0.834886  1.133812  20040507  
 12426  1.067534  1.344143  20040507  
 12427  0.342282  0.358721  20040507  
 12428  0.174883  0.592191  20040507  
 12429  0.419638  0.822884  20040507  
 12430  1.113574  1.330051  20040507  
 12431  0.884416  1.097131  20040507  
 12432  0.239522  0.343479  20040507  
 12433  1.150983  1.342249  20040507  
 12434  1.144923  1.374822  20040507  
 12435  0.099912  0.391582  20040507  
 12436  1.261461  1.536968  20040507  
 12437  1.199083  1.483373  20040507  
 12438  0.495009  0.706674  20040507  
 12439  0.298774  0.722879  20040507  
 12440  0.710312  0.910030  20040507  
 12441  0.359010  0.661122  20040507  
 12442  0.763128  1.013560  20040507  
 12443  1.033645  1.360379  20040507  
 12444  1.284261  1.395592  20040507  
 
 [12445 rows x 92 columns],
 '20040510':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.294            0.000               0.0   
 1      USA0011            -0.246            0.000               0.0   
 2      USA0031            -0.501            0.000               0.0   
 3      USA0062            -0.435            0.432               0.0   
 4      USA00E2            -0.800            0.000               0.0   
 5      USA00F1            -0.269            0.000               0.0   
 6      USA00G2            -0.466            0.000               0.0   
 7      USA00H1             0.115            0.000               0.0   
 8      USA00I1             0.252            0.000               0.0   
 9      USA00J1            -0.115            0.000               0.0   
 10     USA00K1             0.832            0.000               0.0   
 11     USA00P1            -0.839            0.000               0.0   
 12     USA00R1            -0.263            0.000               0.0   
 13     USA00S1             0.077            0.000               0.0   
 14     USA00V1             0.136            0.000               0.0   
 15     USA0131            -0.812            1.000               0.0   
 16     USA0161            -0.142            1.000               0.0   
 17     USA01I1            -0.779            0.000               0.0   
 18     USA01J2            -1.509            0.000               0.0   
 19     USA01L1            -1.561            0.000               0.0   
 20     USA01P1             1.702            0.000               0.0   
 21     USA01Q1            -0.060            0.000               0.0   
 22     USA0202            -0.792            0.000               0.0   
 23     USA0231             0.420            0.000               0.0   
 24     USA0281            -0.797            0.000               0.0   
 25     USA0291             0.110            0.000               0.0   
 26     USA02A1             0.575            0.000               0.0   
 27     USA02B1             1.304            0.000               0.0   
 28     USA02H1            -0.217            0.000               0.0   
 29     USA02P1            -0.188            0.145               0.0   
 ...        ...               ...              ...               ...   
 12416  USAZY41             0.251            0.000               0.0   
 12417  USAZY51            -1.279            0.000               0.0   
 12418  USAZY61            -1.502            0.000               0.0   
 12419  USAZY71            -1.586            0.000               0.0   
 12420  USAZYI1            -2.716            0.000               0.0   
 12421  USAZYJ1            -1.481            0.000               0.0   
 12422  USAZYK1            -1.073            0.000               0.0   
 12423  USAZYM1             2.801            0.000               0.0   
 12424  USAZYR1             2.312            0.000               0.0   
 12425  USAZYS1            -0.903            0.000               0.0   
 12426  USAZYT1             2.801            0.000               0.0   
 12427  USAZYV1             2.801            0.000               0.0   
 12428  USAZYX1            -0.126            0.000               0.0   
 12429  USAZZ41            -2.623            0.000               0.0   
 12430  USAZZ51            -0.953            0.000               0.0   
 12431  USAZZ61            -0.938            0.000               0.0   
 12432  USAZZ71            -0.857            0.000               0.0   
 12433  USAZZ81             0.049            0.000               0.0   
 12434  USAZZ91            -2.659            0.000               0.0   
 12435  USAZZA1            -0.898            0.000               0.0   
 12436  USAZZB1             0.437            0.000               0.0   
 12437  USAZZD1            -1.191            0.000               0.0   
 12438  USAZZF1            -1.542            0.000               0.0   
 12439  USAZZI1            -1.208            0.000               0.0   
 12440  USAZZJ1            -1.654            0.000               0.0   
 12441  USAZZL1             1.435            0.000               0.0   
 12442  USAZZP1            -0.966            0.000               0.0   
 12443  USAZZR1            -0.614            0.000               0.0   
 12444  USAZZX1            -0.658            0.000               0.0   
 12445  USAZZY1            -0.638            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.127           0.000  ...           NaN          NaN   
 1            -2.127           0.000  ...           NaN          NaN   
 2            -2.479           0.000  ...           NaN       8188.0   
 3            -2.352           0.000  ...           NaN          NaN   
 4            -2.422           0.000  ...           NaN       8178.0   
 5            -1.981           0.000  ...           NaN         17.0   
 6            -2.165           0.000  ...           NaN          NaN   
 7            -2.013           0.000  ...           NaN          NaN   
 8            -1.180           0.000  ...           NaN          NaN   
 9            -1.977           0.866  ...           NaN      27116.0   
 10           -1.616           0.000  ...           NaN          NaN   
 11           -0.972           0.000  ...           NaN          NaN   
 12           -1.876           0.000  ...           NaN          NaN   
 13           -1.579           0.000  ...           NaN      13304.0   
 14           -2.127           0.000  ...           NaN          NaN   
 15           -2.112           0.000  ...           NaN          NaN   
 16           -1.219           0.000  ...           NaN        320.0   
 17           -1.775           0.000  ...           NaN       7305.0   
 18           -1.190           0.000  ...           NaN          NaN   
 19           -2.037           0.000  ...           NaN          NaN   
 20           -1.119           0.000  ...           NaN      34500.0   
 21           -2.426           1.000  ...           NaN          NaN   
 22           -1.039           0.000  ...           NaN          NaN   
 23           -2.087           0.000  ...           NaN      25765.0   
 24           -1.670           0.000  ...           NaN       4000.0   
 25           -1.683           0.000  ...           NaN          NaN   
 26           -2.126           0.000  ...           NaN          NaN   
 27           -1.718           0.000  ...           NaN        275.0   
 28           -1.192           0.000  ...           NaN       7005.0   
 29           -2.254           0.000  ...           NaN        645.0   
 ...             ...             ...  ...           ...          ...   
 12416        -2.127           0.000  ...           NaN          NaN   
 12417        -0.481           0.000  ...           NaN          NaN   
 12418        -0.596           0.000  ...           NaN          NaN   
 12419         0.800           0.000  ...           NaN          NaN   
 12420        -0.539           0.000  ...           NaN       5000.0   
 12421        -0.650           0.000  ...           NaN          NaN   
 12422         0.098           0.000  ...           NaN       9605.0   
 12423        -0.527           0.000  ...           NaN      20525.0   
 12424         0.440           0.000  ...           NaN     134785.0   
 12425        -0.122           0.000  ...           NaN          NaN   
 12426        -0.204           0.000  ...           NaN      82225.0   
 12427         0.228           0.000  ...           NaN      61999.0   
 12428        -1.304           0.000  ...           NaN       3300.0   
 12429        -1.917           0.000  ...           NaN     419605.0   
 12430        -1.202           0.000  ...           NaN          NaN   
 12431         0.243           0.000  ...           NaN     775813.0   
 12432        -0.230           0.000  ...           NaN          NaN   
 12433        -1.537           1.000  ...           NaN      37900.0   
 12434         0.339           0.000  ...           NaN          NaN   
 12435         0.323           0.000  ...           NaN          NaN   
 12436        -1.921           0.000  ...           NaN          NaN   
 12437         0.565           0.000  ...           NaN   17555340.0   
 12438         0.428           0.000  ...           NaN       1862.0   
 12439        -1.043           1.000  ...           NaN          NaN   
 12440        -1.424           0.000  ...           NaN          0.0   
 12441        -0.497           0.000  ...           NaN       7500.0   
 12442        -1.332           1.000  ...           NaN          NaN   
 12443        -0.474           0.000  ...           NaN          NaN   
 12444         0.079           0.000  ...           NaN          NaN   
 12445         0.663           0.000  ...           NaN     171500.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.502845e+10  0.182149   17.811257   12.142206   
 1             NaN     4.975276e+09  0.000000   21.136285   14.830227   
 2             NaN     6.376917e+10  2.362562   31.545542   27.520765   
 3             NaN     2.867181e+10  2.168884   27.845897   25.158409   
 4             NaN     5.048873e+10  2.416601   30.571966   26.484541   
 5             NaN     1.819042e+11  0.362875   23.981739   20.858973   
 6             NaN     1.301711e+10  5.539359   24.057255   15.846247   
 7             NaN     7.381088e+10  0.000000   25.832909   19.055891   
 8             NaN     1.684479e+10  0.375587   39.177222   29.965049   
 9             NaN     4.208235e+10  1.717408   20.170937   16.328399   
 10            NaN     3.178266e+10  0.000000   47.404258   37.246738   
 11            NaN     2.784349e+10  1.278247   26.726650   21.427932   
 12            NaN     6.621560e+09  2.304219   17.300722   12.528500   
 13            NaN     1.959467e+10  1.333333   31.140215   27.779123   
 14            NaN     1.260048e+10  1.186944   17.217986   11.816166   
 15            NaN     3.408120e+10  1.592879   29.362268   25.122568   
 16            NaN     3.408120e+10  1.592879   33.994433   29.955793   
 17            NaN     3.212427e+10  0.163823   24.851104   21.989951   
 18            NaN     2.530687e+10  1.904027   37.015859   33.443046   
 19            NaN     9.531907e+10  3.191257   30.006252   25.061946   
 20            NaN     1.485598e+11  0.000000   39.136591   33.564070   
 21            NaN     1.224040e+11  1.977457   23.456739   19.665092   
 22            NaN     1.489316e+10  0.000000   30.410417   25.378442   
 23            NaN     9.247298e+10  0.000000   26.341248   22.036123   
 24            NaN     4.149582e+10  3.259604   29.959959   25.918267   
 25            NaN     2.678310e+10  0.000000   22.676409   18.024255   
 26            NaN     7.224528e+09  1.938736   14.035036    9.708977   
 27            NaN     7.224528e+09  1.938736   39.385728   36.702430   
 28            NaN     6.640370e+10  3.026775   30.999986   27.197151   
 29            NaN     3.166173e+11  2.671119   25.883012   21.931814   
 ...           ...              ...       ...         ...         ...   
 12416         NaN     5.056250e+06       NaN   24.784622   17.618088   
 12417         NaN     6.484620e+06  0.000000   92.574050   89.384621   
 12418         NaN     4.017240e+06  0.000000   91.829959   87.870271   
 12419         NaN     3.678000e+05  0.000000  110.896118  105.912406   
 12420    10313.95     2.859500e+06  0.000000   93.412106   88.981738   
 12421         NaN     1.984620e+07       NaN   85.556582   80.911514   
 12422       24.20     3.416150e+04       NaN   76.375699   70.519751   
 12423      248.29     1.210720e+06       NaN   80.215861   75.844569   
 12424   398907.99     2.817495e+07  0.000000  136.072934  132.343822   
 12425         NaN     5.030700e+01  0.000000   44.413872   33.172833   
 12426    30623.80     1.677900e+07  0.000000   93.256349   89.409257   
 12427     2753.46     1.112858e+07  0.000000  163.529174  160.316999   
 12428    19716.24     5.358144e+07  0.966184   45.424014   39.119256   
 12429    81009.17     5.373720e+06       NaN   86.132895   83.218564   
 12430         NaN     1.482800e+05  0.000000   88.139222   84.448680   
 12431     3368.36     5.004900e+06  0.000000  153.029571  150.117114   
 12432         NaN     1.192920e+07  0.000000  100.139581   96.183413   
 12433  2755227.52     3.081146e+10  4.538012   23.932335   20.454765   
 12434         NaN     1.591600e+03  0.000000   78.391674   69.956319   
 12435         NaN     1.739360e+06  0.000000  109.445565  104.981642   
 12436         NaN     1.248480e+06       NaN   32.503751   23.834402   
 12437   740930.97     5.433428e+06       NaN   98.018931   93.190100   
 12438    31764.36     3.272150e+07       NaN  114.434172  109.770537   
 12439         NaN     4.758750e+05  0.000000  121.810059  119.646196   
 12440         NaN     8.638918e+06  0.000000   88.196031   82.703724   
 12441    20832.54     3.849750e+07  0.000000   69.213400   64.943537   
 12442         NaN     3.837060e+06       NaN   89.561950   86.777946   
 12443         NaN     3.367200e+05       NaN   62.429078   56.955686   
 12444         NaN     1.523895e+06  0.000000  173.015431  170.214336   
 12445  6362949.29     7.735703e+08  0.494896   53.201060   40.948373   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000052  0.131399  20040510  
 1      0.000006  0.022443  20040510  
 2     -0.238846  0.046525  20040510  
 3     -0.104500  0.222769  20040510  
 4     -0.136791  0.171350  20040510  
 5      0.067799  0.337775  20040510  
 6     -0.017625  0.019329  20040510  
 7      0.052952  0.163220  20040510  
 8      0.439827  0.851426  20040510  
 9      0.069822  0.164559  20040510  
 10     0.237411  0.697314  20040510  
 11     0.536332  0.865261  20040510  
 12     0.116550  0.385858  20040510  
 13     0.254260  0.414258  20040510  
 14     0.000006  0.052307  20040510  
 15     0.007167  0.235675  20040510  
 16     0.421561  0.611316  20040510  
 17     0.163242  0.295760  20040510  
 18     0.434783  0.684594  20040510  
 19     0.041856  0.176244  20040510  
 20     0.467763  0.690452  20040510  
 21    -0.138862  0.019000  20040510  
 22     0.505013  0.716176  20040510  
 23     0.018868  0.278344  20040510  
 24     0.212044  0.534548  20040510  
 25     0.206018  0.466020  20040510  
 26     0.000549  0.199989  20040510  
 27     0.189783  0.528142  20040510  
 28     0.434203  0.624744  20040510  
 29    -0.059015  0.277765  20040510  
 ...         ...       ...       ...  
 12416  0.000006  0.065046  20040510  
 12417  0.764103  1.003093  20040510  
 12418  0.710687  1.024823  20040510  
 12419  1.358519  1.552676  20040510  
 12420  0.737056  1.130088  20040510  
 12421  0.685605  1.133049  20040510  
 12422  1.032584  1.360152  20040510  
 12423  0.742519  1.046798  20040510  
 12424  1.191571  1.450978  20040510  
 12425  0.930773  1.230656  20040510  
 12426  0.892397  1.276785  20040510  
 12427  1.093215  1.515181  20040510  
 12428  0.382017  0.442302  20040510  
 12429  0.097493  0.501688  20040510  
 12430  0.429339  0.856900  20040510  
 12431  1.100129  1.339277  20040510  
 12432  0.880644  1.152194  20040510  
 12433  0.274144  0.351229  20040510  
 12434  1.144472  1.357169  20040510  
 12435  1.137170  1.399030  20040510  
 12436  0.095515  0.390911  20040510  
 12437  1.249407  1.551687  20040510  
 12438  1.185887  1.439685  20040510  
 12439  0.503372  0.712978  20040510  
 12440  0.326244  0.701158  20040510  
 12441  0.756616  1.007416  20040510  
 12442  0.369248  0.633294  20040510  
 12443  0.767059  1.046282  20040510  
 12444  1.023966  1.383867  20040510  
 12445  1.294757  1.453593  20040510  
 
 [12446 rows x 92 columns],
 '20040511':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -1.292            0.000               0.0   
 1      USA0011            -1.058            0.000               0.0   
 2      USA0031            -0.856            0.000               0.0   
 3      USA0062            -0.445            0.432               0.0   
 4      USA00E2            -1.184            0.000               0.0   
 5      USA00F1            -0.291            0.000               0.0   
 6      USA00G2            -0.752            0.000               0.0   
 7      USA00H1            -0.813            0.000               0.0   
 8      USA00I1             0.611            0.000               0.0   
 9      USA00J1            -0.376            0.000               0.0   
 10     USA00K1             0.666            0.000               0.0   
 11     USA00P1             0.216            0.000               0.0   
 12     USA00R1            -0.246            0.000               0.0   
 13     USA00S1             0.030            0.000               0.0   
 14     USA00V1            -1.004            0.000               0.0   
 15     USA0131            -0.325            1.000               0.0   
 16     USA0161            -0.004            1.000               0.0   
 17     USA01I1            -0.001            0.000               0.0   
 18     USA01J2             0.125            0.000               0.0   
 19     USA01L1             0.630            0.000               0.0   
 20     USA01P1             0.232            0.000               0.0   
 21     USA01Q1            -0.641            0.000               0.0   
 22     USA0202             0.034            0.000               0.0   
 23     USA0231            -0.392            0.000               0.0   
 24     USA0281            -0.056            0.000               0.0   
 25     USA0291            -0.402            0.000               0.0   
 26     USA02A1            -0.850            0.000               0.0   
 27     USA02B1            -1.385            0.000               0.0   
 28     USA02H1             0.316            0.000               0.0   
 29     USA02P1            -0.805            0.145               0.0   
 ...        ...               ...              ...               ...   
 12419  USAZY41            -0.852            0.000               0.0   
 12420  USAZY51             1.132            0.000               0.0   
 12421  USAZY61             0.934            0.000               0.0   
 12422  USAZY71            -2.790            0.000               0.0   
 12423  USAZYI1            -2.831            0.000               0.0   
 12424  USAZYJ1             0.734            0.000               0.0   
 12425  USAZYK1             1.561            0.000               0.0   
 12426  USAZYM1             2.817            0.000               0.0   
 12427  USAZYR1             2.817            0.000               0.0   
 12428  USAZYS1             1.094            0.000               0.0   
 12429  USAZYT1             2.817            0.000               0.0   
 12430  USAZYV1             2.817            0.000               0.0   
 12431  USAZYX1             0.897            0.000               0.0   
 12432  USAZZ41            -2.443            0.000               0.0   
 12433  USAZZ51             0.696            0.000               0.0   
 12434  USAZZ61             2.817            0.000               0.0   
 12435  USAZZ71             1.146            0.000               0.0   
 12436  USAZZ81             0.976            0.000               0.0   
 12437  USAZZ91             1.589            0.000               0.0   
 12438  USAZZA1             1.457            0.000               0.0   
 12439  USAZZB1            -0.967            0.000               0.0   
 12440  USAZZD1             2.817            0.000               0.0   
 12441  USAZZF1             1.220            0.000               0.0   
 12442  USAZZI1             0.438            0.000               0.0   
 12443  USAZZJ1             2.817            0.000               0.0   
 12444  USAZZL1             0.100            0.000               0.0   
 12445  USAZZP1             0.070            0.000               0.0   
 12446  USAZZR1             1.076            0.000               0.0   
 12447  USAZZX1             2.817            0.000               0.0   
 12448  USAZZY1            -0.893            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.102           0.000  ...           NaN          NaN   
 1            -2.102           0.000  ...           NaN          NaN   
 2            -2.472           0.000  ...           NaN       8188.0   
 3            -2.326           0.000  ...           NaN          NaN   
 4            -2.387           0.000  ...           NaN       8178.0   
 5            -1.963           0.000  ...           NaN         17.0   
 6            -2.140           0.000  ...           NaN          NaN   
 7            -1.990           0.000  ...           NaN          NaN   
 8            -1.185           0.000  ...           NaN          NaN   
 9            -1.957           0.866  ...           NaN      27116.0   
 10           -1.603           0.000  ...           NaN          NaN   
 11           -0.965           0.000  ...           NaN          NaN   
 12           -1.851           0.000  ...           NaN          NaN   
 13           -1.559           0.000  ...           NaN       3670.0   
 14           -2.102           0.000  ...           NaN          NaN   
 15           -2.090           0.000  ...           NaN          NaN   
 16           -1.234           0.000  ...           NaN          NaN   
 17           -1.764           0.000  ...           NaN       7305.0   
 18           -1.194           0.000  ...           NaN          NaN   
 19           -2.018           0.000  ...           NaN          NaN   
 20           -1.120           0.000  ...           NaN          NaN   
 21           -2.396           1.000  ...           NaN          NaN   
 22           -1.044           0.000  ...           NaN          NaN   
 23           -2.063           0.000  ...           NaN      25765.0   
 24           -1.656           0.000  ...           NaN          NaN   
 25           -1.671           0.000  ...           NaN          NaN   
 26           -2.101           0.000  ...           NaN          NaN   
 27           -1.643           0.000  ...           NaN         75.0   
 28           -1.186           0.000  ...           NaN       7005.0   
 29           -2.225           0.000  ...           NaN        645.0   
 ...             ...             ...  ...           ...          ...   
 12419        -2.102           0.000  ...           NaN          NaN   
 12420        -0.492           0.000  ...           NaN          NaN   
 12421        -0.603           0.000  ...           NaN          NaN   
 12422         0.900           0.000  ...           NaN      62396.0   
 12423        -0.392           0.000  ...           NaN      61300.0   
 12424        -0.656           0.000  ...           NaN          NaN   
 12425         0.094           0.000  ...           NaN        700.0   
 12426        -0.742           0.000  ...           NaN       2535.0   
 12427         0.341           0.000  ...           NaN     237277.0   
 12428        -0.127           0.000  ...           NaN          NaN   
 12429        -0.418           0.000  ...           NaN     271550.0   
 12430         0.051           0.000  ...           NaN      37500.0   
 12431        -1.311           0.000  ...           NaN          NaN   
 12432        -1.861           0.000  ...           NaN     806500.0   
 12433        -1.204           0.000  ...           NaN          NaN   
 12434         0.124           0.000  ...           NaN      88500.0   
 12435        -0.235           0.000  ...           NaN          NaN   
 12436        -1.604           1.000  ...           NaN      57000.0   
 12437         0.340           0.000  ...           NaN          NaN   
 12438         0.312           0.000  ...           NaN          NaN   
 12439        -1.899           0.000  ...           NaN          NaN   
 12440         0.524           0.000  ...           NaN   33144010.0   
 12441         0.396           0.000  ...           NaN          NaN   
 12442        -1.055           1.000  ...           NaN          NaN   
 12443        -1.589           0.000  ...           NaN          0.0   
 12444        -0.466           0.000  ...           NaN       2188.0   
 12445        -1.343           1.000  ...           NaN          NaN   
 12446        -0.481           0.000  ...           NaN          NaN   
 12447        -0.171           0.000  ...           NaN       1800.0   
 12448         0.678           0.000  ...           NaN     121700.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.470887e+10  0.182149   17.723704   12.223355   
 1             NaN     5.056225e+09  0.000000   20.915692   14.728087   
 2             NaN     6.398804e+10  2.362562   31.223035   27.232239   
 3             NaN     2.874077e+10  2.168884   27.513815   24.889323   
 4             NaN     5.063523e+10  2.416601   30.295142   26.259167   
 5             NaN     1.840427e+11  0.362875   23.532681   20.528971   
 6             NaN     1.328566e+10  5.539359   23.671142   15.651734   
 7             NaN     7.370769e+10  0.000000   25.520029   18.871371   
 8             NaN     1.712394e+10  0.375587   38.451908   29.669758   
 9             NaN     4.232678e+10  1.717408   19.906613   16.147636   
 10            NaN     3.261423e+10  0.000000   46.594552   36.806033   
 11            NaN     2.784349e+10  1.278247   25.979475   21.047847   
 12            NaN     6.667957e+09  2.304219   16.916025   12.328753   
 13            NaN     1.970583e+10  1.333333   30.589205   27.363150   
 14            NaN     1.263857e+10  1.186944   17.153412   11.851584   
 15            NaN     3.455333e+10  1.592879   28.770362   24.702963   
 16            NaN     3.455333e+10  1.592879   33.287359   29.510343   
 17            NaN     3.225849e+10  0.163823   24.422669   21.679206   
 18            NaN     2.538327e+10  1.904027   36.236898   32.924007   
 19            NaN     9.723251e+10  3.191257   29.718667   24.698483   
 20            NaN     1.532541e+11  0.000000   38.383256   33.133518   
 21            NaN     1.226982e+11  1.977457   23.215811   19.492399   
 22            NaN     1.526548e+10  0.000000   29.817858   25.020554   
 23            NaN     9.401121e+10  0.000000   25.766171   21.700629   
 24            NaN     4.173505e+10  3.259604   29.321366   25.528909   
 25            NaN     2.646999e+10  0.000000   22.109716   17.717645   
 26            NaN     7.238857e+09  1.938736   13.722235    9.718202   
 27            NaN     7.238857e+09  1.938736   39.007187   36.474434   
 28            NaN     6.754055e+10  3.026775   30.348533   26.749240   
 29            NaN     3.189368e+11  2.671119   25.708570   21.937223   
 ...           ...              ...       ...         ...         ...   
 12419         NaN     5.056250e+06       NaN   24.340960   17.363305   
 12420         NaN     6.484620e+06  0.000000   91.423672   88.397028   
 12421         NaN     4.017240e+06  0.000000   90.285354   86.530417   
 12422      213.63     4.904000e+05  0.000000  110.762471  106.005713   
 12423    10625.31     3.202640e+06  0.000000   94.224362   90.015109   
 12424         NaN     1.984620e+07       NaN   84.652348   80.242358   
 12425       23.12     3.416150e+04       NaN   74.976002   69.218082   
 12426      243.91     9.080400e+05       NaN   79.341108   75.542541   
 12427   388541.24     2.651760e+07  0.000000  135.275927  131.847133   
 12428         NaN     5.030700e+01  0.000000   43.341623   32.750756   
 12429    32934.77     1.480500e+07  0.000000   95.017957   91.611183   
 12430     2730.57     8.902860e+06  0.000000  164.239017  161.426671   
 12431         NaN     5.358144e+07  0.966184   45.004428   38.745849   
 12432    83558.98     5.536560e+06       NaN   87.082797   84.524880   
 12433         NaN     1.482800e+05  0.000000   86.982523   83.474490   
 12434     3247.44     4.448800e+06  0.000000  152.506820  149.830222   
 12435         NaN     1.192920e+07  0.000000   98.439855   94.738832   
 12436  2716498.64     3.043746e+10  4.538012   23.908284   20.428906   
 12437         NaN     1.591600e+03  0.000000   77.103004   68.953533   
 12438         NaN     1.739360e+06  0.000000  107.633356  103.418124   
 12439         NaN     1.248480e+06       NaN   32.098267   23.468322   
 12440   725330.84     4.657224e+06       NaN   95.953945   91.206883   
 12441         NaN     3.272150e+07       NaN  113.356306  108.947362   
 12442         NaN     4.758750e+05  0.000000  120.768710  118.719843   
 12443         NaN     7.940317e+06  0.000000   88.447790   83.119403   
 12444    20343.10     3.935300e+07  0.000000   68.045849   63.968228   
 12445         NaN     3.837060e+06       NaN   88.942331   86.273060   
 12446         NaN     3.367200e+05       NaN   61.473201   56.337118   
 12447     2244.26     1.117523e+06  0.000000  174.562727  172.075777   
 12448  6229251.82     7.914813e+08  0.494896   52.088340   40.376621   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000054  0.094875  20040511  
 1      0.000005  0.003938  20040511  
 2     -0.236602  0.018661  20040511  
 3     -0.105645  0.209579  20040511  
 4     -0.134077  0.148260  20040511  
 5      0.065104  0.323297  20040511  
 6     -0.017991  0.002797  20040511  
 7      0.052601  0.134080  20040511  
 8      0.431717  0.848087  20040511  
 9      0.068178  0.146412  20040511  
 10     0.234908  0.687411  20040511  
 11     0.535140  0.872689  20040511  
 12     0.118202  0.378381  20040511  
 13     0.255593  0.409523  20040511  
 14     0.000005  0.023197  20040511  
 15     0.005328  0.226417  20040511  
 16     0.408592  0.595288  20040511  
 17     0.159142  0.292886  20040511  
 18     0.427338  0.692287  20040511  
 19     0.039336  0.196135  20040511  
 20     0.462000  0.672160  20040511  
 21    -0.138362 -0.004533  20040511  
 22     0.497809  0.706683  20040511  
 23     0.018251  0.263561  20040511  
 24     0.209909  0.535751  20040511  
 25     0.202522  0.442648  20040511  
 26     0.000383  0.168515  20040511  
 27     0.215824  0.502473  20040511  
 28     0.430842  0.620905  20040511  
 29    -0.057898  0.253205  20040511  
 ...         ...       ...       ...  
 12419  0.000005  0.048181  20040511  
 12420  0.757991  1.030348  20040511  
 12421  0.705345  1.062650  20040511  
 12422  1.413073  1.578933  20040511  
 12423  0.804626  1.166143  20040511  
 12424  0.680401  1.161193  20040511  
 12425  1.033748  1.416006  20040511  
 12426  0.640014  0.955788  20040511  
 12427  1.150037  1.424426  20040511  
 12428  0.929813  1.265314  20040511  
 12429  0.792625  1.221437  20040511  
 12430  1.013288  1.448101  20040511  
 12431  0.372304  0.465551  20040511  
 12432  0.113086  0.472989  20040511  
 12433  0.422364  0.873181  20040511  
 12434  1.047746  1.349706  20040511  
 12435  0.878715  1.187654  20040511  
 12436  0.234326  0.333038  20040511  
 12437  1.149620  1.434029  20040511  
 12438  1.136074  1.435255  20040511  
 12439  0.095259  0.367712  20040511  
 12440  1.236048  1.597644  20040511  
 12441  1.175563  1.462856  20040511  
 12442  0.492581  0.725406  20040511  
 12443  0.241546  0.711641  20040511  
 12444  0.770196  1.014651  20040511  
 12445  0.357204  0.627915  20040511  
 12446  0.762751  1.067769  20040511  
 12447  0.908728  1.331868  20040511  
 12448  1.308641  1.458173  20040511  
 
 [12449 rows x 92 columns],
 '20040512':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.468            0.000               0.0   
 1      USA0011            -0.325            0.000               0.0   
 2      USA0031             0.327            0.000               0.0   
 3      USA0062             0.158            0.432               0.0   
 4      USA00E2             0.233            0.000               0.0   
 5      USA00F1             0.510            0.000               0.0   
 6      USA00G2             0.165            0.000               0.0   
 7      USA00H1             0.828            0.000               0.0   
 8      USA00I1            -1.509            0.000               0.0   
 9      USA00J1            -0.382            0.000               0.0   
 10     USA00K1            -0.907            0.000               0.0   
 11     USA00P1            -0.273            0.000               0.0   
 12     USA00R1            -0.312            0.000               0.0   
 13     USA00S1            -0.571            0.000               0.0   
 14     USA00V1             0.185            0.000               0.0   
 15     USA0131             0.585            1.000               0.0   
 16     USA0161             0.496            1.000               0.0   
 17     USA01I1             0.003            0.000               0.0   
 18     USA01J2             0.120            0.000               0.0   
 19     USA01L1             0.509            0.000               0.0   
 20     USA01P1            -0.190            0.000               0.0   
 21     USA01Q1            -0.520            0.000               0.0   
 22     USA0202            -0.154            0.000               0.0   
 23     USA0231            -0.183            0.000               0.0   
 24     USA0281            -0.468            0.000               0.0   
 25     USA0291            -0.137            0.000               0.0   
 26     USA02A1            -0.009            0.000               0.0   
 27     USA02B1             0.947            0.000               0.0   
 28     USA02H1             0.471            0.000               0.0   
 29     USA02P1             0.480            0.145               0.0   
 ...        ...               ...              ...               ...   
 12419  USAZY41            -0.197            0.000               0.0   
 12420  USAZY51            -0.532            0.000               0.0   
 12421  USAZY61            -0.209            0.000               0.0   
 12422  USAZY71             2.417            0.000               0.0   
 12423  USAZYI1            -2.846            0.000               0.0   
 12424  USAZYJ1            -0.030            0.000               0.0   
 12425  USAZYK1             0.033            0.000               0.0   
 12426  USAZYM1            -0.207            0.000               0.0   
 12427  USAZYR1             2.448            0.000               0.0   
 12428  USAZYS1            -0.379            0.000               0.0   
 12429  USAZYT1             2.704            0.000               0.0   
 12430  USAZYV1            -0.304            0.000               0.0   
 12431  USAZYX1             0.234            0.000               0.0   
 12432  USAZZ41             2.842            0.000               0.0   
 12433  USAZZ51            -0.415            0.000               0.0   
 12434  USAZZ61            -0.526            0.000               0.0   
 12435  USAZZ71            -0.352            0.000               0.0   
 12436  USAZZ81             0.770            0.000               0.0   
 12437  USAZZ91             0.406            0.000               0.0   
 12438  USAZZA1            -0.453            0.000               0.0   
 12439  USAZZB1            -0.147            0.000               0.0   
 12440  USAZZD1             2.519            0.000               0.0   
 12441  USAZZF1             1.711            0.000               0.0   
 12442  USAZZI1            -0.672            0.000               0.0   
 12443  USAZZJ1             0.090            0.000               0.0   
 12444  USAZZL1             1.549            0.000               0.0   
 12445  USAZZP1            -0.770            0.000               0.0   
 12446  USAZZR1            -0.390            0.000               0.0   
 12447  USAZZX1            -2.846            0.000               0.0   
 12448  USAZZY1            -0.770            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.103           0.000  ...           NaN          NaN   
 1            -2.103           0.000  ...           NaN          NaN   
 2            -2.469           0.000  ...           NaN       8188.0   
 3            -2.330           0.000  ...           NaN          NaN   
 4            -2.389           0.000  ...           NaN       8178.0   
 5            -1.968           0.000  ...           NaN         17.0   
 6            -2.142           0.000  ...           NaN          NaN   
 7            -1.992           0.000  ...           NaN          NaN   
 8            -1.187           0.000  ...           NaN          NaN   
 9            -1.959           0.866  ...           NaN      27116.0   
 10           -1.604           0.000  ...           NaN          NaN   
 11           -0.973           0.000  ...           NaN          NaN   
 12           -1.870           0.000  ...           NaN          NaN   
 13           -1.559           0.000  ...           NaN       4813.0   
 14           -2.103           0.000  ...           NaN          NaN   
 15           -2.093           0.000  ...           NaN          NaN   
 16           -1.235           0.000  ...           NaN          NaN   
 17           -1.766           0.000  ...           NaN       7305.0   
 18           -1.196           0.000  ...           NaN          NaN   
 19           -2.020           0.000  ...           NaN          NaN   
 20           -1.122           0.000  ...           NaN          NaN   
 21           -2.396           1.000  ...           NaN          NaN   
 22           -1.047           0.000  ...           NaN          NaN   
 23           -2.065           0.000  ...           NaN      25765.0   
 24           -1.657           0.000  ...           NaN          NaN   
 25           -1.673           0.000  ...           NaN          NaN   
 26           -2.103           0.000  ...           NaN          NaN   
 27           -1.647           0.000  ...           NaN        200.0   
 28           -1.200           0.000  ...           NaN       7005.0   
 29           -2.227           0.000  ...           NaN        645.0   
 ...             ...             ...  ...           ...          ...   
 12419        -2.103           0.000  ...           NaN          NaN   
 12420        -0.493           0.000  ...           NaN          NaN   
 12421        -0.602           0.000  ...           NaN          NaN   
 12422         0.880           0.000  ...           NaN      24100.0   
 12423        -0.375           0.000  ...           NaN      22300.0   
 12424        -0.658           0.000  ...           NaN          NaN   
 12425         0.095           0.000  ...           NaN        790.0   
 12426        -0.742           0.000  ...           NaN          NaN   
 12427         0.345           0.000  ...           NaN     502260.0   
 12428        -0.126           0.000  ...           NaN          NaN   
 12429        -0.431           0.000  ...           NaN     430100.0   
 12430         0.050           0.000  ...           NaN      45308.0   
 12431        -1.313           0.000  ...           NaN          NaN   
 12432        -1.869           0.000  ...           NaN     177000.0   
 12433        -1.205           0.000  ...           NaN          NaN   
 12434         0.124           0.000  ...           NaN      11180.0   
 12435        -0.235           0.000  ...           NaN          NaN   
 12436        -1.611           1.000  ...           NaN     130800.0   
 12437         0.342           0.000  ...           NaN          NaN   
 12438         0.317           0.000  ...           NaN          NaN   
 12439        -1.901           0.000  ...           NaN          NaN   
 12440         0.522           0.000  ...           NaN   23543650.0   
 12441         0.392           0.000  ...           NaN      26987.0   
 12442        -1.057           1.000  ...           NaN          NaN   
 12443        -1.589           0.000  ...           NaN          0.0   
 12444        -0.470           0.000  ...           NaN      12500.0   
 12445        -1.345           1.000  ...           NaN          NaN   
 12446        -0.482           0.000  ...           NaN          NaN   
 12447        -0.152           0.000  ...           NaN     268300.0   
 12448         0.682           0.000  ...           NaN      93300.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.550783e+10  0.182149   17.553382   12.197550   
 1             NaN     5.049998e+09  0.000000   20.368697   14.672531   
 2             NaN     6.444141e+10  2.362562   30.957905   27.139989   
 3             NaN     2.877526e+10  2.168884   27.380579   24.810772   
 4             NaN     5.120790e+10  2.416601   30.198711   26.202924   
 5             NaN     1.858162e+11  0.362875   23.520697   20.599818   
 6             NaN     1.336465e+10  5.539359   23.276619   15.659407   
 7             NaN     7.396568e+10  0.000000   25.498772   18.894331   
 8             NaN     1.691457e+10  0.375587   38.568142   29.961657   
 9             NaN     4.207421e+10  1.717408   20.022304   16.290062   
 10            NaN     3.214855e+10  0.000000   46.230638   36.797990   
 11            NaN     2.750466e+10  1.278247   25.730306   20.999686   
 12            NaN     6.665748e+09  2.304219   16.684236   12.319429   
 13            NaN     1.983118e+10  1.333333   30.374675   27.305002   
 14            NaN     1.244304e+10  1.186944   16.963964   11.828264   
 15            NaN     3.487342e+10  1.592879   28.762132   24.718407   
 16            NaN     3.487342e+10  1.592879   33.177977   29.456116   
 17            NaN     3.234940e+10  0.163823   24.220875   21.607588   
 18            NaN     2.599441e+10  1.904027   36.046934   32.833491   
 19            NaN     9.816250e+10  3.191257   29.520478   24.700825   
 20            NaN     1.510450e+11  0.000000   38.048177   32.941390   
 21            NaN     1.223795e+11  1.977457   23.340536   19.625401   
 22            NaN     1.523889e+10  0.000000   29.591964   24.946728   
 23            NaN     9.329337e+10  0.000000   25.580690   21.632118   
 24            NaN     4.148585e+10  3.259604   29.185083   25.503083   
 25            NaN     2.620505e+10  0.000000   21.994983   17.698272   
 26            NaN     7.287574e+09  1.938736   13.933270    9.692641   
 27            NaN     7.287574e+09  1.938736   38.976295   36.488607   
 28            NaN     6.809440e+10  3.026775   30.164774   26.689602   
 29            NaN     3.205184e+11  2.671119   25.573398   21.861656   
 ...           ...              ...       ...         ...         ...   
 12419         NaN     5.056250e+06       NaN   24.177492   17.329141   
 12420         NaN     6.484620e+06  0.000000   91.244928   88.331962   
 12421         NaN     4.017240e+06  0.000000   85.113169   81.524810   
 12422      219.84     3.678000e+05  0.000000  110.093496  105.305827   
 12423     9302.33     3.660160e+06  0.000000   97.666656   93.889815   
 12424         NaN     1.984620e+07       NaN   84.692244   80.572145   
 12425        9.29     3.416150e+04       NaN   75.804382   70.490822   
 12426         NaN     9.080400e+05       NaN   79.514325   76.070936   
 12427   349398.22     2.541270e+07  0.000000  134.919272  131.610167   
 12428         NaN     5.030700e+01  0.000000   42.946413   32.640470   
 12429    37949.96     1.283100e+07  0.000000   96.802825   93.594937   
 12430     2795.14     8.902860e+06  0.000000  163.593316  160.972629   
 12431         NaN     5.358144e+07  0.966184   44.715468   38.700454   
 12432    84566.14     5.210880e+06       NaN   88.220267   85.856506   
 12433         NaN     1.482800e+05  0.000000   86.656661   83.239234   
 12434     3123.16     4.448800e+06  0.000000  152.129544  149.396133   
 12435         NaN     1.192920e+07  0.000000   98.697911   95.126055   
 12436  2810548.82     3.091779e+10  4.538012   23.998260   20.512133   
 12437         NaN     1.591600e+03  0.000000   76.491551   68.695761   
 12438         NaN     1.739360e+06  0.000000  106.194605  102.051369   
 12439         NaN     1.248480e+06       NaN   31.672519   23.400212   
 12440   637146.25     4.269122e+06       NaN   94.775934   90.047863   
 12441    27268.04     3.178660e+07       NaN  112.803836  108.503992   
 12442         NaN     4.758750e+05  0.000000  120.247814  118.238648   
 12443         NaN     7.980954e+06  0.000000   87.783730   82.847010   
 12444    22586.28     3.824085e+07  0.000000   67.856975   63.841737   
 12445         NaN     3.837060e+06       NaN   89.027203   86.407369   
 12446         NaN     3.367200e+05       NaN   61.136443   56.143028   
 12447     2165.00     1.422302e+06  0.000000  176.846109  174.521603   
 12448  5901392.91     8.029073e+08  0.494896   51.539784   40.240664   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000054  0.111126  20040512  
 1      0.000005  0.009204  20040512  
 2     -0.236658  0.036406  20040512  
 3     -0.106496  0.217024  20040512  
 4     -0.134210  0.145588  20040512  
 5      0.063708  0.334234  20040512  
 6     -0.018057  0.009622  20040512  
 7      0.052598  0.149915  20040512  
 8      0.431233  0.823131  20040512  
 9      0.067828  0.130086  20040512  
 10     0.235069  0.661682  20040512  
 11     0.531832  0.862382  20040512  
 12     0.109839  0.365810  20040512  
 13     0.256145  0.395936  20040512  
 14     0.000005  0.034465  20040512  
 15     0.004991  0.244449  20040512  
 16     0.408260  0.608505  20040512  
 17     0.158677  0.287377  20040512  
 18     0.427039  0.685847  20040512  
 19     0.039102  0.199532  20040512  
 20     0.461712  0.660086  20040512  
 21    -0.137627 -0.021918  20040512  
 22     0.496838  0.730689  20040512  
 23     0.018020  0.257132  20040512  
 24     0.209728  0.516979  20040512  
 25     0.202270  0.443721  20040512  
 26     0.000362  0.190403  20040512  
 27     0.214571  0.546541  20040512  
 28     0.424728  0.619108  20040512  
 29    -0.057987  0.273863  20040512  
 ...         ...       ...       ...  
 12419  0.000005  0.047906  20040512  
 12420  0.757658  1.009618  20040512  
 12421  0.706263  1.057010  20040512  
 12422  1.403402  1.673869  20040512  
 12423  0.813211  1.099153  20040512  
 12424  0.679900  1.140692  20040512  
 12425  1.033935  1.382989  20040512  
 12426  0.640261  0.906238  20040512  
 12427  1.151915  1.453392  20040512  
 12428  0.929905  1.232204  20040512  
 12429  0.786732  1.216364  20040512  
 12430  1.013022  1.391426  20040512  
 12431  0.371816  0.458641  20040512  
 12432  0.110417  0.550367  20040512  
 12433  0.422391  0.854833  20040512  
 12434  1.047809  1.367738  20040512  
 12435  0.878695  1.165601  20040512  
 12436  0.231670  0.334334  20040512  
 12437  1.150060  1.404858  20040512  
 12438  1.138745  1.418568  20040512  
 12439  0.095119  0.373201  20040512  
 12440  1.234794  1.606743  20040512  
 12441  1.173964  1.487533  20040512  
 12442  0.492272  0.698959  20040512  
 12443  0.241791  0.648395  20040512  
 12444  0.768158  1.041944  20040512  
 12445  0.356944  0.605297  20040512  
 12446  0.762645  1.048951  20040512  
 12447  0.917809  1.245914  20040512  
 12448  1.310227  1.459448  20040512  
 
 [12449 rows x 92 columns],
 '20040513':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.127            0.000               0.0   
 1      USA0011             0.065            0.000               0.0   
 2      USA0031             2.857            0.000               0.0   
 3      USA0062             2.857            0.432               0.0   
 4      USA00E2             0.194            0.000               0.0   
 5      USA00F1             0.334            0.000               0.0   
 6      USA00G2             0.512            0.000               0.0   
 7      USA00H1             0.539            0.000               0.0   
 8      USA00I1            -0.019            0.000               0.0   
 9      USA00J1             0.023            0.000               0.0   
 10     USA00K1            -2.860            0.000               0.0   
 11     USA00P1             0.666            0.000               0.0   
 12     USA00R1             0.361            0.000               0.0   
 13     USA00S1             0.074            0.000               0.0   
 14     USA00V1             0.211            0.000               0.0   
 15     USA0131            -2.452            1.000               0.0   
 16     USA0161            -0.097            1.000               0.0   
 17     USA01I1             0.459            0.000               0.0   
 18     USA01J2             0.672            0.000               0.0   
 19     USA01L1            -1.883            0.000               0.0   
 20     USA01P1             0.036            0.000               0.0   
 21     USA01Q1             0.832            0.000               0.0   
 22     USA0202             0.635            0.000               0.0   
 23     USA0231            -0.410            0.000               0.0   
 24     USA0281             1.086            0.000               0.0   
 25     USA0291             0.462            0.000               0.0   
 26     USA02A1             0.137            0.000               0.0   
 27     USA02B1            -1.250            0.000               0.0   
 28     USA02H1            -0.870            0.000               0.0   
 29     USA02P1            -1.082            0.145               0.0   
 ...        ...               ...              ...               ...   
 12420  USAZY41            -1.283            0.000               0.0   
 12421  USAZY51            -0.704            0.000               0.0   
 12422  USAZY61            -1.089            0.000               0.0   
 12423  USAZY71            -2.860            0.000               0.0   
 12424  USAZYI1             2.498            0.000               0.0   
 12425  USAZYJ1            -0.279            0.000               0.0   
 12426  USAZYK1            -2.860            0.000               0.0   
 12427  USAZYM1            -1.331            0.000               0.0   
 12428  USAZYR1            -2.860            0.000               0.0   
 12429  USAZYS1            -0.447            0.000               0.0   
 12430  USAZYT1            -2.860            0.000               0.0   
 12431  USAZYV1            -0.361            0.000               0.0   
 12432  USAZYX1             0.121            0.000               0.0   
 12433  USAZZ41             0.309            0.000               0.0   
 12434  USAZZ51            -0.196            0.000               0.0   
 12435  USAZZ61            -0.624            0.000               0.0   
 12436  USAZZ71            -0.363            0.000               0.0   
 12437  USAZZ81            -1.368            0.000               0.0   
 12438  USAZZ91            -1.696            0.000               0.0   
 12439  USAZZA1            -0.414            0.000               0.0   
 12440  USAZZB1            -1.270            0.000               0.0   
 12441  USAZZD1             2.208            0.000               0.0   
 12442  USAZZF1            -2.860            0.000               0.0   
 12443  USAZZI1            -0.825            0.000               0.0   
 12444  USAZZJ1            -2.860            0.000               0.0   
 12445  USAZZL1            -2.860            0.000               0.0   
 12446  USAZZP1            -0.924            0.000               0.0   
 12447  USAZZR1            -0.346            0.000               0.0   
 12448  USAZZX1            -0.232            0.000               0.0   
 12449  USAZZY1             0.106            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.105           0.000  ...           NaN       9515.0   
 1            -2.104           0.000  ...           NaN          NaN   
 2            -2.473           0.000  ...           NaN       1600.0   
 3            -2.269           0.000  ...           NaN       2460.0   
 4            -2.391           0.000  ...           NaN       1056.0   
 5            -1.968           0.000  ...           NaN       8750.0   
 6            -2.142           0.000  ...           NaN       2740.0   
 7            -1.988           0.000  ...           NaN       4050.0   
 8            -1.187           0.000  ...           NaN          NaN   
 9            -1.959           0.866  ...           NaN       2300.0   
 10           -1.619           0.000  ...           NaN       8450.0   
 11           -0.974           0.000  ...           NaN          NaN   
 12           -1.871           0.000  ...           NaN          NaN   
 13           -1.557           0.000  ...           NaN      12849.0   
 14           -2.104           0.000  ...           NaN          NaN   
 15           -2.102           0.000  ...           NaN       2130.0   
 16           -1.239           0.000  ...           NaN        240.0   
 17           -1.768           0.000  ...           NaN       7305.0   
 18           -1.196           0.000  ...           NaN          NaN   
 19           -2.029           0.000  ...           NaN       5280.0   
 20           -1.126           0.000  ...           NaN      21750.0   
 21           -2.391           1.000  ...           NaN       7250.0   
 22           -1.048           0.000  ...           NaN          NaN   
 23           -2.069           0.000  ...           NaN       8350.0   
 24           -1.656           0.000  ...           NaN       5725.0   
 25           -1.674           0.000  ...           NaN          NaN   
 26           -2.103           0.000  ...           NaN          NaN   
 27           -1.651           0.000  ...           NaN         20.0   
 28           -1.202           0.000  ...           NaN       1605.0   
 29           -2.233           0.000  ...           NaN      28375.0   
 ...             ...             ...  ...           ...          ...   
 12420        -2.104           0.000  ...           NaN          NaN   
 12421        -0.493           0.000  ...           NaN          NaN   
 12422        -0.600           0.000  ...           NaN          NaN   
 12423         0.822           0.000  ...           NaN     139000.0   
 12424        -0.369           0.000  ...           NaN      43704.0   
 12425        -0.659           0.000  ...           NaN          NaN   
 12426         0.072           0.000  ...           NaN     303350.0   
 12427        -0.742           0.000  ...           NaN      15000.0   
 12428         0.329           0.000  ...           NaN     407014.0   
 12429        -0.128           0.000  ...           NaN          NaN   
 12430        -0.453           0.000  ...           NaN      73260.0   
 12431         0.049           0.000  ...           NaN      45000.0   
 12432        -1.309           0.000  ...           NaN        500.0   
 12433        -1.870           0.000  ...           NaN      76500.0   
 12434        -1.206           0.000  ...           NaN          NaN   
 12435         0.123           0.000  ...           NaN      10895.0   
 12436        -0.236           0.000  ...           NaN          NaN   
 12437        -1.618           1.000  ...           NaN      42800.0   
 12438         0.340           0.000  ...           NaN          NaN   
 12439         0.316           0.000  ...           NaN          NaN   
 12440        -2.104           0.000  ...           NaN          NaN   
 12441         0.523           0.000  ...           NaN   34169150.0   
 12442         0.384           0.000  ...           NaN       1100.0   
 12443        -1.055           1.000  ...           NaN          NaN   
 12444        -1.595           0.000  ...           NaN          0.0   
 12445        -0.481           0.000  ...           NaN       5400.0   
 12446        -1.344           1.000  ...           NaN          NaN   
 12447        -0.482           0.000  ...           NaN          NaN   
 12448        -0.154           0.000  ...           NaN          NaN   
 12449         0.681           0.000  ...           NaN      79300.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.542793e+10  0.182149   17.173829   11.903823   
 1             NaN     5.093586e+09  0.000000   20.093438   14.332111   
 2             NaN     6.409747e+10  2.362562   33.453899   29.832861   
 3             NaN     2.889594e+10  2.168884   29.138469   26.466753   
 4             NaN     5.066186e+10  2.416601   29.612467   25.593229   
 5             NaN     1.851902e+11  0.362875   23.139142   20.111556   
 6             NaN     1.319878e+10  5.539359   23.211557   15.535301   
 7             NaN     7.378508e+10  0.000000   25.045608   18.512939   
 8             NaN     1.687784e+10  0.375587   38.072860   29.237039   
 9             NaN     4.175645e+10  1.717408   19.658937   15.876278   
 10            NaN     3.145003e+10  0.000000   46.705024   37.585131   
 11            NaN     2.724310e+10  1.278247   25.679927   20.586474   
 12            NaN     6.649177e+09  2.304219   16.555161   12.059038   
 13            NaN     1.970583e+10  1.333333   29.932796   26.652690   
 14            NaN     1.244050e+10  1.186944   16.727294   11.589361   
 15            NaN     3.490543e+10  1.592879   29.546044   25.483165   
 16            NaN     3.490543e+10  1.592879   32.501526   28.752553   
 17            NaN     3.235373e+10  0.163823   23.745217   21.111057   
 18            NaN     2.592496e+10  1.904027   35.498821   32.133608   
 19            NaN     9.820526e+10  3.191257   29.469687   24.630925   
 20            NaN     1.503547e+11  0.000000   37.376232   32.142900   
 21            NaN     1.216195e+11  1.977457   23.024927   19.173611   
 22            NaN     1.546495e+10  0.000000   29.275213   24.413435   
 23            NaN     9.178078e+10  0.000000   25.057859   21.138444   
 24            NaN     4.197428e+10  3.259604   28.875373   25.052354   
 25            NaN     2.680719e+10  0.000000   21.566721   17.308743   
 26            NaN     7.230259e+09  1.938736   13.406068    9.481663   
 27            NaN     7.230259e+09  1.938736   38.264176   35.844243   
 28            NaN     6.840534e+10  3.026775   29.707915   26.181193   
 29            NaN     3.199912e+11  2.671119   25.290507   21.578700   
 ...           ...              ...       ...         ...         ...   
 12420         NaN     5.056250e+06       NaN   24.242406   17.283110   
 12421         NaN     6.484620e+06  0.000000   89.927718   86.940265   
 12422         NaN     4.017240e+06  0.000000   90.051987   86.360475   
 12423      357.57     6.130000e+05  0.000000  107.874263  103.178678   
 12424     8753.17     3.431400e+06  0.000000   96.498898   92.729072   
 12425         NaN     1.984620e+07       NaN   83.508723   79.291784   
 12426       22.81     6.832300e+04       NaN   76.086675   70.685123   
 12427      198.28     9.080400e+05       NaN   78.294286   74.740206   
 12428   340013.88     2.799080e+07  0.000000  132.277757  128.914768   
 12429         NaN     5.030700e+01  0.000000   42.428378   31.844018   
 12430    39019.95     1.727250e+07  0.000000  110.499926  107.805233   
 12431     2830.37     8.902860e+06  0.000000  159.690616  156.981726   
 12432    17267.59     5.306224e+07  0.966184   43.769468   37.777594   
 12433    73326.29     5.113176e+06       NaN   85.143570   82.699372   
 12434         NaN     1.482800e+05  0.000000   84.587538   81.099517   
 12435     3091.43     4.448800e+06  0.000000  148.519630  145.713535   
 12436         NaN     1.192920e+07  0.000000   96.543591   92.853216   
 12437  2841797.45     3.041226e+10  4.538012   23.644980   20.152279   
 12438         NaN     1.591600e+03  0.000000   75.220821   67.225973   
 12439         NaN     1.739360e+06  0.000000  103.700333   99.399231   
 12440         NaN     1.248480e+06       NaN   31.189781   22.987437   
 12441   611390.08     3.881020e+06       NaN   93.007379   88.126769   
 12442    26324.40     3.365640e+07       NaN  110.916830  106.537531   
 12443         NaN     4.758750e+05  0.000000  117.134513  115.064467   
 12444         NaN     8.249808e+06  0.000000   86.324861   81.290535   
 12445    22811.28     4.063625e+07  0.000000   67.626122   63.581265   
 12446         NaN     3.837060e+06       NaN   87.331159   84.646962   
 12447         NaN     3.367200e+05       NaN   59.643599   54.457884   
 12448         NaN     1.422302e+06  0.000000  172.439058  170.042608   
 12449  5422625.09     8.090835e+08  0.494896   50.973754   39.254941   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000304  0.103394  20040513  
 1      0.000005  0.008614  20040513  
 2     -0.206489  0.086239  20040513  
 3     -0.077552  0.292004  20040513  
 4     -0.134707  0.141312  20040513  
 5      0.063882  0.327771  20040513  
 6     -0.017995  0.019697  20040513  
 7      0.054459  0.150045  20040513  
 8      0.431359  0.822519  20040513  
 9      0.068072  0.131071  20040513  
 10     0.228198  0.602741  20040513  
 11     0.531640  0.879720  20040513  
 12     0.109759  0.371583  20040513  
 13     0.257164  0.395369  20040513  
 14     0.000005  0.031710  20040513  
 15     0.000771  0.174587  20040513  
 16     0.407006  0.588539  20040513  
 17     0.158271  0.299733  20040513  
 18     0.426972  0.697965  20040513  
 19     0.035515  0.155396  20040513  
 20     0.460253  0.658590  20040513  
 21    -0.134920 -0.009087  20040513  
 22     0.496550  0.709237  20040513  
 23     0.016303  0.252405  20040513  
 24     0.210750  0.545189  20040513  
 25     0.202286  0.441480  20040513  
 26     0.000378  0.177109  20040513  
 27     0.212915  0.493974  20040513  
 28     0.424250  0.598020  20040513  
 29    -0.060539  0.233474  20040513  
 ...         ...       ...       ...  
 12420  0.000005  0.022420  20040513  
 12421  0.757754  0.999492  20040513  
 12422  0.707280  1.022768  20040513  
 12423  1.376560  1.543331  20040513  
 12424  0.816326  1.175511  20040513  
 12425  0.679895  1.133452  20040513  
 12426  1.023574  1.318182  20040513  
 12427  0.640490  0.883273  20040513  
 12428  1.144478  1.368603  20040513  
 12429  0.929697  1.228848  20040513  
 12430  0.776669  1.096925  20040513  
 12431  1.012706  1.383264  20040513  
 12432  0.374181  0.453819  20040513  
 12433  0.110268  0.533116  20040513  
 12434  0.422581  0.853882  20040513  
 12435  1.047597  1.353236  20040513  
 12436  0.878597  1.160756  20040513  
 12437  0.228770  0.297169  20040513  
 12438  1.149688  1.364256  20040513  
 12439  1.138615  1.414638  20040513  
 12440  0.000005  0.055019  20040513  
 12441  1.235814  1.592859  20040513  
 12442  1.170286  1.411515  20040513  
 12443  0.493483  0.692014  20040513  
 12444  0.239426  0.590132  20040513  
 12445  0.763460  0.964517  20040513  
 12446  0.357630  0.596944  20040513  
 12447  0.762793  1.046402  20040513  
 12448  0.917493  1.289535  20040513  
 12449  1.310260  1.475884  20040513  
 
 [12450 rows x 92 columns],
 '20040514':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.702            0.000               0.0   
 1      USA0011             0.991            0.000               0.0   
 2      USA0031             0.552            0.000               0.0   
 3      USA0062             0.068            0.432               0.0   
 4      USA00E2             0.712            0.000               0.0   
 5      USA00F1             0.141            0.000               0.0   
 6      USA00G2             0.525            0.000               0.0   
 7      USA00H1             0.101            0.000               0.0   
 8      USA00I1            -1.003            0.000               0.0   
 9      USA00J1             0.633            0.000               0.0   
 10     USA00K1            -0.657            0.000               0.0   
 11     USA00P1            -0.448            0.000               0.0   
 12     USA00R1            -0.050            0.000               0.0   
 13     USA00S1            -0.655            0.000               0.0   
 14     USA00V1             0.276            0.000               0.0   
 15     USA0131             0.409            1.000               0.0   
 16     USA0161            -0.526            1.000               0.0   
 17     USA01I1            -0.132            0.000               0.0   
 18     USA01J2             0.188            0.000               0.0   
 19     USA01L1             1.530            0.000               0.0   
 20     USA01P1            -1.040            0.000               0.0   
 21     USA01Q1             0.649            0.000               0.0   
 22     USA0202            -2.725            0.000               0.0   
 23     USA0231             2.297            0.000               0.0   
 24     USA0281            -0.038            0.000               0.0   
 25     USA0291            -0.914            0.000               0.0   
 26     USA02A1             0.081            0.000               0.0   
 27     USA02B1             0.173            0.000               0.0   
 28     USA02H1             0.097            0.000               0.0   
 29     USA02P1            -0.698            0.145               0.0   
 ...        ...               ...              ...               ...   
 12413  USAZY41             0.145            0.000               0.0   
 12414  USAZY51            -1.740            0.000               0.0   
 12415  USAZY61            -0.011            0.000               0.0   
 12416  USAZY71            -1.733            0.000               0.0   
 12417  USAZYI1            -2.725            0.000               0.0   
 12418  USAZYJ1            -0.660            0.000               0.0   
 12419  USAZYK1            -1.160            0.000               0.0   
 12420  USAZYM1            -2.725            0.000               0.0   
 12421  USAZYR1            -0.909            0.000               0.0   
 12422  USAZYS1            -1.589            0.000               0.0   
 12423  USAZYT1            -2.725            0.000               0.0   
 12424  USAZYV1            -1.630            0.000               0.0   
 12425  USAZYX1            -2.406            0.000               0.0   
 12426  USAZZ41            -0.474            0.000               0.0   
 12427  USAZZ51            -1.071            0.000               0.0   
 12428  USAZZ61            -1.509            0.000               0.0   
 12429  USAZZ71            -1.429            0.000               0.0   
 12430  USAZZ81             0.268            0.000               0.0   
 12431  USAZZ91             0.225            0.000               0.0   
 12432  USAZZA1            -1.688            0.000               0.0   
 12433  USAZZB1            -0.903            0.000               0.0   
 12434  USAZZD1            -1.501            0.000               0.0   
 12435  USAZZF1            -1.966            0.000               0.0   
 12436  USAZZI1            -0.463            0.000               0.0   
 12437  USAZZJ1             2.747            0.000               0.0   
 12438  USAZZL1            -1.921            0.000               0.0   
 12439  USAZZP1            -2.725            0.000               0.0   
 12440  USAZZR1            -1.452            0.000               0.0   
 12441  USAZZX1            -1.443            0.000               0.0   
 12442  USAZZY1            -0.978            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.094           0.000  ...           NaN          NaN   
 1            -2.093           0.000  ...           NaN          NaN   
 2            -2.464           0.000  ...           NaN       1600.0   
 3            -2.263           0.000  ...           NaN          NaN   
 4            -2.381           0.000  ...           NaN       1056.0   
 5            -1.957           0.000  ...           NaN        437.0   
 6            -2.131           0.000  ...           NaN          NaN   
 7            -1.978           0.000  ...           NaN          NaN   
 8            -1.179           0.000  ...           NaN          NaN   
 9            -1.949           0.866  ...           NaN       2300.0   
 10           -1.611           0.000  ...           NaN          NaN   
 11           -0.974           0.000  ...           NaN          NaN   
 12           -1.866           0.000  ...           NaN          NaN   
 13           -1.552           0.000  ...           NaN      35290.0   
 14           -2.093           0.000  ...           NaN          NaN   
 15           -2.092           0.000  ...           NaN          NaN   
 16           -1.234           0.000  ...           NaN        415.0   
 17           -1.758           0.000  ...           NaN       7305.0   
 18           -1.188           0.000  ...           NaN          NaN   
 19           -2.018           0.000  ...           NaN          NaN   
 20           -1.121           0.000  ...           NaN          NaN   
 21           -2.380           1.000  ...           NaN          NaN   
 22           -1.026           0.000  ...           NaN     246000.0   
 23           -2.035           0.000  ...           NaN       1000.0   
 24           -1.647           0.000  ...           NaN          NaN   
 25           -1.671           0.000  ...           NaN          NaN   
 26           -2.093           0.000  ...           NaN          NaN   
 27           -1.656           0.000  ...           NaN         55.0   
 28           -1.196           0.000  ...           NaN       1605.0   
 29           -2.228           0.000  ...           NaN       1650.0   
 ...             ...             ...  ...           ...          ...   
 12413        -2.093           0.000  ...           NaN          NaN   
 12414        -0.489           0.000  ...           NaN        225.0   
 12415        -0.596           0.000  ...           NaN          NaN   
 12416         0.828           0.000  ...           NaN          NaN   
 12417        -0.353           0.000  ...           NaN      30000.0   
 12418        -0.654           0.000  ...           NaN        200.0   
 12419         0.077           0.000  ...           NaN       3000.0   
 12420        -0.749           0.000  ...           NaN      35000.0   
 12421         0.341           0.000  ...           NaN     280790.0   
 12422        -0.123           0.000  ...           NaN          NaN   
 12423        -0.469           0.000  ...           NaN       2200.0   
 12424         0.047           0.000  ...           NaN      57750.0   
 12425        -1.313           0.000  ...           NaN       3100.0   
 12426        -1.866           0.000  ...           NaN          NaN   
 12427        -1.202           0.000  ...           NaN          NaN   
 12428         0.116           0.000  ...           NaN     115140.0   
 12429        -0.231           0.000  ...           NaN      21000.0   
 12430        -1.608           1.000  ...           NaN      21800.0   
 12431         0.343           0.000  ...           NaN          NaN   
 12432         0.322           0.000  ...           NaN          NaN   
 12433        -2.093           0.000  ...           NaN          NaN   
 12434         0.528           0.000  ...           NaN   15418920.0   
 12435         0.392           0.000  ...           NaN       7006.0   
 12436        -1.047           1.000  ...           NaN          NaN   
 12437        -1.382           0.000  ...           NaN          0.0   
 12438        -0.477           0.000  ...           NaN       5500.0   
 12439        -1.356           1.000  ...           NaN      15000.0   
 12440        -0.478           0.000  ...           NaN          NaN   
 12441        -0.145           0.000  ...           NaN          NaN   
 12442         0.675           0.000  ...           NaN      82700.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.656645e+10  0.182149   16.794494   11.628169   
 1             NaN     5.124721e+09  0.000000   19.667356   14.103071   
 2             NaN     6.433198e+10  2.362562   32.285171   28.837475   
 3             NaN     2.886146e+10  2.168884   27.901438   25.488774   
 4             NaN     5.099481e+10  2.416601   28.713308   24.810197   
 5             NaN     1.846426e+11  0.362875   22.353992   19.431723   
 6             NaN     1.320668e+10  5.539359   22.575779   15.206493   
 7             NaN     7.319171e+10  0.000000   24.196166   17.894565   
 8             NaN     1.715700e+10  0.375587   36.815936   28.394007   
 9             NaN     4.173201e+10  1.717408   19.139173   15.418050   
 10            NaN     3.093446e+10  0.000000   45.049323   36.425909   
 11            NaN     2.703505e+10  1.278247   24.833144   19.915869   
 12            NaN     6.629293e+09  2.304219   16.003020   11.662934   
 13            NaN     1.995889e+10  1.333333   28.938267   25.800471   
 14            NaN     1.229322e+10  1.186944   16.185410   11.208908   
 15            NaN     3.476139e+10  1.592879   28.344852   24.616040   
 16            NaN     3.476139e+10  1.592879   31.467693   27.832752   
 17            NaN     3.179524e+10  0.163823   22.943228   20.382513   
 18            NaN     2.628262e+10  1.904027   34.373666   31.082042   
 19            NaN     9.908181e+10  3.191257   28.972174   24.075190   
 20            NaN     1.466269e+11  0.000000   36.441679   31.293110   
 21            NaN     1.225756e+11  1.977457   22.231108   18.516231   
 22            NaN     1.503943e+10  0.000000   39.636398   36.203576   
 23            NaN     8.901198e+10  0.000000   25.212254   21.073714   
 24            NaN     4.155563e+10  3.259604   27.869449   24.225153   
 25            NaN     2.519346e+10  0.000000   21.255831   16.985256   
 26            NaN     7.201602e+09  1.938736   12.990186    9.180279   
 27            NaN     7.201602e+09  1.938736   36.947726   34.659201   
 28            NaN     6.795837e+10  3.026775   28.702898   25.267059   
 29            NaN     3.179879e+11  2.671119   24.567594   21.063008   
 ...           ...              ...       ...         ...         ...   
 12413         NaN     5.056250e+06       NaN   23.489496   16.836070   
 12414      167.14     6.543040e+06  0.000000   88.191625   85.275212   
 12415         NaN     4.017240e+06  0.000000   87.030343   83.430404   
 12416         NaN     6.130000e+05  0.000000  113.885307  109.833113   
 12417     8654.08     3.660160e+06  0.000000   96.239136   92.533833   
 12418      356.54     1.984620e+07       NaN   83.385852   79.320310   
 12419       22.70     6.832300e+04       NaN   81.325845   76.915515   
 12420      309.64     1.059380e+06       NaN   77.636908   74.240499   
 12421   288131.40     2.780665e+07  0.000000  128.585061  125.291520   
 12422         NaN     5.030700e+01  0.000000   41.576453   31.133127   
 12423    38024.25     1.924650e+07  0.000000  109.245417  106.809444   
 12424     2966.05     8.902860e+06  0.000000  155.413159  152.750996   
 12425    16550.09     5.503520e+07  0.966184   42.786706   36.890724   
 12426         NaN     5.113176e+06       NaN   82.956389   80.587245   
 12427         NaN     1.482800e+05  0.000000   82.411941   78.991628   
 12428     3092.04     4.448800e+06  0.000000  144.460133  141.726242   
 12429     3581.17     1.192920e+07  0.000000   94.692524   91.068863   
 12430  2845155.64     3.040911e+10  4.538012   22.854961   19.492795   
 12431         NaN     1.591600e+03  0.000000   72.890103   65.030946   
 12432         NaN     1.739360e+06  0.000000  101.784028   97.539288   
 12433         NaN     1.248480e+06       NaN   30.495906   22.604594   
 12434   556131.78     3.881020e+06       NaN   92.164211   87.710257   
 12435    22576.59     3.365640e+07       NaN  110.489689  106.340055   
 12436         NaN     4.758750e+05  0.000000  114.082662  112.069154   
 12437         NaN     6.358141e+06  0.000000   93.107272   88.413914   
 12438    23868.10     4.106400e+07  0.000000   65.702529   61.811993   
 12439     1348.62     4.263400e+06       NaN   86.460774   83.771495   
 12440         NaN     3.367200e+05       NaN   58.153590   52.996293   
 12441         NaN     1.422302e+06  0.000000  167.325381  164.981443   
 12442  5275322.55     8.276121e+08  0.494896   49.413797   37.943647   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000298  0.115208  20040514  
 1      0.000006  0.029632  20040514  
 2     -0.207044  0.093380  20040514  
 3     -0.080044  0.282877  20040514  
 4     -0.135720  0.152123  20040514  
 5      0.064434  0.325912  20040514  
 6     -0.017888  0.026274  20040514  
 7      0.054293  0.141897  20040514  
 8      0.431162  0.786846  20040514  
 9      0.068009  0.143189  20040514  
 10     0.227788  0.605138  20040514  
 11     0.527923  0.863440  20040514  
 12     0.107506  0.363338  20040514  
 13     0.255344  0.382230  20040514  
 14     0.000006  0.032289  20040514  
 15     0.000899  0.201177  20040514  
 16     0.405341  0.577969  20040514  
 17     0.158220  0.292702  20040514  
 18     0.426958  0.697015  20040514  
 19     0.035535  0.199530  20040514  
 20     0.458554  0.637882  20040514  
 21    -0.135043 -0.006209  20040514  
 22     0.503551  0.664587  20040514  
 23     0.027461  0.319584  20040514  
 24     0.210567  0.518296  20040514  
 25     0.199183  0.418462  20040514  
 26     0.000370  0.172958  20040514  
 27     0.206119  0.502054  20040514  
 28     0.423362  0.602778  20040514  
 29    -0.063365  0.225738  20040514  
 ...         ...       ...       ...  
 12413  0.000006  0.040380  20040514  
 12414  0.756926  0.981098  20040514  
 12415  0.706240  1.047937  20040514  
 12416  1.378121  1.486952  20040514  
 12417  0.821112  1.087804  20040514  
 12418  0.679066  1.130151  20040514  
 12419  1.023683  1.253347  20040514  
 12420  0.634236  0.846953  20040514  
 12421  1.148292  1.361321  20040514  
 12422  0.929658  1.212166  20040514  
 12423  0.766010  1.026932  20040514  
 12424  1.009730  1.362477  20040514  
 12425  0.368337  0.414371  20040514  
 12426  0.107441  0.521910  20040514  
 12427  0.420322  0.837342  20040514  
 12428  1.042387  1.334131  20040514  
 12429  0.878667  1.144032  20040514  
 12430  0.228846  0.314334  20040514  
 12431  1.149468  1.394058  20040514  
 12432  1.139302  1.403694  20040514  
 12433  0.000006  0.061375  20040514  
 12434  1.236690  1.528201  20040514  
 12435  1.172183  1.392339  20040514  
 12436  0.493445  0.696077  20040514  
 12437  0.335523  0.781175  20040514  
 12438  0.762535  0.940741  20040514  
 12439  0.348040  0.555232  20040514  
 12440  0.762149  1.035241  20040514  
 12441  0.919026  1.275677  20040514  
 12442  1.305823  1.459652  20040514  
 
 [12443 rows x 92 columns],
 '20040517':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.323            0.000               0.0   
 1      USA0011            -0.529            0.000               0.0   
 2      USA0031             0.294            0.000               0.0   
 3      USA0062            -0.564            0.432               0.0   
 4      USA00E2             0.102            0.000               0.0   
 5      USA00F1            -0.392            0.000               0.0   
 6      USA00G2            -0.388            0.000               0.0   
 7      USA00H1             0.511            0.000               0.0   
 8      USA00I1            -0.470            0.000               0.0   
 9      USA00J1            -0.058            0.000               0.0   
 10     USA00K1            -0.177            0.000               0.0   
 11     USA00P1            -0.659            0.000               0.0   
 12     USA00R1            -0.471            0.000               0.0   
 13     USA00S1             0.403            0.000               0.0   
 14     USA00V1             0.046            0.000               0.0   
 15     USA0131            -0.805            1.000               0.0   
 16     USA0161            -0.826            1.000               0.0   
 17     USA01I1            -0.202            0.000               0.0   
 18     USA01J2            -0.658            0.000               0.0   
 19     USA01L1             0.341            0.000               0.0   
 20     USA01P1            -0.603            0.000               0.0   
 21     USA01Q1             0.174            0.000               0.0   
 22     USA0202            -0.858            0.000               0.0   
 23     USA0231            -0.038            0.000               0.0   
 24     USA0281            -0.585            0.000               0.0   
 25     USA0291            -0.108            0.000               0.0   
 26     USA02A1            -0.439            0.000               0.0   
 27     USA02B1            -0.317            0.000               0.0   
 28     USA02H1            -0.630            0.000               0.0   
 29     USA02P1             0.096            0.145               0.0   
 ...        ...               ...              ...               ...   
 12410  USAZY41            -0.308            0.000               0.0   
 12411  USAZY51            -0.709            0.000               0.0   
 12412  USAZY61            -0.935            0.000               0.0   
 12413  USAZY71            -1.079            0.000               0.0   
 12414  USAZYI1            -2.734            0.000               0.0   
 12415  USAZYJ1            -1.116            0.000               0.0   
 12416  USAZYK1            -1.202            0.000               0.0   
 12417  USAZYM1            -2.617            0.000               0.0   
 12418  USAZYR1            -0.522            0.000               0.0   
 12419  USAZYS1            -0.700            0.000               0.0   
 12420  USAZYT1             1.069            0.000               0.0   
 12421  USAZYV1            -0.812            0.000               0.0   
 12422  USAZYX1            -1.462            0.000               0.0   
 12423  USAZZ41            -2.706            0.000               0.0   
 12424  USAZZ51            -0.490            0.000               0.0   
 12425  USAZZ61            -2.573            0.000               0.0   
 12426  USAZZ71             2.848            0.000               0.0   
 12427  USAZZ81            -0.536            0.000               0.0   
 12428  USAZZ91            -0.259            0.000               0.0   
 12429  USAZZA1            -0.488            0.000               0.0   
 12430  USAZZB1            -0.445            0.000               0.0   
 12431  USAZZD1             2.848            0.000               0.0   
 12432  USAZZF1             2.574            0.000               0.0   
 12433  USAZZI1            -0.710            0.000               0.0   
 12434  USAZZJ1             2.716            0.000               0.0   
 12435  USAZZL1             2.159            0.000               0.0   
 12436  USAZZP1             2.848            0.000               0.0   
 12437  USAZZR1            -0.483            0.000               0.0   
 12438  USAZZX1            -0.181            0.000               0.0   
 12439  USAZZY1             0.811            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.091           0.000  ...           NaN          NaN   
 1            -2.091           0.000  ...           NaN          NaN   
 2            -2.470           0.000  ...           NaN       1600.0   
 3            -2.250           0.000  ...           NaN          NaN   
 4            -2.368           0.000  ...           NaN       1056.0   
 5            -1.950           0.000  ...           NaN        437.0   
 6            -2.126           0.000  ...           NaN          NaN   
 7            -1.979           0.000  ...           NaN          NaN   
 8            -1.189           0.000  ...           NaN          NaN   
 9            -1.949           0.866  ...           NaN       2300.0   
 10           -1.619           0.000  ...           NaN          NaN   
 11           -0.969           0.000  ...           NaN          NaN   
 12           -1.860           0.000  ...           NaN          NaN   
 13           -1.514           0.000  ...           NaN       5970.0   
 14           -2.091           0.000  ...           NaN          NaN   
 15           -2.082           0.000  ...           NaN          NaN   
 16           -1.242           0.000  ...           NaN          NaN   
 17           -1.751           0.000  ...           NaN       7305.0   
 18           -1.200           0.000  ...           NaN          NaN   
 19           -2.011           0.000  ...           NaN          NaN   
 20           -1.136           0.000  ...           NaN          NaN   
 21           -2.368           1.000  ...           NaN          NaN   
 22           -1.024           0.000  ...           NaN          NaN   
 23           -2.031           0.000  ...           NaN       1000.0   
 24           -1.653           0.000  ...           NaN          NaN   
 25           -1.673           0.000  ...           NaN          NaN   
 26           -2.089           0.000  ...           NaN          NaN   
 27           -1.657           0.000  ...           NaN          NaN   
 28           -1.200           0.000  ...           NaN       1605.0   
 29           -2.221           0.000  ...           NaN       1650.0   
 ...             ...             ...  ...           ...          ...   
 12410        -2.091           0.000  ...           NaN          NaN   
 12411        -0.490           0.000  ...           NaN          NaN   
 12412        -0.589           0.000  ...           NaN          NaN   
 12413         0.819           0.000  ...           NaN          NaN   
 12414        -0.408           0.000  ...           NaN      46352.0   
 12415        -0.649           0.000  ...           NaN          NaN   
 12416         0.075           0.000  ...           NaN       3050.0   
 12417        -0.918           0.000  ...           NaN      19000.0   
 12418         0.339           0.000  ...           NaN      76895.0   
 12419        -0.133           0.000  ...           NaN          NaN   
 12420        -0.439           0.000  ...           NaN      50300.0   
 12421         0.032           0.000  ...           NaN      25000.0   
 12422        -1.410           0.000  ...           NaN       4000.0   
 12423        -1.946           0.000  ...           NaN      48000.0   
 12424        -1.193           0.000  ...           NaN          NaN   
 12425        -0.033           0.000  ...           NaN      50360.0   
 12426         0.143           0.000  ...           NaN       2000.0   
 12427        -1.620           1.000  ...           NaN      22100.0   
 12428         0.329           0.000  ...           NaN          NaN   
 12429         0.312           0.000  ...           NaN          NaN   
 12430        -2.091           0.000  ...           NaN          NaN   
 12431         0.553           0.000  ...           NaN   10513660.0   
 12432         0.507           0.000  ...           NaN      13784.0   
 12433        -1.042           1.000  ...           NaN          NaN   
 12434        -1.302           0.000  ...           NaN          0.0   
 12435        -0.406           0.000  ...           NaN          NaN   
 12436        -1.247           1.000  ...           NaN      56100.0   
 12437        -0.473           0.000  ...           NaN          NaN   
 12438        -0.155           0.000  ...           NaN          NaN   
 12439         0.750           0.000  ...           NaN      80800.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.594726e+10  0.182149   16.238302   11.161709   
 1             NaN     4.993956e+09  0.000000   19.105253   13.683610   
 2             NaN     6.422254e+10  2.362562   30.983738   27.585182   
 3             NaN     2.810286e+10  2.168884   26.998412   24.551122   
 4             NaN     5.058195e+10  2.416601   27.623706   23.779426   
 5             NaN     1.809654e+11  0.362875   21.735029   18.774044   
 6             NaN     1.312769e+10  5.539359   21.815537   14.591777   
 7             NaN     7.263703e+10  0.000000   23.353924   17.148022   
 8             NaN     1.679336e+10  0.375587   35.793694   27.305598   
 9             NaN     4.222086e+10  1.717408   18.426947   14.806272   
 10            NaN     3.068499e+10  0.000000   43.567720   34.970989   
 11            NaN     2.651194e+10  1.278247   24.625122   19.231907   
 12            NaN     6.601675e+09  2.304219   15.735517   11.329706   
 13            NaN     1.968927e+10  1.333333   27.972390   24.729023   
 14            NaN     1.212562e+10  1.186944   15.623913   10.757960   
 15            NaN     3.419323e+10  1.592879   27.507053   23.779630   
 16            NaN     3.419323e+10  1.592879   30.592470   26.797799   
 17            NaN     2.995957e+10  0.163823   22.138391   19.594299   
 18            NaN     2.553605e+10  1.904027   33.374369   29.911452   
 19            NaN     9.786320e+10  3.191257   27.760632   23.068054   
 20            NaN     1.447630e+11  0.000000   35.429201   30.236120   
 21            NaN     1.221098e+11  1.977457   21.372089   17.752300   
 22            NaN     1.445434e+10  0.000000   38.336796   34.787759   
 23            NaN     8.801213e+10  0.000000   24.138691   20.261190   
 24            NaN     4.105724e+10  3.259604   27.111386   23.364247   
 25            NaN     2.483217e+10  0.000000   20.626753   16.323349   
 26            NaN     7.172945e+09  1.938736   12.800757    8.965621   
 27            NaN     7.172945e+09  1.938736   35.711445   33.304170   
 28            NaN     6.663690e+10  3.026775   27.926359   24.359020   
 29            NaN     3.159847e+11  2.671119   23.811234   20.336017   
 ...           ...              ...       ...         ...         ...   
 12410         NaN     5.056250e+06       NaN   22.671977   16.148470   
 12411         NaN     6.543040e+06  0.000000   84.636638   81.599301   
 12412         NaN     4.017240e+06  0.000000   83.962383   80.214316   
 12413         NaN     6.130000e+05  0.000000  107.945569  103.565872   
 12414     8393.73     3.774540e+06  0.000000   91.351566   87.474212   
 12415         NaN     1.984620e+07       NaN   78.300276   74.466314   
 12416       23.74     6.832300e+04       NaN   77.924444   73.183461   
 12417      401.29     1.286390e+06       NaN   72.121935   68.632714   
 12418   277045.17     2.762250e+07  0.000000  123.498348  119.974577   
 12419         NaN     5.030700e+01  0.000000   40.708066   29.938131   
 12420    38000.82     1.875300e+07  0.000000  104.867556  102.305034   
 12421     3099.86     8.902860e+06  0.000000  149.114863  146.285070   
 12422    18322.14     5.638512e+07  0.966184   41.327496   35.534645   
 12423    56610.96     5.373720e+06       NaN   79.839892   77.432592   
 12424         NaN     1.482800e+05  0.000000   79.274788   75.742534   
 12425     2720.26     5.004900e+06  0.000000  139.366078  136.623895   
 12426     2799.32     8.946900e+06  0.000000   95.118131   90.815158   
 12427  2835967.33     3.046613e+10  4.538012   22.063483   18.689795   
 12428         NaN     1.591600e+03  0.000000   70.605644   62.345392   
 12429         NaN     1.739360e+06  0.000000   97.912679   93.410367   
 12430         NaN     1.248480e+06       NaN   29.488911   21.706409   
 12431   497241.89     3.492918e+06       NaN   89.275664   84.072950   
 12432    18015.59     2.991680e+07       NaN  108.139275  103.421495   
 12433         NaN     4.758750e+05  0.000000  109.203908  107.111622   
 12434         NaN     6.128429e+06  0.000000   89.577651   84.735689   
 12435         NaN     3.956688e+07  0.000000   63.656781   59.428420   
 12436     1685.22     3.837060e+06       NaN   84.140640   81.425641   
 12437         NaN     3.367200e+05       NaN   56.227054   50.774760   
 12438         NaN     1.422302e+06  0.000000  159.864865  157.406245   
 12439  5139331.48     8.041425e+08  0.494896   48.822392   36.527955   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000258  0.122947  20040517  
 1      0.000007  0.021377  20040517  
 2     -0.203375  0.091128  20040517  
 3     -0.075047  0.278904  20040517  
 4     -0.130910  0.152986  20040517  
 5      0.066188  0.325796  20040517  
 6     -0.016740  0.027412  20040517  
 7      0.052455  0.149743  20040517  
 8      0.425199  0.782709  20040517  
 9      0.066967  0.139316  20040517  
 10     0.222615  0.609976  20040517  
 11     0.528986  0.858966  20040517  
 12     0.108855  0.361604  20040517  
 13     0.271707  0.416170  20040517  
 14     0.000007  0.039219  20040517  
 15     0.003996  0.189826  20040517  
 16     0.400094  0.565295  20040517  
 17     0.160211  0.300302  20040517  
 18     0.420032  0.673613  20040517  
 19     0.037741  0.196406  20040517  
 20     0.450153  0.632674  20040517  
 21    -0.130999  0.002215  20040517  
 22     0.503135  0.652499  20040517  
 23     0.028224  0.303427  20040517  
 24     0.206314  0.511981  20040517  
 25     0.196874  0.428946  20040517  
 26     0.000573  0.172034  20040517  
 27     0.204556  0.495718  20040517  
 28     0.419918  0.592651  20040517  
 29    -0.061484  0.243640  20040517  
 ...         ...       ...       ...  
 12410  0.000007  0.042955  20040517  
 12411  0.755147  0.987712  20040517  
 12412  0.708134  1.025842  20040517  
 12413  1.372541  1.489197  20040517  
 12414  0.793827  1.066749  20040517  
 12415  0.679893  1.098598  20040517  
 12416  1.021287  1.251061  20040517  
 12417  0.553244  0.788664  20040517  
 12418  1.146059  1.368438  20040517  
 12419  0.923408  1.213525  20040517  
 12420  0.778923  1.070595  20040517  
 12421  1.001263  1.365675  20040517  
 12422  0.320980  0.376635  20040517  
 12423  0.068269  0.442546  20040517  
 12424  0.423150  0.850965  20040517  
 12425  0.970643  1.234664  20040517  
 12426  1.053573  1.379785  20040517  
 12427  0.221709  0.306941  20040517  
 12428  1.141016  1.387587  20040517  
 12429  1.133195  1.411064  20040517  
 12430  0.000007  0.070421  20040517  
 12431  1.246882  1.601250  20040517  
 12432  1.225020  1.509190  20040517  
 12433  0.494637  0.687087  20040517  
 12434  0.371751  0.826689  20040517  
 12435  0.794624  1.021373  20040517  
 12436  0.397703  0.688677  20040517  
 12437  0.762996  1.075271  20040517  
 12438  0.912738  1.270395  20040517  
 12439  1.339875  1.514102  20040517  
 
 [12440 rows x 92 columns],
 '20040518':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.000            0.000               0.0   
 1      USA0011            -0.191            0.000               0.0   
 2      USA0031            -0.616            0.000               0.0   
 3      USA0062             0.058            0.432               0.0   
 4      USA00E2            -0.669            0.000               0.0   
 5      USA00F1             0.088            0.000               0.0   
 6      USA00G2            -0.135            0.000               0.0   
 7      USA00H1            -0.555            0.000               0.0   
 8      USA00I1             0.752            0.000               0.0   
 9      USA00J1             0.054            0.000               0.0   
 10     USA00K1             0.746            0.000               0.0   
 11     USA00P1             0.281            0.000               0.0   
 12     USA00R1            -0.069            0.000               0.0   
 13     USA00S1             0.604            0.000               0.0   
 14     USA00V1            -0.667            0.000               0.0   
 15     USA0131             0.003            1.000               0.0   
 16     USA0161             2.164            1.000               0.0   
 17     USA01I1            -0.302            0.000               0.0   
 18     USA01J2            -0.319            0.000               0.0   
 19     USA01L1            -1.627            0.000               0.0   
 20     USA01P1             0.146            0.000               0.0   
 21     USA01Q1            -0.247            0.000               0.0   
 22     USA0202             0.042            0.000               0.0   
 23     USA0231            -0.114            0.000               0.0   
 24     USA0281             0.134            0.000               0.0   
 25     USA0291            -0.054            0.000               0.0   
 26     USA02A1             0.013            0.000               0.0   
 27     USA02B1             1.355            0.000               0.0   
 28     USA02H1             0.392            0.000               0.0   
 29     USA02P1             0.049            0.145               0.0   
 ...        ...               ...              ...               ...   
 12410  USAZY41            -0.308            0.000               0.0   
 12411  USAZY51             0.171            0.000               0.0   
 12412  USAZY61             1.233            0.000               0.0   
 12413  USAZY71             2.715            0.000               0.0   
 12414  USAZYI1            -1.563            0.000               0.0   
 12415  USAZYJ1             0.552            0.000               0.0   
 12416  USAZYK1             0.496            0.000               0.0   
 12417  USAZYM1            -0.321            0.000               0.0   
 12418  USAZYR1             2.715            0.000               0.0   
 12419  USAZYS1             0.371            0.000               0.0   
 12420  USAZYT1             2.715            0.000               0.0   
 12421  USAZYV1            -2.693            0.000               0.0   
 12422  USAZYX1            -0.676            0.000               0.0   
 12423  USAZZ41             1.916            0.000               0.0   
 12424  USAZZ51             0.328            0.000               0.0   
 12425  USAZZ61             2.715            0.000               0.0   
 12426  USAZZ71             0.951            0.000               0.0   
 12427  USAZZ81             1.100            0.000               0.0   
 12428  USAZZ91            -1.179            0.000               0.0   
 12429  USAZZA1             2.715            0.000               0.0   
 12430  USAZZB1            -0.340            0.000               0.0   
 12431  USAZZD1             0.377            0.000               0.0   
 12432  USAZZF1            -1.359            0.000               0.0   
 12433  USAZZI1             2.619            0.000               0.0   
 12434  USAZZJ1            -2.693            0.000               0.0   
 12435  USAZZL1            -2.278            0.000               0.0   
 12436  USAZZP1             2.597            0.000               0.0   
 12437  USAZZR1             0.404            0.000               0.0   
 12438  USAZZX1            -2.693            0.000               0.0   
 12439  USAZZY1            -1.558            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.083           0.000  ...           NaN          NaN   
 1            -2.082           0.000  ...           NaN          NaN   
 2            -2.468           0.000  ...           NaN       1600.0   
 3            -2.243           0.000  ...           NaN          NaN   
 4            -2.364           0.000  ...           NaN       1056.0   
 5            -1.948           0.000  ...           NaN        437.0   
 6            -2.119           0.000  ...           NaN          NaN   
 7            -1.971           0.000  ...           NaN          NaN   
 8            -1.194           0.000  ...           NaN          NaN   
 9            -1.943           0.866  ...           NaN       2300.0   
 10           -1.615           0.000  ...           NaN          NaN   
 11           -0.970           0.000  ...           NaN          NaN   
 12           -1.850           0.000  ...           NaN          NaN   
 13           -1.546           0.000  ...           NaN       2407.0   
 14           -2.082           0.000  ...           NaN          NaN   
 15           -2.079           0.000  ...           NaN          NaN   
 16           -1.324           0.000  ...           NaN        800.0   
 17           -1.755           0.000  ...           NaN       7305.0   
 18           -1.204           0.000  ...           NaN          NaN   
 19           -2.010           0.000  ...           NaN          NaN   
 20           -1.138           0.000  ...           NaN          NaN   
 21           -2.359           1.000  ...           NaN          NaN   
 22           -1.038           0.000  ...           NaN          NaN   
 23           -2.024           0.000  ...           NaN       1000.0   
 24           -1.648           0.000  ...           NaN          NaN   
 25           -1.671           0.000  ...           NaN          NaN   
 26           -2.081           0.000  ...           NaN          NaN   
 27           -1.687           0.000  ...           NaN        110.0   
 28           -1.197           0.000  ...           NaN       1605.0   
 29           -2.212           0.000  ...           NaN       1650.0   
 ...             ...             ...  ...           ...          ...   
 12410        -2.082           0.000  ...           NaN          NaN   
 12411        -0.496           0.000  ...           NaN          NaN   
 12412        -0.594           0.000  ...           NaN          NaN   
 12413         0.732           0.000  ...           NaN        150.0   
 12414        -0.374           0.000  ...           NaN       6000.0   
 12415        -0.653           0.000  ...           NaN          NaN   
 12416         0.074           0.000  ...           NaN      10000.0   
 12417        -0.925           0.000  ...           NaN          NaN   
 12418         0.288           0.000  ...           NaN     358430.0   
 12419        -0.134           0.000  ...           NaN          NaN   
 12420        -0.640           0.000  ...           NaN       9472.0   
 12421         0.227           0.000  ...           NaN      94750.0   
 12422        -1.350           0.000  ...           NaN       3000.0   
 12423        -2.040           0.000  ...           NaN      64720.0   
 12424        -1.201           0.000  ...           NaN          NaN   
 12425        -0.139           0.000  ...           NaN       4400.0   
 12426         0.161           0.000  ...           NaN          NaN   
 12427        -1.658           1.000  ...           NaN      25000.0   
 12428         0.328           0.000  ...           NaN          NaN   
 12429         0.207           0.000  ...           NaN        182.0   
 12430        -2.082           0.000  ...           NaN          NaN   
 12431         0.562           0.000  ...           NaN   10866020.0   
 12432         0.515           0.000  ...           NaN       4400.0   
 12433        -1.089           1.000  ...           NaN        200.0   
 12434        -1.260           0.000  ...           NaN          0.0   
 12435        -0.359           0.000  ...           NaN       7000.0   
 12436        -1.361           1.000  ...           NaN      78299.0   
 12437        -0.480           0.000  ...           NaN          NaN   
 12438        -0.073           0.000  ...           NaN      14374.0   
 12439         0.802           0.000  ...           NaN     106700.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.684609e+10  0.182149   16.028577   10.962716   
 1             NaN     4.906780e+09  0.000000   18.877188   13.432107   
 2             NaN     6.408184e+10  2.362562   30.586961   27.163663   
 3             NaN     2.865457e+10  2.168884   26.912611   24.515744   
 4             NaN     5.028896e+10  2.416601   27.303539   23.369865   
 5             NaN     1.810697e+11  0.362875   21.414990   18.434154   
 6             NaN     1.321458e+10  5.539359   21.574205   14.320815   
 7             NaN     7.217265e+10  0.000000   23.112044   16.845586   
 8             NaN     1.752798e+10  0.375587   35.484339   26.979047   
 9             NaN     4.216383e+10  1.717408   18.162682   14.510251   
 10            NaN     3.133361e+10  0.000000   43.293174   34.575606   
 11            NaN     2.649411e+10  1.278247   24.206496   18.906177   
 12            NaN     6.658015e+09  2.304219   15.488246   11.119080   
 13            NaN     1.964197e+10  1.333333   27.659583   24.382314   
 14            NaN     1.212308e+10  1.186944   15.586845   10.650777   
 15            NaN     3.442530e+10  1.592879   27.030049   23.324513   
 16            NaN     3.442530e+10  1.592879   30.628118   26.804159   
 17            NaN     2.923222e+10  0.163823   21.794552   19.251881   
 18            NaN     2.560897e+10  1.904027   32.868285   29.431923   
 19            NaN     9.640941e+10  3.191257   27.923093   22.921259   
 20            NaN     1.449011e+11  0.000000   34.840519   29.650699   
 21            NaN     1.228208e+11  1.977457   21.088848   17.434736   
 22            NaN     1.465380e+10  0.000000   37.783861   34.298094   
 23            NaN     8.798649e+10  0.000000   23.762053   19.916112   
 24            NaN     4.180482e+10  3.259604   26.705021   22.974459   
 25            NaN     2.475992e+10  0.000000   20.359083   16.055730   
 26            NaN     7.301903e+09  1.938736   12.716467    8.821516   
 27            NaN     7.301903e+09  1.938736   35.364096   32.930959   
 28            NaN     6.624824e+10  3.026775   27.542007   23.974112   
 29            NaN     3.208347e+11  2.671119   23.466965   19.993517   
 ...           ...              ...       ...         ...         ...   
 12410         NaN     5.056250e+06       NaN   22.450458   15.894525   
 12411         NaN     6.543040e+06  0.000000   83.070226   80.047978   
 12412         NaN     4.017240e+06  0.000000   82.263340   78.484291   
 12413      355.64     4.904000e+05  0.000000  104.354169   99.909405   
 12414     8104.93     3.888920e+06  0.000000   90.486908   86.693907   
 12415         NaN     1.984620e+07       NaN   77.093139   73.316866   
 12416       23.12     6.832300e+04       NaN   75.437060   70.686942   
 12417         NaN     1.286390e+06       NaN   76.311879   73.348145   
 12418   275368.03     2.467610e+07  0.000000  122.706349  119.251407   
 12419         NaN     5.030700e+01  0.000000   40.097205   29.499175   
 12420    36411.28     1.579200e+07  0.000000  105.690175  103.347669   
 12421     3303.51     1.187048e+07  0.000000  150.939185  148.059924   
 12422    19060.45     5.789080e+07  0.966184   40.857376   34.893352   
 12423    54508.43     5.210880e+06       NaN   78.929212   76.701932   
 12424         NaN     1.482800e+05  0.000000   77.679040   74.161800   
 12425     2598.21     4.448800e+06  0.000000  137.687163  135.189161   
 12426         NaN     8.946900e+06  0.000000   91.519865   86.919547   
 12427  2744109.73     3.008390e+10  4.538012   22.010508   18.540528   
 12428         NaN     1.591600e+03  0.000000   69.613602   61.154762   
 12429    11071.16     1.521940e+06  0.000000   95.652147   91.218723   
 12430         NaN     1.248480e+06       NaN   29.160991   21.347606   
 12431   479085.17     3.492918e+06       NaN   86.725266   81.831464   
 12432    17526.70     3.085170e+07       NaN  103.878473   99.163972   
 12433       17.27     4.465000e+05  0.000000  107.450067  105.317066   
 12434         NaN     6.330001e+06  0.000000   88.304970   83.486760   
 12435    24370.83     4.106400e+07  0.000000   62.657070   58.514639   
 12436     2076.72     3.197550e+06       NaN   81.106400   78.256076   
 12437         NaN     3.367200e+05       NaN   55.166416   49.793346   
 12438     2026.36     1.625488e+06  0.000000  157.874661  155.385537   
 12439  5115165.32     8.282298e+08  0.494896   47.962054   35.967440   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000287  0.124092  20040518  
 1      0.000004  0.031144  20040518  
 2     -0.202072  0.073117  20040518  
 3     -0.076244  0.286757  20040518  
 4     -0.133664  0.142931  20040518  
 5      0.063726  0.334617  20040518  
 6     -0.017287  0.032983  20040518  
 7      0.052910  0.131345  20040518  
 8      0.421079  0.797553  20040518  
 9      0.066240  0.146473  20040518  
 10     0.221524  0.630494  20040518  
 11     0.527730  0.869487  20040518  
 12     0.110077  0.369950  20040518  
 13     0.254383  0.416084  20040518  
 14     0.000004  0.028116  20040518  
 15     0.001489  0.205456  20040518  
 16     0.359707  0.588279  20040518  
 17     0.155449  0.296271  20040518  
 18     0.416438  0.673398  20040518  
 19     0.034119  0.158465  20040518  
 20     0.448092  0.641332  20040518  
 21    -0.131293  0.002164  20040518  
 22     0.495468  0.664362  20040518  
 23     0.027746  0.305248  20040518  
 24     0.206114  0.521191  20040518  
 25     0.194935  0.428492  20040518  
 26     0.000399  0.180217  20040518  
 27     0.187602  0.511791  20040518  
 28     0.419709  0.610253  20040518  
 29    -0.061415  0.253996  20040518  
 ...         ...       ...       ...  
 12410  0.000004  0.052434  20040518  
 12411  0.752415  1.001556  20040518  
 12412  0.705951  1.071774  20040518  
 12413  1.334676  1.533441  20040518  
 12414  0.810015  1.101586  20040518  
 12415  0.678110  1.118778  20040518  
 12416  1.022498  1.278147  20040518  
 12417  0.548666  0.730992  20040518  
 12418  1.124015  1.387684  20040518  
 12419  0.923912  1.232982  20040518  
 12420  0.684003  1.018241  20040518  
 12421  1.095284  1.401197  20040518  
 12422  0.347541  0.420128  20040518  
 12423  0.020096  0.458108  20040518  
 12424  0.417861  0.870748  20040518  
 12425  0.921500  1.212564  20040518  
 12426  1.063858  1.444986  20040518  
 12427  0.201106  0.320536  20040518  
 12428  1.143204  1.380665  20040518  
 12429  1.085870  1.433994  20040518  
 12430  0.000004  0.084702  20040518  
 12431  1.253971  1.546245  20040518  
 12432  1.232022  1.504518  20040518  
 12433  0.471053  0.732228  20040518  
 12434  0.389877  0.735144  20040518  
 12435  0.817559  0.981078  20040518  
 12436  0.341994  0.671842  20040518  
 12437  0.759725  1.087094  20040518  
 12438  0.953028  1.250362  20040518  
 12439  1.367864  1.488416  20040518  
 
 [12440 rows x 92 columns],
 '20040519':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.170            0.000               0.0   
 1      USA0011            -0.518            0.000               0.0   
 2      USA0031            -0.752            0.000               0.0   
 3      USA0062             0.035            0.432               0.0   
 4      USA00E2            -0.678            0.000               0.0   
 5      USA00F1            -0.398            0.000               0.0   
 6      USA00G2            -0.073            0.000               0.0   
 7      USA00H1            -1.501            0.000               0.0   
 8      USA00I1             0.668            0.000               0.0   
 9      USA00J1            -0.907            0.000               0.0   
 10     USA00K1             0.286            0.000               0.0   
 11     USA00P1             0.257            0.000               0.0   
 12     USA00R1            -0.137            0.000               0.0   
 13     USA00S1            -0.346            0.000               0.0   
 14     USA00V1            -0.367            0.000               0.0   
 15     USA0131             0.211            1.000               0.0   
 16     USA0161             0.142            1.000               0.0   
 17     USA01I1            -0.360            0.000               0.0   
 18     USA01J2            -0.350            0.000               0.0   
 19     USA01L1            -0.674            0.000               0.0   
 20     USA01P1             0.925            0.000               0.0   
 21     USA01Q1            -0.891            0.000               0.0   
 22     USA0202             0.518            0.000               0.0   
 23     USA0231            -0.049            0.000               0.0   
 24     USA0281            -0.065            0.000               0.0   
 25     USA0291             0.197            0.000               0.0   
 26     USA02A1            -0.124            0.000               0.0   
 27     USA02B1             0.436            0.000               0.0   
 28     USA02H1            -0.162            0.000               0.0   
 29     USA02P1            -0.120            0.145               0.0   
 ...        ...               ...              ...               ...   
 12408  USAZY41            -0.758            0.000               0.0   
 12409  USAZY51            -2.824            0.000               0.0   
 12410  USAZY61            -0.593            0.000               0.0   
 12411  USAZY71            -2.824            0.000               0.0   
 12412  USAZYI1             0.047            0.000               0.0   
 12413  USAZYJ1            -0.157            0.000               0.0   
 12414  USAZYK1            -0.166            0.000               0.0   
 12415  USAZYM1            -0.433            0.000               0.0   
 12416  USAZYR1            -2.824            0.000               0.0   
 12417  USAZYS1             0.080            0.000               0.0   
 12418  USAZYT1             2.748            0.000               0.0   
 12419  USAZYV1            -2.824            0.000               0.0   
 12420  USAZYX1            -2.824            0.000               0.0   
 12421  USAZZ41            -0.655            0.000               0.0   
 12422  USAZZ51            -0.112            0.000               0.0   
 12423  USAZZ61             0.365            0.000               0.0   
 12424  USAZZ71            -2.824            0.000               0.0   
 12425  USAZZ81            -1.969            0.000               0.0   
 12426  USAZZ91            -0.822            0.000               0.0   
 12427  USAZZA1             0.287            0.000               0.0   
 12428  USAZZB1            -0.796            0.000               0.0   
 12429  USAZZD1            -2.824            0.000               0.0   
 12430  USAZZF1             2.200            0.000               0.0   
 12431  USAZZI1            -0.862            0.000               0.0   
 12432  USAZZJ1            -0.959            0.000               0.0   
 12433  USAZZL1             2.748            0.000               0.0   
 12434  USAZZP1            -0.902            0.000               0.0   
 12435  USAZZR1            -0.001            0.000               0.0   
 12436  USAZZX1             2.748            0.000               0.0   
 12437  USAZZY1            -0.769            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.094           0.000  ...           NaN          NaN   
 1            -2.093           0.000  ...           NaN          NaN   
 2            -2.470           0.000  ...           NaN       1600.0   
 3            -2.255           0.000  ...           NaN          NaN   
 4            -2.375           0.000  ...           NaN       1056.0   
 5            -1.958           0.000  ...           NaN        437.0   
 6            -2.130           0.000  ...           NaN       4640.0   
 7            -1.982           0.000  ...           NaN          NaN   
 8            -1.202           0.000  ...           NaN          NaN   
 9            -1.953           0.866  ...           NaN       2300.0   
 10           -1.625           0.000  ...           NaN          NaN   
 11           -0.994           0.000  ...           NaN          NaN   
 12           -1.870           0.000  ...           NaN          NaN   
 13           -1.555           0.000  ...           NaN      15725.0   
 14           -2.093           0.000  ...           NaN          NaN   
 15           -2.089           0.000  ...           NaN          NaN   
 16           -1.337           0.000  ...           NaN        190.0   
 17           -1.766           0.000  ...           NaN       7305.0   
 18           -1.212           0.000  ...           NaN          NaN   
 19           -2.020           0.000  ...           NaN          NaN   
 20           -1.145           0.000  ...           NaN       7700.0   
 21           -2.371           1.000  ...           NaN          NaN   
 22           -1.048           0.000  ...           NaN          NaN   
 23           -2.036           0.000  ...           NaN       1000.0   
 24           -1.658           0.000  ...           NaN          NaN   
 25           -1.682           0.000  ...           NaN          NaN   
 26           -2.092           0.000  ...           NaN          NaN   
 27           -1.702           0.000  ...           NaN          NaN   
 28           -1.206           0.000  ...           NaN       1605.0   
 29           -2.223           0.000  ...           NaN       1650.0   
 ...             ...             ...  ...           ...          ...   
 12408        -2.093           0.000  ...           NaN          NaN   
 12409        -0.520           0.000  ...           NaN       1675.0   
 12410        -0.597           0.000  ...           NaN          NaN   
 12411         0.677           0.000  ...           NaN      18000.0   
 12412        -0.382           0.000  ...           NaN          NaN   
 12413        -0.658           0.000  ...           NaN          NaN   
 12414         0.071           0.000  ...           NaN     152400.0   
 12415        -0.940           0.000  ...           NaN          NaN   
 12416         0.265           0.000  ...           NaN     448854.0   
 12417        -0.140           0.000  ...           NaN          NaN   
 12418        -0.510           0.000  ...           NaN      61750.0   
 12419         0.147           0.000  ...           NaN     111846.0   
 12420        -1.375           0.000  ...           NaN       3000.0   
 12421        -2.056           0.000  ...           NaN      23233.0   
 12422        -1.207           0.000  ...           NaN          NaN   
 12423        -0.147           0.000  ...           NaN      46508.0   
 12424         0.067           0.000  ...           NaN      15000.0   
 12425        -1.680           1.000  ...           NaN      46500.0   
 12426         0.324           0.000  ...           NaN          NaN   
 12427         0.205           0.000  ...           NaN          NaN   
 12428        -2.093           0.000  ...           NaN          NaN   
 12429         0.537           0.000  ...           NaN   46184370.0   
 12430         0.519           0.000  ...           NaN       3265.0   
 12431        -1.092           1.000  ...           NaN          NaN   
 12432        -1.269           0.000  ...           NaN          0.0   
 12433        -0.341           0.000  ...           NaN        548.0   
 12434        -1.365           1.000  ...           NaN          NaN   
 12435        -0.485           0.000  ...           NaN          NaN   
 12436        -0.009           0.000  ...           NaN       8000.0   
 12437         0.809           0.000  ...           NaN     166400.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.742534e+10  0.182149   15.773861   10.617690   
 1             NaN     4.875645e+09  0.000000   18.372080   13.095014   
 2             NaN     6.383170e+10  2.362562   29.789573   26.419553   
 3             NaN     2.869767e+10  2.168884   26.153806   23.739008   
 4             NaN     5.020905e+10  2.416601   26.664817   22.692041   
 5             NaN     1.813826e+11  0.362875   20.886239   17.852203   
 6             NaN     1.339625e+10  5.539359   20.873098   13.852972   
 7             NaN     7.019902e+10  0.000000   23.076031   16.702796   
 8             NaN     1.759777e+10  0.375587   34.445048   26.158126   
 9             NaN     4.221272e+10  1.717408   17.827357   14.243889   
 10            NaN     3.100099e+10  0.000000   41.952245   33.492726   
 11            NaN     2.642872e+10  1.278247   23.194012   18.237760   
 12            NaN     6.629293e+09  2.304219   15.430258   10.766363   
 13            NaN     1.973658e+10  1.333333   26.507293   23.600823   
 14            NaN     1.222719e+10  1.186944   15.358565   10.365985   
 15            NaN     3.471337e+10  1.592879   26.262772   22.543416   
 16            NaN     3.471337e+10  1.592879   29.625549   25.948315   
 17            NaN     2.909368e+10  0.163823   21.002029   18.634194   
 18            NaN     2.562633e+10  1.904027   32.015243   28.506976   
 19            NaN     9.611010e+10  3.191257   27.246189   22.222640   
 20            NaN     1.471792e+11  0.000000   33.959485   28.843723   
 21            NaN     1.210066e+11  1.977457   20.673968   17.041247   
 22            NaN     1.517240e+10  0.000000   36.652725   33.250272   
 23            NaN     8.729429e+10  0.000000   22.954626   19.270138   
 24            NaN     4.179486e+10  3.259604   25.990691   22.239834   
 25            NaN     2.483217e+10  0.000000   19.847523   15.553034   
 26            NaN     7.316232e+09  1.938736   12.713097    8.577219   
 27            NaN     7.316232e+09  1.938736   34.323792   31.856485   
 28            NaN     6.573325e+10  3.026775   26.492527   23.206245   
 29            NaN     3.189368e+11  2.671119   22.973030   19.419224   
 ...           ...              ...       ...         ...         ...   
 12408         NaN     5.056250e+06       NaN   21.781769   15.483255   
 12409      244.86     7.010400e+06  0.000000   81.915299   79.079840   
 12410         NaN     4.017240e+06  0.000000   81.170932   77.663421   
 12411      376.25     7.356000e+05  0.000000   99.948174   95.537151   
 12412         NaN     3.888920e+06  0.000000   87.570920   83.969205   
 12413         NaN     1.984620e+07       NaN   75.407136   71.818108   
 12414       25.29     6.832300e+04       NaN   74.325571   69.800186   
 12415         NaN     1.286390e+06       NaN   74.326206   71.452395   
 12416   288083.15     2.688590e+07  0.000000  119.400350  116.144516   
 12417         NaN     5.030700e+01  0.000000   38.738699   28.548106   
 12418    36351.78     1.135050e+07  0.000000  109.417050  106.961623   
 12419     3692.80     1.780572e+07  0.000000  154.628498  152.182557   
 12420    19908.41     5.944840e+07  0.966184   40.697373   35.075147   
 12421    48827.89     5.210880e+06       NaN   76.178661   73.965263   
 12422         NaN     1.482800e+05  0.000000   75.215875   71.779897   
 12423     2600.70     4.448800e+06  0.000000  133.840804  131.326021   
 12424     2567.61     1.252566e+07  0.000000   91.342208   87.270956   
 12425  2515546.14     3.091552e+10  4.538012   22.222945   18.696715   
 12426         NaN     1.591600e+03  0.000000   67.484003   59.262558   
 12427         NaN     1.521940e+06  0.000000   89.513927   84.829540   
 12428         NaN     1.248480e+06       NaN   28.559739   20.887197   
 12429   482664.93     4.657224e+06       NaN   86.378600   81.947455   
 12430    17524.38     2.991680e+07       NaN  101.475374   96.719098   
 12431         NaN     4.465000e+05  0.000000  104.242136  102.226844   
 12432         NaN     6.334572e+06  0.000000   85.435971   80.925916   
 12433    24278.37     3.852000e+07  0.000000   61.796031   57.546824   
 12434         NaN     3.197550e+06       NaN   78.176369   75.385296   
 12435         NaN     3.367200e+05       NaN   53.333219   48.175585   
 12436     1681.09     1.117523e+06  0.000000  156.856304  154.478336   
 12437  5266501.50     8.214359e+08  0.494896   46.552229   34.850839   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000280  0.135285  20040519  
 1      0.000004  0.022746  20040519  
 2     -0.202006  0.069097  20040519  
 3     -0.076391  0.283776  20040519  
 4     -0.132953  0.144134  20040519  
 5      0.064160  0.312324  20040519  
 6     -0.017131  0.013405  20040519  
 7      0.052620  0.088747  20040519  
 8      0.421132  0.830209  20040519  
 9      0.066204  0.105515  20040519  
 10     0.221348  0.646988  20040519  
 11     0.519448  0.849585  20040519  
 12     0.105673  0.382431  20040519  
 13     0.254204  0.413032  20040519  
 14     0.000004  0.041497  20040519  
 15     0.002016  0.218308  20040519  
 16     0.357311  0.578350  20040519  
 17     0.154842  0.266276  20040519  
 18     0.416418  0.688790  20040519  
 19     0.034674  0.182554  20040519  
 20     0.448133  0.676684  20040519  
 21    -0.131069  0.019580  20040519  
 22     0.493683  0.699832  20040519  
 23     0.026871  0.310751  20040519  
 24     0.205752  0.535684  20040519  
 25     0.194209  0.437048  20040519  
 26     0.000427  0.195435  20040519  
 27     0.184703  0.523775  20040519  
 28     0.419055  0.579288  20040519  
 29    -0.061283  0.252154  20040519  
 ...         ...       ...       ...  
 12408  0.000004  0.007618  20040519  
 12409  0.743400  0.913023  20040519  
 12410  0.706784  1.004564  20040519  
 12411  1.308623  1.474775  20040519  
 12412  0.808379  1.104964  20040519  
 12413  0.678211  1.088726  20040519  
 12414  1.022254  1.257669  20040519  
 12415  0.544807  0.720263  20040519  
 12416  1.114311  1.332259  20040519  
 12417  0.922601  1.208936  20040519  
 12418  0.748022  1.145132  20040519  
 12419  1.058594  1.238799  20040519  
 12420  0.339423  0.335171  20040519  
 12421  0.017477  0.408402  20040519  
 12422  0.418756  0.840522  20040519  
 12423  0.919587  1.227947  20040519  
 12424  1.020637  1.311868  20040519  
 12425  0.195078  0.297882  20040519  
 12426  1.142118  1.339395  20040519  
 12427  1.085563  1.457074  20040519  
 12428  0.000004  0.075177  20040519  
 12429  1.242746  1.445040  20040519  
 12430  1.234135  1.562485  20040519  
 12431  0.473277  0.709028  20040519  
 12432  0.389558  0.735688  20040519  
 12433  0.827767  1.043407  20040519  
 12434  0.344121  0.651193  20040519  
 12435  0.760023  1.052105  20040519  
 12436  0.984738  1.277400  20040519  
 12437  1.371229  1.474436  20040519  
 
 [12438 rows x 92 columns],
 '20040520':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.488            0.000               0.0   
 1      USA0011             0.674            0.000               0.0   
 2      USA0031            -0.585            0.000               0.0   
 3      USA0062            -0.289            0.432               0.0   
 4      USA00E2            -0.672            0.000               0.0   
 5      USA00F1            -0.561            0.000               0.0   
 6      USA00G2            -0.028            0.000               0.0   
 7      USA00H1            -0.023            0.000               0.0   
 8      USA00I1            -0.457            0.000               0.0   
 9      USA00J1             0.278            0.000               0.0   
 10     USA00K1            -0.426            0.000               0.0   
 11     USA00P1            -0.171            0.000               0.0   
 12     USA00R1             0.001            0.000               0.0   
 13     USA00S1            -2.505            0.000               0.0   
 14     USA00V1             0.065            0.000               0.0   
 15     USA0131            -1.118            1.000               0.0   
 16     USA0161            -0.394            1.000               0.0   
 17     USA01I1            -0.234            0.000               0.0   
 18     USA01J2            -0.754            0.000               0.0   
 19     USA01L1             0.594            0.000               0.0   
 20     USA01P1             0.119            0.000               0.0   
 21     USA01Q1            -1.030            0.000               0.0   
 22     USA0202            -0.121            0.000               0.0   
 23     USA0231            -0.217            0.000               0.0   
 24     USA0281            -1.614            0.000               0.0   
 25     USA0291            -0.038            0.000               0.0   
 26     USA02A1            -0.031            0.000               0.0   
 27     USA02B1            -0.024            0.000               0.0   
 28     USA02H1             0.033            0.000               0.0   
 29     USA02P1             0.068            0.145               0.0   
 ...        ...               ...              ...               ...   
 12409  USAZY41             0.709            0.000               0.0   
 12410  USAZY51             0.401            0.000               0.0   
 12411  USAZY61             0.343            0.000               0.0   
 12412  USAZY71             2.858            0.000               0.0   
 12413  USAZYI1             1.835            0.000               0.0   
 12414  USAZYJ1             0.236            0.000               0.0   
 12415  USAZYK1            -0.007            0.000               0.0   
 12416  USAZYM1             0.460            0.000               0.0   
 12417  USAZYR1             2.858            0.000               0.0   
 12418  USAZYS1            -0.330            0.000               0.0   
 12419  USAZYT1            -2.732            0.000               0.0   
 12420  USAZYV1             2.654            0.000               0.0   
 12421  USAZYX1             2.858            0.000               0.0   
 12422  USAZZ41             2.270            0.000               0.0   
 12423  USAZZ51            -0.222            0.000               0.0   
 12424  USAZZ61             0.105            0.000               0.0   
 12425  USAZZ71            -2.732            0.000               0.0   
 12426  USAZZ81             0.694            0.000               0.0   
 12427  USAZZ91             0.057            0.000               0.0   
 12428  USAZZA1            -0.034            0.000               0.0   
 12429  USAZZB1             0.126            0.000               0.0   
 12430  USAZZD1             2.858            0.000               0.0   
 12431  USAZZF1            -0.419            0.000               0.0   
 12432  USAZZI1             0.167            0.000               0.0   
 12433  USAZZJ1             0.865            0.000               0.0   
 12434  USAZZL1             2.808            0.000               0.0   
 12435  USAZZP1             0.448            0.000               0.0   
 12436  USAZZR1            -0.283            0.000               0.0   
 12437  USAZZX1            -2.732            0.000               0.0   
 12438  USAZZY1             0.049            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.095           0.000  ...           NaN          NaN   
 1            -2.094           0.000  ...           NaN          NaN   
 2            -2.471           0.000  ...           NaN       1600.0   
 3            -2.258           0.000  ...           NaN          NaN   
 4            -2.377           0.000  ...           NaN       1056.0   
 5            -1.956           0.000  ...           NaN        290.0   
 6            -2.131           0.000  ...           NaN          NaN   
 7            -1.983           0.000  ...           NaN          NaN   
 8            -1.202           0.000  ...           NaN          NaN   
 9            -1.954           0.866  ...           NaN       2300.0   
 10           -1.625           0.000  ...           NaN          NaN   
 11           -0.994           0.000  ...           NaN          NaN   
 12           -1.871           0.000  ...           NaN          NaN   
 13           -1.544           0.000  ...           NaN      50699.0   
 14           -2.094           0.000  ...           NaN          NaN   
 15           -2.079           0.000  ...           NaN        213.0   
 16           -1.338           0.000  ...           NaN          NaN   
 17           -1.771           0.000  ...           NaN       7305.0   
 18           -1.214           0.000  ...           NaN          NaN   
 19           -2.022           0.000  ...           NaN      88152.0   
 20           -1.144           0.000  ...           NaN          NaN   
 21           -2.369           1.000  ...           NaN      99585.0   
 22           -1.049           0.000  ...           NaN          NaN   
 23           -2.038           0.000  ...           NaN       1000.0   
 24           -1.648           0.000  ...           NaN        160.0   
 25           -1.683           0.000  ...           NaN          NaN   
 26           -2.094           0.000  ...           NaN          NaN   
 27           -1.703           0.000  ...           NaN          NaN   
 28           -1.209           0.000  ...           NaN       1605.0   
 29           -2.224           0.000  ...           NaN       1650.0   
 ...             ...             ...  ...           ...          ...   
 12409        -2.094           0.000  ...           NaN          NaN   
 12410        -0.519           0.000  ...           NaN          NaN   
 12411        -0.596           0.000  ...           NaN          NaN   
 12412         0.624           0.000  ...           NaN      45100.0   
 12413        -0.373           0.000  ...           NaN      57500.0   
 12414        -0.657           0.000  ...           NaN          NaN   
 12415         0.072           0.000  ...           NaN       2000.0   
 12416        -0.939           0.000  ...           NaN          NaN   
 12417         0.265           0.000  ...           NaN     200275.0   
 12418        -0.139           0.000  ...           NaN          NaN   
 12419        -0.431           0.000  ...           NaN      14750.0   
 12420         0.122           0.000  ...           NaN      31400.0   
 12421        -1.379           0.000  ...           NaN       2800.0   
 12422        -2.068           0.000  ...           NaN     215549.0   
 12423        -1.206           0.000  ...           NaN          NaN   
 12424        -0.143           0.000  ...           NaN     167500.0   
 12425         0.080           0.000  ...           NaN      15200.0   
 12426        -1.692           1.000  ...           NaN      17000.0   
 12427         0.326           0.000  ...           NaN          NaN   
 12428         0.199           0.000  ...           NaN          NaN   
 12429        -2.094           0.000  ...           NaN          NaN   
 12430         0.536           0.000  ...           NaN    9630112.0   
 12431         0.517           0.000  ...           NaN      11730.0   
 12432        -1.092           1.000  ...           NaN       1200.0   
 12433        -1.270           0.000  ...           NaN          0.0   
 12434        -0.343           0.000  ...           NaN       2000.0   
 12435        -1.365           1.000  ...           NaN          NaN   
 12436        -0.483           0.000  ...           NaN          NaN   
 12437        -0.010           0.000  ...           NaN      50000.0   
 12438         0.814           0.000  ...           NaN     222800.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.792469e+10  0.182149   15.562577   10.517411   
 1             NaN     5.074906e+09  0.000000   18.335926   12.999604   
 2             NaN     6.294059e+10  2.362562   29.480568   26.135952   
 3             NaN     2.846492e+10  2.168884   25.938535   23.450456   
 4             NaN     4.980951e+10  2.416601   26.401044   22.449107   
 5             NaN     1.825823e+11  0.362875   20.594277   17.682158   
 6             NaN     1.345154e+10  5.539359   20.537570   13.669389   
 7             NaN     6.907677e+10  0.000000   22.738690   16.486622   
 8             NaN     1.747656e+10  0.375587   33.903124   25.835128   
 9             NaN     4.245714e+10  1.717408   17.566379   14.036417   
 10            NaN     3.041889e+10  0.000000   41.440929   33.083193   
 11            NaN     2.631578e+10  1.278247   22.963037   17.985255   
 12            NaN     6.522137e+09  2.304219   15.087875   10.623333   
 13            NaN     1.999910e+10  1.333333   27.234935   23.979074   
 14            NaN     1.222719e+10  1.186944   15.112441   10.234249   
 15            NaN     3.434528e+10  1.592879   26.033361   22.328011   
 16            NaN     3.434528e+10  1.592879   29.223091   25.630829   
 17            NaN     2.879495e+10  0.163823   20.722081   18.366625   
 18            NaN     2.509158e+10  1.904027   31.659290   28.221553   
 19            NaN     9.567183e+10  3.191257   26.877319   21.999406   
 20            NaN     1.486289e+11  0.000000   33.477652   28.455127   
 21            NaN     1.216685e+11  1.977457   20.457213   17.028052   
 22            NaN     1.549154e+10  0.000000   36.122445   32.836781   
 23            NaN     8.765321e+10  0.000000   22.777941   19.017699   
 24            NaN     4.170515e+10  3.259604   25.881359   22.348056   
 25            NaN     2.444681e+10  0.000000   19.624573   15.326630   
 26            NaN     7.313366e+09  1.938736   12.703951    8.468904   
 27            NaN     7.313366e+09  1.938736   34.004573   31.454361   
 28            NaN     6.588872e+10  3.026775   26.098742   22.837758   
 29            NaN     3.187260e+11  2.671119   22.716389   19.124693   
 ...           ...              ...       ...         ...         ...   
 12409         NaN     5.056250e+06       NaN   21.607781   15.407933   
 12410         NaN     7.010400e+06  0.000000   81.854085   79.132199   
 12411         NaN     4.017240e+06  0.000000   75.215603   71.686074   
 12412      406.68     3.678000e+05  0.000000  102.472443   98.453219   
 12413     8525.61     3.774540e+06  0.000000   86.315002   82.702524   
 12414         NaN     1.984620e+07       NaN   75.047897   71.516897   
 12415       25.37     6.832300e+04       NaN   74.540829   70.154475   
 12416         NaN     1.286390e+06       NaN   73.995785   71.169716   
 12417   293005.58     2.578100e+07  0.000000  118.435251  115.150344   
 12418         NaN     5.030700e+01  0.000000   38.307643   28.193234   
 12419    35586.67     1.677900e+07  0.000000  124.372287  122.362385   
 12420     3439.63     1.112858e+07  0.000000  157.563668  155.233769   
 12421    21640.86     5.820232e+07  0.966184   41.581303   35.832298   
 12422    44082.72     5.048040e+06       NaN   75.133188   72.927356   
 12423         NaN     1.482800e+05  0.000000   74.261960   70.903378   
 12424     2652.49     4.448800e+06  0.000000  132.585928  130.118141   
 12425     1992.61     1.491150e+07  0.000000   95.397416   91.736341   
 12426  1595670.00     3.046061e+10  4.538012   21.688950   18.542773   
 12427         NaN     1.591600e+03  0.000000   66.584464   58.488163   
 12428         NaN     1.521940e+06  0.000000   88.217268   83.578573   
 12429         NaN     1.248480e+06       NaN   28.106129   20.647997   
 12430   468178.61     3.881020e+06       NaN   89.125817   85.003360   
 12431    18017.91     2.991680e+07       NaN  100.599235   96.048657   
 12432      285.00     4.465000e+05  0.000000  102.504190  100.539176   
 12433         NaN     6.275713e+06  0.000000   84.466363   80.022568   
 12434    24618.60     3.723600e+07  0.000000   61.673479   57.424105   
 12435         NaN     3.197550e+06       NaN   76.850380   74.143296   
 12436         NaN     3.367200e+05       NaN   52.503983   47.390820   
 12437     1632.91     1.422302e+06  0.000000  157.768037  155.393653   
 12438  5328845.77     8.269945e+08  0.494896   46.024309   34.407906   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000281  0.137355  20040520  
 1      0.000005  0.033571  20040520  
 2     -0.202107  0.062771  20040520  
 3     -0.077016  0.283266  20040520  
 4     -0.133379  0.138585  20040520  
 5      0.065477  0.304856  20040520  
 6     -0.017155  0.024257  20040520  
 7      0.052627  0.098845  20040520  
 8      0.421158  0.790053  20040520  
 9      0.066183  0.122103  20040520  
 10     0.221408  0.613745  20040520  
 11     0.519358  0.851238  20040520  
 12     0.105646  0.378347  20040520  
 13     0.259755  0.358087  20040520  
 14     0.000005  0.040056  20040520  
 15     0.007323  0.192359  20040520  
 16     0.357120  0.561409  20040520  
 17     0.152403  0.269376  20040520  
 18     0.415261  0.671878  20040520  
 19     0.033979  0.194387  20040520  
 20     0.448256  0.668374  20040520  
 21    -0.129430 -0.007144  20040520  
 22     0.493178  0.673355  20040520  
 23     0.026825  0.285582  20040520  
 24     0.210559  0.501858  20040520  
 25     0.194173  0.435299  20040520  
 26     0.000420  0.197509  20040520  
 27     0.184475  0.519995  20040520  
 28     0.417716  0.582999  20040520  
 29    -0.061317  0.257733  20040520  
 ...         ...       ...       ...  
 12409  0.000005  0.033410  20040520  
 12410  0.743445  0.954223  20040520  
 12411  0.706928  1.048454  20040520  
 12412  1.282505  1.477432  20040520  
 12413  0.812354  1.153917  20040520  
 12414  0.678304  1.104709  20040520  
 12415  1.022286  1.261668  20040520  
 12416  0.545188  0.738538  20040520  
 12417  1.113354  1.395368  20040520  
 12418  0.922705  1.216293  20040520  
 12419  0.784715  1.085638  20040520  
 12420  1.045839  1.343269  20040520  
 12421  0.337314  0.435300  20040520  
 12422  0.012675  0.452088  20040520  
 12423  0.418936  0.843583  20040520  
 12424  0.920579  1.234967  20040520  
 12425  1.026054  1.222655  20040520  
 12426  0.189906  0.307656  20040520  
 12427  1.142098  1.354046  20040520  
 12428  1.081974  1.464398  20040520  
 12429  0.000005  0.076110  20040520  
 12430  1.241101  1.497664  20040520  
 12431  1.231818  1.524564  20040520  
 12432  0.472996  0.715018  20040520  
 12433  0.389174  0.768438  20040520  
 12434  0.826219  1.101801  20040520  
 12435  0.344325  0.669276  20040520  
 12436  0.760074  1.057793  20040520  
 12437  0.983259  1.291335  20040520  
 12438  1.371953  1.495046  20040520  
 
 [12439 rows x 92 columns],
 '20040521':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.215            0.000               0.0   
 1      USA0011            -0.154            0.000               0.0   
 2      USA0031            -0.868            0.000               0.0   
 3      USA0062            -0.366            0.432               0.0   
 4      USA00E2            -0.686            0.000               0.0   
 5      USA00F1            -0.336            0.000               0.0   
 6      USA00G2            -0.160            0.000               0.0   
 7      USA00H1            -0.301            0.000               0.0   
 8      USA00I1             0.048            0.000               0.0   
 9      USA00J1            -0.469            0.000               0.0   
 10     USA00K1            -0.509            0.000               0.0   
 11     USA00P1             0.018            0.000               0.0   
 12     USA00R1            -0.175            0.000               0.0   
 13     USA00S1            -0.870            0.000               0.0   
 14     USA00V1             0.053            0.000               0.0   
 15     USA0131            -0.323            1.000               0.0   
 16     USA0161             0.467            1.000               0.0   
 17     USA01I1            -0.100            0.000               0.0   
 18     USA01J2            -0.295            0.000               0.0   
 19     USA01L1            -0.791            0.000               0.0   
 20     USA01P1            -0.335            0.000               0.0   
 21     USA01Q1            -0.642            0.000               0.0   
 22     USA0202            -0.142            0.000               0.0   
 23     USA0231            -0.211            0.000               0.0   
 24     USA0281            -0.012            0.000               0.0   
 25     USA0291            -0.208            0.000               0.0   
 26     USA02A1             0.029            0.000               0.0   
 27     USA02B1             0.043            0.000               0.0   
 28     USA02H1            -0.055            0.000               0.0   
 29     USA02P1             0.066            0.145               0.0   
 ...        ...               ...              ...               ...   
 12409  USAZY41             0.288            0.000               0.0   
 12410  USAZY51             0.471            0.000               0.0   
 12411  USAZY61             2.822            0.000               0.0   
 12412  USAZY71             0.512            0.000               0.0   
 12413  USAZYI1             0.109            0.000               0.0   
 12414  USAZYJ1             0.028            0.000               0.0   
 12415  USAZYK1             0.889            0.000               0.0   
 12416  USAZYM1            -2.878            0.000               0.0   
 12417  USAZYR1             0.460            0.000               0.0   
 12418  USAZYS1             0.276            0.000               0.0   
 12419  USAZYT1             2.648            0.000               0.0   
 12420  USAZYV1             0.280            0.000               0.0   
 12421  USAZYX1            -0.827            0.000               0.0   
 12422  USAZZ41            -0.153            0.000               0.0   
 12423  USAZZ51            -0.029            0.000               0.0   
 12424  USAZZ61             0.461            0.000               0.0   
 12425  USAZZ71             0.381            0.000               0.0   
 12426  USAZZ81            -1.122            0.000               0.0   
 12427  USAZZ91            -0.383            0.000               0.0   
 12428  USAZZA1             0.500            0.000               0.0   
 12429  USAZZB1            -0.082            0.000               0.0   
 12430  USAZZD1            -2.775            0.000               0.0   
 12431  USAZZF1             0.514            0.000               0.0   
 12432  USAZZI1            -0.145            0.000               0.0   
 12433  USAZZJ1            -2.878            0.000               0.0   
 12434  USAZZL1             0.367            0.000               0.0   
 12435  USAZZP1            -0.185            0.000               0.0   
 12436  USAZZR1             0.295            0.000               0.0   
 12437  USAZZX1            -2.850            0.000               0.0   
 12438  USAZZY1            -1.979            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.093           0.000  ...           NaN          NaN   
 1            -2.092           0.000  ...           NaN          NaN   
 2            -2.471           0.000  ...           NaN       1600.0   
 3            -2.256           0.000  ...           NaN          NaN   
 4            -2.377           0.000  ...           NaN       1056.0   
 5            -1.956           0.000  ...           NaN         14.0   
 6            -2.129           0.000  ...           NaN          NaN   
 7            -1.981           0.000  ...           NaN          NaN   
 8            -1.205           0.000  ...           NaN          NaN   
 9            -1.953           0.866  ...           NaN       2300.0   
 10           -1.625           0.000  ...           NaN          NaN   
 11           -0.994           0.000  ...           NaN          NaN   
 12           -1.867           0.000  ...           NaN          NaN   
 13           -1.535           0.000  ...           NaN      16665.0   
 14           -2.092           0.000  ...           NaN          NaN   
 15           -2.079           0.000  ...           NaN          NaN   
 16           -1.349           0.000  ...           NaN        100.0   
 17           -1.772           0.000  ...           NaN       7305.0   
 18           -1.217           0.000  ...           NaN          NaN   
 19           -2.023           0.000  ...           NaN          NaN   
 20           -1.146           0.000  ...           NaN          NaN   
 21           -2.367           1.000  ...           NaN          NaN   
 22           -1.054           0.000  ...           NaN          NaN   
 23           -2.036           0.000  ...           NaN       1000.0   
 24           -1.647           0.000  ...           NaN          NaN   
 25           -1.683           0.000  ...           NaN          NaN   
 26           -2.092           0.000  ...           NaN          NaN   
 27           -1.703           0.000  ...           NaN          NaN   
 28           -1.210           0.000  ...           NaN       1605.0   
 29           -2.223           0.000  ...           NaN       1650.0   
 ...             ...             ...  ...           ...          ...   
 12409        -2.092           0.000  ...           NaN          NaN   
 12410        -0.522           0.000  ...           NaN        250.0   
 12411        -0.672           0.000  ...           NaN       5000.0   
 12412         0.614           0.000  ...           NaN          NaN   
 12413        -0.373           0.000  ...           NaN          NaN   
 12414        -0.737           0.000  ...           NaN          NaN   
 12415         0.071           0.000  ...           NaN          NaN   
 12416        -0.877           0.000  ...           NaN       5000.0   
 12417         0.248           0.000  ...           NaN     178250.0   
 12418        -0.141           0.000  ...           NaN          NaN   
 12419        -0.495           0.000  ...           NaN       4250.0   
 12420         0.113           0.000  ...           NaN      20000.0   
 12421        -1.370           0.000  ...           NaN       2900.0   
 12422        -2.071           0.000  ...           NaN          NaN   
 12423        -1.210           0.000  ...           NaN          NaN   
 12424        -0.146           0.000  ...           NaN     107841.0   
 12425         0.076           0.000  ...           NaN          NaN   
 12426        -1.681           1.000  ...           NaN      27500.0   
 12427         0.326           0.000  ...           NaN          NaN   
 12428         0.196           0.000  ...           NaN       1000.0   
 12429        -2.092           0.000  ...           NaN          NaN   
 12430         0.554           0.000  ...           NaN   22082830.0   
 12431         0.523           0.000  ...           NaN       4072.0   
 12432        -1.091           1.000  ...           NaN          NaN   
 12433        -1.236           0.000  ...           NaN          0.0   
 12434        -0.342           0.000  ...           NaN       8000.0   
 12435        -1.371           1.000  ...           NaN          NaN   
 12436        -0.487           0.000  ...           NaN          NaN   
 12437         0.021           0.000  ...           NaN      75000.0   
 12438         0.855           0.000  ...           NaN     156500.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.874362e+10  0.182149   15.239864   10.472861   
 1             NaN     5.031317e+09  0.000000   17.974756   12.930199   
 2             NaN     6.245595e+10  2.362562   29.250021   26.136905   
 3             NaN     2.871491e+10  2.168884   25.560178   23.380091   
 4             NaN     4.991605e+10  2.416601   26.049610   22.334160   
 5             NaN     1.829474e+11  0.362875   20.379175   17.590883   
 6             NaN     1.338835e+10  5.539359   19.993137   13.594163   
 7             NaN     6.930896e+10  0.000000   22.256439   16.404949   
 8             NaN     1.766021e+10  0.375587   33.606370   25.736945   
 9             NaN     4.200088e+10  1.717408   17.253864   13.972322   
 10            NaN     3.056857e+10  0.000000   40.798632   32.950278   
 11            NaN     2.632172e+10  1.278247   22.746614   17.893962   
 12            NaN     6.613827e+09  2.304219   14.903011   10.567422   
 13            NaN     2.017648e+10  1.333333   26.961178   23.914802   
 14            NaN     1.238209e+10  1.186944   14.803072   10.181968   
 15            NaN     3.472938e+10  1.592879   25.629729   22.168358   
 16            NaN     3.472938e+10  1.592879   28.976991   25.551121   
 17            NaN     2.887721e+10  0.163823   20.472785   18.271977   
 18            NaN     2.535896e+10  1.904027   31.368655   28.085968   
 19            NaN     9.578942e+10  3.191257   26.559422   21.936764   
 20            NaN     1.491121e+11  0.000000   32.958467   28.248123   
 21            NaN     1.210557e+11  1.977457   20.375159   17.092969   
 22            NaN     1.582398e+10  0.000000   35.974193   32.699363   
 23            NaN     8.880688e+10  0.000000   22.352354   18.921719   
 24            NaN     4.185466e+10  3.259604   25.561768   22.245362   
 25            NaN     2.451906e+10  0.000000   19.225068   15.242027   
 26            NaN     7.313366e+09  1.938736   12.396734    8.441005   
 27            NaN     7.313366e+09  1.938736   33.625911   31.299893   
 28            NaN     6.529600e+10  3.026775   25.768313   22.715744   
 29            NaN     3.231542e+11  2.671119   22.296879   19.015474   
 ...           ...              ...       ...         ...         ...   
 12409         NaN     5.056250e+06       NaN   21.143090   15.379015   
 12410      258.50     7.010400e+06  0.000000   81.121129   78.566417   
 12411       26.00     2.454980e+06  0.000000   74.722669   71.334868   
 12412         NaN     3.678000e+05  0.000000   93.749059   89.258832   
 12413         NaN     3.774540e+06  0.000000   86.169242   82.803382   
 12414         NaN     1.984620e+07       NaN   73.905566   70.626573   
 12415         NaN     6.832300e+04       NaN   74.628973   70.442855   
 12416      405.78     1.513400e+06       NaN   74.077684   71.296591   
 12417   295188.29     2.578100e+07  0.000000  117.779613  114.761942   
 12418         NaN     5.030700e+01  0.000000   37.655737   28.054815   
 12419    34270.28     1.480500e+07  0.000000  124.665047  122.850260   
 12420     3280.95     1.112858e+07  0.000000  157.048493  154.830457   
 12421    23233.14     5.866960e+07  0.966184   40.668659   35.644159   
 12422         NaN     5.048040e+06       NaN   74.249422   72.193677   
 12423         NaN     1.482800e+05  0.000000   73.217382   70.076690   
 12424     2537.95     4.448800e+06  0.000000  132.036303  129.707458   
 12425         NaN     1.491150e+07  0.000000   94.723927   91.319161   
 12426  1586374.86     3.082842e+10  4.538012   21.472096   18.527929   
 12427         NaN     1.591600e+03  0.000000   65.796409   58.066379   
 12428    10121.16     1.521940e+06  0.000000   87.337724   83.023381   
 12429         NaN     1.248480e+06       NaN   27.564171   20.640530   
 12430   463174.96     4.657224e+06       NaN   86.248021   82.131481   
 12431    17853.06     2.991680e+07       NaN  100.212396   95.872959   
 12432         NaN     4.465000e+05  0.000000  101.593991   99.728716   
 12433         NaN     6.479464e+06  0.000000   84.068731   79.878593   
 12434    24224.51     3.723600e+07  0.000000   61.085324   57.142865   
 12435         NaN     3.197550e+06       NaN   75.325452   72.810927   
 12436         NaN     3.367200e+05       NaN   51.814109   46.959342   
 12437     1683.51     1.523895e+06  0.000000  157.372032  155.182049   
 12438  5218216.59     8.612725e+08  0.494896   45.443547   34.443288   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000291  0.138612  20040521  
 1      0.000005  0.023680  20040521  
 2     -0.201607  0.047670  20040521  
 3     -0.077510  0.268946  20040521  
 4     -0.134403  0.135024  20040521  
 5      0.064512  0.300073  20040521  
 6     -0.017357  0.020701  20040521  
 7      0.052754  0.088357  20040521  
 8      0.419641  0.846435  20040521  
 9      0.065859  0.109940  20040521  
 10     0.221004  0.645061  20040521  
 11     0.519097  0.871658  20040521  
 12     0.106342  0.381827  20040521  
 13     0.263438  0.367098  20040521  
 14     0.000005  0.047318  20040521  
 15     0.006251  0.212265  20040521  
 16     0.351313  0.576568  20040521  
 17     0.151289  0.268119  20040521  
 18     0.414015  0.681354  20040521  
 19     0.032915  0.177756  20040521  
 20     0.447544  0.658233  20040521  
 21    -0.129731  0.004262  20040521  
 22     0.491046  0.699381  20040521  
 23     0.026677  0.291611  20040521  
 24     0.210542  0.519305  20040521  
 25     0.193471  0.423083  20040521  
 26     0.000354  0.200530  20040521  
 27     0.183971  0.520623  20040521  
 28     0.417252  0.571600  20040521  
 29    -0.061561  0.255836  20040521  
 ...         ...       ...       ...  
 12409  0.000005  0.030627  20040521  
 12410  0.742550  0.947528  20040521  
 12411  0.671730  1.056567  20040521  
 12412  1.279767  1.527106  20040521  
 12413  0.812958  1.110465  20040521  
 12414  0.640948  1.064258  20040521  
 12415  1.022947  1.278481  20040521  
 12416  0.574611  0.706996  20040521  
 12417  1.106576  1.367196  20040521  
 12418  0.922724  1.218556  20040521  
 12419  0.755387  1.079266  20040521  
 12420  1.042751  1.348468  20040521  
 12421  0.341554  0.382462  20040521  
 12422  0.010066  0.426162  20040521  
 12423  0.417093  0.816970  20040521  
 12424  0.920446  1.225288  20040521  
 12425  1.025404  1.273109  20040521  
 12426  0.194484  0.283992  20040521  
 12427  1.143343  1.347029  20040521  
 12428  1.082080  1.441785  20040521  
 12429  0.000005  0.087970  20040521  
 12430  1.251004  1.456749  20040521  
 12431  1.236379  1.542285  20040521  
 12432  0.473606  0.716478  20040521  
 12433  0.405128  0.707721  20040521  
 12434  0.827403  1.076345  20040521  
 12435  0.341047  0.668100  20040521  
 12436  0.758853  1.056209  20040521  
 12437  0.999166  1.251276  20040521  
 12438  1.393499  1.476696  20040521  
 
 [12439 rows x 92 columns],
 '20040524':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.487            0.000               0.0   
 1      USA0011             0.602            0.000               0.0   
 2      USA0031            -1.042            0.000               0.0   
 3      USA0062             0.154            0.432               0.0   
 4      USA00E2            -1.217            0.000               0.0   
 5      USA00F1            -0.345            0.000               0.0   
 6      USA00G2            -1.089            0.000               0.0   
 7      USA00H1            -0.811            0.000               0.0   
 8      USA00I1             0.059            0.000               0.0   
 9      USA00J1            -0.408            0.000               0.0   
 10     USA00K1             0.205            0.000               0.0   
 11     USA00P1            -0.064            0.000               0.0   
 12     USA00R1            -0.139            0.000               0.0   
 13     USA00S1             0.375            0.000               0.0   
 14     USA00V1            -0.932            0.000               0.0   
 15     USA0131             0.286            1.000               0.0   
 16     USA0161            -2.830            1.000               0.0   
 17     USA01I1            -0.287            0.000               0.0   
 18     USA01J2             0.366            0.000               0.0   
 19     USA01L1             0.953            0.000               0.0   
 20     USA01P1            -1.550            0.000               0.0   
 21     USA01Q1            -0.574            0.000               0.0   
 22     USA0202            -0.346            0.000               0.0   
 23     USA0231            -0.052            0.000               0.0   
 24     USA0281            -0.279            0.000               0.0   
 25     USA0291            -0.147            0.000               0.0   
 26     USA02A1            -0.125            0.000               0.0   
 27     USA02B1            -2.020            0.000               0.0   
 28     USA02H1             0.063            0.000               0.0   
 29     USA02P1            -0.218            0.145               0.0   
 ...        ...               ...              ...               ...   
 12408  USAZY41            -0.637            0.000               0.0   
 12409  USAZY51             0.340            0.000               0.0   
 12410  USAZY61            -2.830            0.000               0.0   
 12411  USAZY71            -2.729            0.000               0.0   
 12412  USAZYI1             0.449            0.000               0.0   
 12413  USAZYJ1             0.232            0.000               0.0   
 12414  USAZYK1            -2.784            0.000               0.0   
 12415  USAZYM1             0.479            0.000               0.0   
 12416  USAZYR1            -0.314            0.000               0.0   
 12417  USAZYS1             0.644            0.000               0.0   
 12418  USAZYT1            -2.830            0.000               0.0   
 12419  USAZYV1             0.857            0.000               0.0   
 12420  USAZYX1             0.132            0.000               0.0   
 12421  USAZZ41             2.343            0.000               0.0   
 12422  USAZZ51            -2.830            0.000               0.0   
 12423  USAZZ61             2.791            0.000               0.0   
 12424  USAZZ71             0.811            0.000               0.0   
 12425  USAZZ81            -0.481            0.000               0.0   
 12426  USAZZ91             2.142            0.000               0.0   
 12427  USAZZA1             0.859            0.000               0.0   
 12428  USAZZB1            -0.648            0.000               0.0   
 12429  USAZZD1             2.791            0.000               0.0   
 12430  USAZZF1             2.791            0.000               0.0   
 12431  USAZZI1            -0.148            0.000               0.0   
 12432  USAZZJ1            -0.811            0.000               0.0   
 12433  USAZZL1             0.627            0.000               0.0   
 12434  USAZZP1            -0.230            0.000               0.0   
 12435  USAZZR1             0.684            0.000               0.0   
 12436  USAZZX1             2.791            0.000               0.0   
 12437  USAZZY1             2.464            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.095           0.000  ...           NaN          NaN   
 1            -2.094           0.000  ...           NaN          NaN   
 2            -2.470           0.000  ...           NaN       1600.0   
 3            -2.260           0.000  ...           NaN          NaN   
 4            -2.384           0.000  ...           NaN       1056.0   
 5            -1.960           0.000  ...           NaN         14.0   
 6            -2.131           0.000  ...           NaN          NaN   
 7            -1.983           0.000  ...           NaN          NaN   
 8            -1.210           0.000  ...           NaN          NaN   
 9            -1.959           0.866  ...           NaN       2300.0   
 10           -1.628           0.000  ...           NaN          NaN   
 11           -1.000           0.000  ...           NaN          NaN   
 12           -1.869           0.000  ...           NaN          NaN   
 13           -1.544           0.000  ...           NaN       1170.0   
 14           -2.094           0.000  ...           NaN          NaN   
 15           -2.087           0.000  ...           NaN          NaN   
 16           -1.299           0.000  ...           NaN        800.0   
 17           -1.778           0.000  ...           NaN       7305.0   
 18           -1.222           0.000  ...           NaN          NaN   
 19           -2.027           0.000  ...           NaN          NaN   
 20           -1.127           0.000  ...           NaN       1750.0   
 21           -2.370           1.000  ...           NaN          NaN   
 22           -1.062           0.000  ...           NaN          NaN   
 23           -2.038           0.000  ...           NaN       1000.0   
 24           -1.650           0.000  ...           NaN          NaN   
 25           -1.687           0.000  ...           NaN          NaN   
 26           -2.094           0.000  ...           NaN          NaN   
 27           -1.670           0.000  ...           NaN        350.0   
 28           -1.213           0.000  ...           NaN       1605.0   
 29           -2.225           0.000  ...           NaN       1650.0   
 ...             ...             ...  ...           ...          ...   
 12408        -2.094           0.000  ...           NaN          NaN   
 12409        -0.527           0.000  ...           NaN        500.0   
 12410        -0.621           0.000  ...           NaN       5000.0   
 12411         0.647           0.000  ...           NaN      28250.0   
 12412        -0.385           0.000  ...           NaN      91500.0   
 12413        -0.740           0.000  ...           NaN          NaN   
 12414         0.140           0.000  ...           NaN       3519.0   
 12415        -0.882           0.000  ...           NaN          NaN   
 12416         0.253           0.000  ...           NaN     170110.0   
 12417        -0.143           0.000  ...           NaN          NaN   
 12418        -0.457           0.000  ...           NaN      20200.0   
 12419         0.113           0.000  ...           NaN      10000.0   
 12420        -1.374           0.000  ...           NaN        100.0   
 12421        -2.107           0.000  ...           NaN     210400.0   
 12422        -1.126           0.000  ...           NaN       1000.0   
 12423        -0.188           0.000  ...           NaN     109700.0   
 12424         0.073           0.000  ...           NaN          NaN   
 12425        -1.687           1.000  ...           NaN     369100.0   
 12426         0.327           0.000  ...           NaN          NaN   
 12427         0.194           0.000  ...           NaN          NaN   
 12428        -2.094           0.000  ...           NaN          NaN   
 12429         0.524           0.000  ...           NaN   38709990.0   
 12430         0.464           0.000  ...           NaN       8510.0   
 12431        -1.098           1.000  ...           NaN          NaN   
 12432        -1.220           0.000  ...           NaN          0.0   
 12433        -0.349           0.000  ...           NaN          NaN   
 12434        -1.378           1.000  ...           NaN          NaN   
 12435        -0.491           0.000  ...           NaN          NaN   
 12436        -0.052           0.000  ...           NaN      98800.0   
 12437         0.840           0.000  ...           NaN     184600.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.888344e+10  0.182149   15.476192   10.601920   
 1             NaN     5.292846e+09  0.000000   18.611808   13.374871   
 2             NaN     6.183061e+10  2.362562   29.946162   26.664456   
 3             NaN     2.863733e+10  2.168884   25.914642   23.723415   
 4             NaN     4.968964e+10  2.416601   26.783902   22.856202   
 5             NaN     1.820346e+11  0.362875   20.516339   17.775226   
 6             NaN     1.324617e+10  5.539359   20.632375   14.017802   
 7             NaN     6.911547e+10  0.000000   23.081304   17.006305   
 8             NaN     1.758308e+10  0.375587   33.831299   26.006054   
 9             NaN     4.208235e+10  1.717408   17.992042   14.543429   
 10            NaN     3.123383e+10  0.000000   41.212466   33.302372   
 11            NaN     2.631578e+10  1.278247   22.788597   18.085466   
 12            NaN     6.631502e+09  2.304219   15.147792   10.843476   
 13            NaN     2.011499e+10  1.333333   27.067078   24.212517   
 14            NaN     1.238717e+10  1.186944   15.343097   10.499825   
 15            NaN     3.565763e+10  1.592879   25.852720   22.393814   
 16            NaN     3.565763e+10  1.592879   30.298520   26.718725   
 17            NaN     2.840530e+10  0.163823   20.786373   18.533690   
 18            NaN     2.569578e+10  1.904027   31.680356   28.376306   
 19            NaN     9.638803e+10  3.191257   27.150012   22.224876   
 20            NaN     1.491121e+11  0.000000   33.498623   28.816312   
 21            NaN     1.221588e+11  1.977457   21.268179   17.690810   
 22            NaN     1.610322e+10  0.000000   36.292396   33.057018   
 23            NaN     8.844796e+10  0.000000   22.554408   19.124356   
 24            NaN     4.224341e+10  3.259604   25.838078   22.513892   
 25            NaN     2.490443e+10  0.000000   19.367357   15.409124   
 26            NaN     7.456653e+09  1.938736   12.600470    8.551616   
 27            NaN     7.456653e+09  1.938736   34.464719   32.085056   
 28            NaN     6.486847e+10  3.026775   25.985157   22.954402   
 29            NaN     3.245248e+11  2.671119   22.660129   19.421009   
 ...           ...              ...       ...         ...         ...   
 12408         NaN     5.056250e+06       NaN   21.456231   15.519158   
 12409      294.14     8.082000e+06  0.000000   82.437601   79.913790   
 12410       59.52     3.124520e+06  0.000000   70.795341   66.898251   
 12411      375.69     7.356000e+05  0.000000   93.283942   88.899914   
 12412     9670.38     3.774540e+06  0.000000   86.851021   83.546855   
 12413         NaN     1.984620e+07       NaN   74.742373   71.529389   
 12414       27.62     6.832300e+05       NaN   74.391631   70.065274   
 12415         NaN     1.513400e+06       NaN   75.649209   72.979790   
 12416   251199.06     2.614930e+07  0.000000  119.562580  116.621371   
 12417         NaN     5.030700e+01  0.000000   38.079461   28.430588   
 12418    33670.89     1.628550e+07  0.000000  127.360924  125.517759   
 12419     3396.81     1.112858e+07  0.000000  160.135286  157.944157   
 12420    25358.48     5.861768e+07  0.966184   41.214284   36.070477   
 12421    34023.44     4.722360e+06       NaN   75.667647   73.569339   
 12422        6.19     2.224200e+05  0.000000   80.295469   77.280935   
 12423     2360.13     3.892700e+06  0.000000  135.380779  133.042384   
 12424         NaN     1.491150e+07  0.000000   96.828810   93.497703   
 12425  2044295.14     3.063592e+10  4.538012   22.205968   19.083205   
 12426         NaN     1.591600e+03  0.000000   66.810906   58.830351   
 12427         NaN     1.521940e+06  0.000000   88.378023   84.070862   
 12428         NaN     1.248480e+06       NaN   28.052006   20.906541   
 12429   362914.01     3.492918e+06       NaN   93.417128   89.735079   
 12430    14387.98     2.524230e+07       NaN  103.160274   98.864906   
 12431         NaN     4.465000e+05  0.000000  102.586651  100.655059   
 12432         NaN     6.688827e+06  0.000000   85.269795   80.962283   
 12433         NaN     3.723600e+07  0.000000   61.718040   57.803761   
 12434         NaN     3.197550e+06       NaN   77.303837   74.806267   
 12435         NaN     3.367200e+05       NaN   52.247605   47.407507   
 12436     1508.11     1.117523e+06  0.000000  162.741550  160.642568   
 12437  5295766.95     8.588020e+08  0.494896   46.762617   35.500810   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000299  0.122697  20040524  
 1      0.000004  0.036100  20040524  
 2     -0.201666  0.027446  20040524  
 3     -0.078118  0.264656  20040524  
 4     -0.136836  0.110564  20040524  
 5      0.063525  0.298855  20040524  
 6     -0.017525 -0.007853  20040524  
 7      0.052839  0.063791  20040524  
 8      0.418584  0.842726  20040524  
 9      0.064223  0.089878  20040524  
 10     0.220817  0.641265  20040524  
 11     0.517841  0.866976  20040524  
 12     0.106569  0.373446  20040524  
 13     0.260497  0.389913  20040524  
 14     0.000004  0.022626  20040524  
 15     0.003523  0.225660  20040524  
 16     0.376398  0.533490  20040524  
 17     0.149640  0.255482  20040524  
 18     0.412870  0.685821  20040524  
 19     0.031818  0.200399  20040524  
 20     0.457511  0.629862  20040524  
 21    -0.130184 -0.011729  20040524  
 22     0.488414  0.682337  20040524  
 23     0.026598  0.288576  20040524  
 24     0.210243  0.509651  20040524  
 25     0.192954  0.430644  20040524  
 26     0.000296  0.193073  20040524  
 27     0.200641  0.486624  20040524  
 28     0.416968  0.565777  20040524  
 29    -0.061530  0.248576  20040524  
 ...         ...       ...       ...  
 12408  0.000004  0.011660  20040524  
 12409  0.741298  0.946647  20040524  
 12410  0.697187  1.064144  20040524  
 12411  1.296768  1.459371  20040524  
 12412  0.808582  1.091624  20040524  
 12413  0.640535  1.052142  20040524  
 12414  1.056777  1.233624  20040524  
 12415  0.573550  0.745677  20040524  
 12416  1.110397  1.349221  20040524  
 12417  0.923349  1.248693  20040524  
 12418  0.774709  1.065783  20040524  
 12419  1.044048  1.363919  20040524  
 12420  0.340651  0.390353  20040524  
 12421 -0.006076  0.448375  20040524  
 12422  0.458162  0.796714  20040524  
 12423  0.901719  1.247417  20040524  
 12424  1.025390  1.277708  20040524  
 12425  0.192660  0.284227  20040524  
 12426  1.145214  1.389377  20040524  
 12427  1.082472  1.449181  20040524  
 12428  0.000004  0.071154  20040524  
 12429  1.238768  1.462733  20040524  
 12430  1.210411  1.560456  20040524  
 12431  0.471290  0.710073  20040524  
 12432  0.413574  0.743385  20040524  
 12433  0.825717  1.073531  20040524  
 12434  0.338958  0.651808  20040524  
 12435  0.758487  1.062385  20040524  
 12436  0.966226  1.274070  20040524  
 12437  1.387911  1.554133  20040524  
 
 [12438 rows x 92 columns],
 '20040525':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.726            0.000               0.0   
 1      USA0011             0.375            0.000               0.0   
 2      USA0031            -0.464            0.000               0.0   
 3      USA0062            -0.520            0.432               0.0   
 4      USA00E2            -0.374            0.000               0.0   
 5      USA00F1            -0.247            0.000               0.0   
 6      USA00G2            -1.040            0.000               0.0   
 7      USA00H1            -0.484            0.000               0.0   
 8      USA00I1             0.236            0.000               0.0   
 9      USA00J1             0.438            0.000               0.0   
 10     USA00K1            -0.110            0.000               0.0   
 11     USA00P1             0.532            0.000               0.0   
 12     USA00R1             0.296            0.000               0.0   
 13     USA00S1             0.535            0.000               0.0   
 14     USA00V1            -0.480            0.000               0.0   
 15     USA0131            -0.399            1.000               0.0   
 16     USA0161             0.441            1.000               0.0   
 17     USA01I1            -0.158            0.000               0.0   
 18     USA01J2            -0.009            0.000               0.0   
 19     USA01L1             0.143            0.000               0.0   
 20     USA01P1            -0.379            0.000               0.0   
 21     USA01Q1             0.189            0.000               0.0   
 22     USA0202            -0.392            0.000               0.0   
 23     USA0231            -0.229            0.000               0.0   
 24     USA0281            -0.215            0.000               0.0   
 25     USA0291            -0.551            0.000               0.0   
 26     USA02A1            -0.395            0.000               0.0   
 27     USA02B1            -0.221            0.000               0.0   
 28     USA02H1             0.234            0.000               0.0   
 29     USA02P1            -0.653            0.145               0.0   
 ...        ...               ...              ...               ...   
 12408  USAZY41            -0.203            0.000               0.0   
 12409  USAZY51             0.821            0.000               0.0   
 12410  USAZY61            -0.202            0.000               0.0   
 12411  USAZY71            -2.763            0.000               0.0   
 12412  USAZYI1            -0.045            0.000               0.0   
 12413  USAZYJ1             0.061            0.000               0.0   
 12414  USAZYK1             0.594            0.000               0.0   
 12415  USAZYM1             0.470            0.000               0.0   
 12416  USAZYR1             2.850            0.000               0.0   
 12417  USAZYS1             0.397            0.000               0.0   
 12418  USAZYT1             2.291            0.000               0.0   
 12419  USAZYV1             0.651            0.000               0.0   
 12420  USAZYX1             0.269            0.000               0.0   
 12421  USAZZ41             1.044            0.000               0.0   
 12422  USAZZ51            -0.040            0.000               0.0   
 12423  USAZZ61            -2.763            0.000               0.0   
 12424  USAZZ71             0.806            0.000               0.0   
 12425  USAZZ81             0.256            0.000               0.0   
 12426  USAZZ91             0.923            0.000               0.0   
 12427  USAZZA1             0.900            0.000               0.0   
 12428  USAZZB1            -1.447            0.000               0.0   
 12429  USAZZD1             1.659            0.000               0.0   
 12430  USAZZF1            -2.763            0.000               0.0   
 12431  USAZZI1             0.248            0.000               0.0   
 12432  USAZZJ1            -1.631            0.000               0.0   
 12433  USAZZL1            -2.763            0.000               0.0   
 12434  USAZZP1             0.092            0.000               0.0   
 12435  USAZZR1             0.551            0.000               0.0   
 12436  USAZZX1            -2.763            0.000               0.0   
 12437  USAZZY1            -1.030            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.107           0.000  ...           NaN          NaN   
 1            -2.106           0.000  ...           NaN          NaN   
 2            -2.470           0.000  ...           NaN       1600.0   
 3            -2.267           0.000  ...           NaN          NaN   
 4            -2.386           0.000  ...           NaN       1056.0   
 5            -1.980           0.000  ...           NaN         14.0   
 6            -2.143           0.000  ...           NaN          NaN   
 7            -1.996           0.000  ...           NaN          NaN   
 8            -1.257           0.000  ...           NaN          NaN   
 9            -1.976           0.866  ...           NaN       2300.0   
 10           -1.655           0.000  ...           NaN          NaN   
 11           -1.009           0.000  ...           NaN          NaN   
 12           -1.875           0.000  ...           NaN          NaN   
 13           -1.603           0.000  ...           NaN          NaN   
 14           -2.106           0.000  ...           NaN          NaN   
 15           -2.106           0.000  ...           NaN          NaN   
 16           -1.372           0.000  ...           NaN       1000.0   
 17           -1.802           0.000  ...           NaN       7305.0   
 18           -1.270           0.000  ...           NaN          NaN   
 19           -2.048           0.000  ...           NaN          NaN   
 20           -1.173           0.000  ...           NaN          NaN   
 21           -2.373           1.000  ...           NaN          NaN   
 22           -1.111           0.000  ...           NaN          NaN   
 23           -2.049           0.000  ...           NaN       1000.0   
 24           -1.674           0.000  ...           NaN          NaN   
 25           -1.833           0.000  ...           NaN          NaN   
 26           -2.106           0.000  ...           NaN          NaN   
 27           -1.680           0.000  ...           NaN          NaN   
 28           -1.240           0.000  ...           NaN       1605.0   
 29           -2.209           0.000  ...           NaN       1650.0   
 ...             ...             ...  ...           ...          ...   
 12408        -2.106           0.000  ...           NaN          NaN   
 12409        -0.548           0.000  ...           NaN        300.0   
 12410        -0.642           0.000  ...           NaN          NaN   
 12411         0.879           0.000  ...           NaN       3650.0   
 12412        -0.383           0.000  ...           NaN      10000.0   
 12413        -0.756           0.000  ...           NaN          NaN   
 12414         0.147           0.000  ...           NaN       5000.0   
 12415        -0.901           0.000  ...           NaN          NaN   
 12416         0.069           0.000  ...           NaN     301974.0   
 12417        -0.157           0.000  ...           NaN          NaN   
 12418        -0.873           0.000  ...           NaN      65000.0   
 12419         0.097           0.000  ...           NaN      11250.0   
 12420        -1.441           0.000  ...           NaN        500.0   
 12421        -2.172           0.000  ...           NaN     164750.0   
 12422        -1.140           0.000  ...           NaN          NaN   
 12423         0.040           0.000  ...           NaN      51569.0   
 12424         0.048           0.000  ...           NaN          NaN   
 12425        -1.714           1.000  ...           NaN     185200.0   
 12426         0.328           0.000  ...           NaN          NaN   
 12427         0.177           0.000  ...           NaN       5300.0   
 12428        -2.106           0.000  ...           NaN          NaN   
 12429         0.521           0.000  ...           NaN   16194540.0   
 12430         0.687           0.000  ...           NaN      14508.0   
 12431        -1.119           1.000  ...           NaN          NaN   
 12432        -1.104           0.000  ...           NaN          0.0   
 12433        -0.065           0.000  ...           NaN      16400.0   
 12434        -1.391           1.000  ...           NaN          NaN   
 12435        -0.506           0.000  ...           NaN          NaN   
 12436         0.018           0.000  ...           NaN     106000.0   
 12437         1.064           0.000  ...           NaN     169300.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.984219e+10  0.182149   15.509764   10.874031   
 1             NaN     5.529468e+09  0.000000   18.996568   13.949851   
 2             NaN     6.350340e+10  2.362562   30.486829   27.338795   
 3             NaN     2.896491e+10  2.168884   26.512294   24.339459   
 4             NaN     4.614704e+10  2.416601   27.161941   23.442520   
 5             NaN     1.877721e+11  0.362875   20.793866   18.220984   
 6             NaN     1.302501e+10  5.539359   21.228574   14.561841   
 7             NaN     7.000553e+10  0.000000   23.239859   17.438343   
 8             NaN     1.788794e+10  0.375587   33.882817   26.803931   
 9             NaN     4.296229e+10  1.717408   18.397602   14.953832   
 10            NaN     3.196561e+10  0.000000   41.653422   34.251635   
 11            NaN     2.691022e+10  1.278247   22.917997   18.757038   
 12            NaN     6.709936e+09  2.304219   14.944092   11.168475   
 13            NaN     2.076775e+10  1.333333   27.617302   24.928470   
 14            NaN     1.245320e+10  1.186944   15.478313   10.823983   
 15            NaN     3.576966e+10  1.592879   26.231172   22.955501   
 16            NaN     3.576966e+10  1.592879   30.414742   27.501079   
 17            NaN     2.908069e+10  0.163823   21.187609   18.965100   
 18            NaN     2.592149e+10  1.904027   31.932161   29.114553   
 19            NaN     9.799147e+10  3.191257   27.454094   22.800579   
 20            NaN     1.533231e+11  0.000000   33.755079   29.583342   
 21            NaN     1.235317e+11  1.977457   21.581867   18.093197   
 22            NaN     1.646226e+10  0.000000   36.729360   33.965849   
 23            NaN     9.047329e+10  0.000000   23.089237   19.639677   
 24            NaN     4.261221e+10  3.259604   26.150086   23.083952   
 25            NaN     2.577151e+10  0.000000   19.202091   15.764312   
 26            NaN     7.427995e+09  1.938736   12.436284    8.774567   
 27            NaN     7.427995e+09  1.938736   34.840589   32.918517   
 28            NaN     6.530572e+10  3.026775   26.420889   23.559963   
 29            NaN     3.290585e+11  2.671119   23.012501   19.875325   
 ...           ...              ...       ...         ...         ...   
 12408         NaN     5.056250e+06       NaN   21.876720   15.923525   
 12409      297.14     8.082000e+06  0.000000   83.087011   80.778352   
 12410         NaN     3.124520e+06  0.000000   73.050780   69.667139   
 12411      366.08     1.103400e+06  0.000000  106.073655  102.575611   
 12412     9380.82     3.774540e+06  0.000000   88.063823   85.042001   
 12413         NaN     1.984620e+07       NaN   75.649641   72.748986   
 12414       28.64     6.832300e+05       NaN   77.519931   73.858667   
 12415         NaN     1.513400e+06       NaN   75.149263   72.608939   
 12416   248977.40     2.467610e+07  0.000000  122.675949  120.132305   
 12417         NaN     5.030700e+01  0.000000   37.932469   29.244384   
 12418    32938.12     1.332450e+07  0.000000  132.487341  131.132716   
 12419     3280.76     1.112858e+07  0.000000  163.831546  161.907512   
 12420    24462.64     5.866960e+07  0.966184   41.990171   37.002689   
 12421    33525.33     4.559520e+06       NaN   76.547205   74.538489   
 12422         NaN     2.224200e+05  0.000000   82.788409   80.165289   
 12423     2271.61     4.448800e+06  0.000000  139.264460  137.077580   
 12424         NaN     1.491150e+07  0.000000   98.314855   95.370092   
 12425  2210766.95     3.029985e+10  4.538012   22.604922   19.559592   
 12426         NaN     1.591600e+03  0.000000   67.463763   60.356409   
 12427     9861.11     1.521940e+06  0.000000   91.005089   87.293879   
 12428         NaN     1.251480e+06       NaN   28.499271   21.441986   
 12429   353042.96     3.492918e+06       NaN   89.889283   86.325477   
 12430    14789.11     2.991680e+07       NaN  106.658630  102.915257   
 12431         NaN     4.465000e+05  0.000000  104.034535  102.269535   
 12432         NaN     6.871571e+06  0.000000   87.011982   82.922753   
 12433    23206.47     4.108800e+07  0.000000   64.356257   60.653907   
 12434         NaN     3.197550e+06       NaN   78.149161   75.820934   
 12435         NaN     3.367200e+05       NaN   52.968085   48.632238   
 12436     1497.38     1.219116e+06  0.000000  166.754916  164.813323   
 12437  5387153.00     9.153143e+08  0.494896   46.854914   36.439070   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000329  0.102121  20040525  
 1      0.000003  0.057023  20040525  
 2     -0.191355  0.025410  20040525  
 3     -0.076020  0.251243  20040525  
 4     -0.132337  0.110962  20040525  
 5      0.059105  0.298575  20040525  
 6     -0.017716 -0.012043  20040525  
 7      0.051621  0.097641  20040525  
 8      0.400113  0.782888  20040525  
 9      0.061090  0.112896  20040525  
 10     0.212467  0.593222  20040525  
 11     0.517521  0.883105  20040525  
 12     0.108947  0.362114  20040525  
 13     0.237061  0.381866  20040525  
 14     0.000003  0.004925  20040525  
 15    -0.000158  0.196733  20040525  
 16     0.346117  0.520308  20040525  
 17     0.143143  0.260539  20040525  
 18     0.394387  0.640467  20040525  
 19     0.027252  0.176911  20040525  
 20     0.440178  0.599013  20040525  
 21    -0.126157 -0.032202  20040525  
 22     0.469428  0.619793  20040525  
 23     0.026711  0.266888  20040525  
 24     0.203806  0.476029  20040525  
 25     0.128605  0.335982  20040525  
 26     0.000052  0.182257  20040525  
 27     0.200863  0.491044  20040525  
 28     0.408386  0.574030  20040525  
 29    -0.048708  0.241638  20040525  
 ...         ...       ...       ...  
 12408  0.000003  0.043102  20040525  
 12409  0.734953  0.976165  20040525  
 12410  0.690262  1.115764  20040525  
 12411  1.407582  1.465212  20040525  
 12412  0.812414  1.084950  20040525  
 12413  0.636682  1.054508  20040525  
 12414  1.062299  1.292241  20040525  
 12415  0.568136  0.739711  20040525  
 12416  1.025569  1.341762  20040525  
 12417  0.919213  1.254469  20040525  
 12418  0.581565  0.953850  20040525  
 12419  1.038883  1.367814  20040525  
 12420  0.313558  0.417352  20040525  
 12421 -0.030989  0.421143  20040525  
 12422  0.455569  0.758594  20040525  
 12423  1.012195  1.268030  20040525  
 12424  1.016026  1.275949  20040525  
 12425  0.184793  0.259284  20040525  
 12426  1.147662  1.389747  20040525  
 12427  1.076509  1.447402  20040525  
 12428  0.000003  0.042832  20040525  
 12429  1.239147  1.537032  20040525  
 12430  1.317405  1.541799  20040525  
 12431  0.465633  0.707532  20040525  
 12432  0.472286  0.804604  20040525  
 12433  0.962620  1.151662  20040525  
 12434  0.337363  0.655632  20040525  
 12435  0.754579  1.059768  20040525  
 12436  1.001477  1.291894  20040525  
 12437  1.494945  1.621732  20040525  
 
 [12438 rows x 92 columns],
 '20040526':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.030            0.000               0.0   
 1      USA0011            -0.062            0.000               0.0   
 2      USA0031             0.319            0.000               0.0   
 3      USA0062            -1.044            0.432               0.0   
 4      USA00E2             0.218            0.000               0.0   
 5      USA00F1             0.216            0.000               0.0   
 6      USA00G2            -1.345            0.000               0.0   
 7      USA00H1             0.483            0.000               0.0   
 8      USA00I1             0.455            0.000               0.0   
 9      USA00J1            -0.031            0.000               0.0   
 10     USA00K1             1.040            0.000               0.0   
 11     USA00P1             0.077            0.000               0.0   
 12     USA00R1             0.226            0.000               0.0   
 13     USA00S1            -2.418            0.000               0.0   
 14     USA00V1             0.123            0.000               0.0   
 15     USA0131             0.111            1.000               0.0   
 16     USA0161             0.323            1.000               0.0   
 17     USA01I1             0.098            0.000               0.0   
 18     USA01J2             0.423            0.000               0.0   
 19     USA01L1            -0.814            0.000               0.0   
 20     USA01P1             0.562            0.000               0.0   
 21     USA01Q1             0.119            0.000               0.0   
 22     USA0202             0.644            0.000               0.0   
 23     USA0231             0.487            0.000               0.0   
 24     USA0281             0.435            0.000               0.0   
 25     USA0291             0.416            0.000               0.0   
 26     USA02A1            -0.029            0.000               0.0   
 27     USA02B1             0.840            0.000               0.0   
 28     USA02H1             0.586            0.000               0.0   
 29     USA02P1             0.387            0.145               0.0   
 ...        ...               ...              ...               ...   
 12408  USAZY41            -0.976            0.000               0.0   
 12409  USAZY51             0.068            0.000               0.0   
 12410  USAZY61            -0.309            0.000               0.0   
 12411  USAZY71             0.387            0.000               0.0   
 12412  USAZYI1            -2.797            0.000               0.0   
 12413  USAZYJ1            -2.797            0.000               0.0   
 12414  USAZYK1             0.193            0.000               0.0   
 12415  USAZYM1             2.767            0.000               0.0   
 12416  USAZYR1            -2.498            0.000               0.0   
 12417  USAZYS1             0.101            0.000               0.0   
 12418  USAZYT1            -2.797            0.000               0.0   
 12419  USAZYV1             0.101            0.000               0.0   
 12420  USAZYX1             0.147            0.000               0.0   
 12421  USAZZ41             2.767            0.000               0.0   
 12422  USAZZ51            -0.062            0.000               0.0   
 12423  USAZZ61             2.767            0.000               0.0   
 12424  USAZZ71             0.029            0.000               0.0   
 12425  USAZZ81             0.632            0.000               0.0   
 12426  USAZZ91            -0.726            0.000               0.0   
 12427  USAZZA1             0.066            0.000               0.0   
 12428  USAZZB1            -0.349            0.000               0.0   
 12429  USAZZD1             0.435            0.000               0.0   
 12430  USAZZF1            -2.758            0.000               0.0   
 12431  USAZZI1             0.133            0.000               0.0   
 12432  USAZZJ1            -2.797            0.000               0.0   
 12433  USAZZL1            -0.023            0.000               0.0   
 12434  USAZZP1            -2.797            0.000               0.0   
 12435  USAZZR1            -0.019            0.000               0.0   
 12436  USAZZX1            -2.797            0.000               0.0   
 12437  USAZZY1             0.142            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.109           0.000  ...           NaN          NaN   
 1            -2.108           0.000  ...           NaN          NaN   
 2            -2.471           0.000  ...           NaN       1600.0   
 3            -2.261           0.000  ...           NaN        960.0   
 4            -2.388           0.000  ...           NaN       1056.0   
 5            -1.984           0.000  ...           NaN         14.0   
 6            -2.146           0.000  ...           NaN          NaN   
 7            -1.998           0.000  ...           NaN          NaN   
 8            -1.260           0.000  ...           NaN          NaN   
 9            -1.979           0.866  ...           NaN       2300.0   
 10           -1.657           0.000  ...           NaN          NaN   
 11           -1.011           0.000  ...           NaN          NaN   
 12           -1.876           0.000  ...           NaN          NaN   
 13           -1.566           0.000  ...           NaN       3647.0   
 14           -2.108           0.000  ...           NaN          NaN   
 15           -2.109           0.000  ...           NaN          NaN   
 16           -1.377           0.000  ...           NaN        900.0   
 17           -1.806           0.000  ...           NaN       7305.0   
 18           -1.272           0.000  ...           NaN          NaN   
 19           -2.052           0.000  ...           NaN          NaN   
 20           -1.175           0.000  ...           NaN          NaN   
 21           -2.376           1.000  ...           NaN          NaN   
 22           -1.114           0.000  ...           NaN          NaN   
 23           -2.052           0.000  ...           NaN       1000.0   
 24           -1.676           0.000  ...           NaN          NaN   
 25           -1.836           0.000  ...           NaN          NaN   
 26           -2.108           0.000  ...           NaN          NaN   
 27           -1.683           0.000  ...           NaN          NaN   
 28           -1.246           0.000  ...           NaN       1605.0   
 29           -2.214           0.000  ...           NaN       1650.0   
 ...             ...             ...  ...           ...          ...   
 12408        -2.108           0.000  ...           NaN          NaN   
 12409        -0.549           0.000  ...           NaN          NaN   
 12410        -0.643           0.000  ...           NaN          NaN   
 12411         0.875           0.000  ...           NaN          NaN   
 12412        -0.363           0.000  ...           NaN      10000.0   
 12413        -0.564           0.000  ...           NaN        998.0   
 12414         0.145           0.000  ...           NaN       2000.0   
 12415        -0.934           0.000  ...           NaN        100.0   
 12416         0.075           0.000  ...           NaN     187321.0   
 12417        -0.158           0.000  ...           NaN          NaN   
 12418        -0.831           0.000  ...           NaN      21780.0   
 12419         0.096           0.000  ...           NaN      21000.0   
 12420        -1.447           0.000  ...           NaN       1800.0   
 12421        -2.187           0.000  ...           NaN     203400.0   
 12422        -1.138           0.000  ...           NaN          NaN   
 12423         0.003           0.000  ...           NaN     452575.0   
 12424         0.046           0.000  ...           NaN          NaN   
 12425        -1.724           1.000  ...           NaN      60500.0   
 12426         0.326           0.000  ...           NaN          NaN   
 12427         0.176           0.000  ...           NaN          NaN   
 12428        -2.108           0.000  ...           NaN          NaN   
 12429         0.520           0.000  ...           NaN    6852120.0   
 12430         0.698           0.000  ...           NaN      30000.0   
 12431        -1.119           1.000  ...           NaN          NaN   
 12432        -1.087           0.000  ...           NaN          0.0   
 12433        -0.068           0.000  ...           NaN       2500.0   
 12434        -1.292           1.000  ...           NaN      10000.0   
 12435        -0.506           0.000  ...           NaN          NaN   
 12436         0.031           0.000  ...           NaN      70000.0   
 12437         1.040           0.000  ...           NaN     174200.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.982222e+10  0.182149   15.594599   10.792169   
 1             NaN     5.610417e+09  0.000000   18.964508   13.826832   
 2             NaN     6.416001e+10  2.362562   30.221610   27.101939   
 3             NaN     2.895629e+10  2.168884   26.478679   24.238658   
 4             NaN     4.681295e+10  2.416601   27.031317   23.276096   
 5             NaN     1.880590e+11  0.362875   20.729840   18.054418   
 6             NaN     1.311979e+10  5.539359   21.620539   14.859209   
 7             NaN     7.074080e+10  0.000000   23.132114   17.323230   
 8             NaN     1.792467e+10  0.375587   33.615652   26.653262   
 9             NaN     4.317413e+10  1.717408   18.208385   14.816005   
 10            NaN     3.248118e+10  0.000000   41.568262   34.171609   
 11            NaN     2.665461e+10  1.278247   22.698513   18.599334   
 12            NaN     6.651387e+09  2.304219   15.083099   11.086683   
 13            NaN     2.094040e+10  1.333333   28.385630   25.551014   
 14            NaN     1.248113e+10  1.186944   15.474899   10.728998   
 15            NaN     3.581767e+10  1.592879   26.048449   22.781070   
 16            NaN     3.581767e+10  1.592879   30.238385   27.327583   
 17            NaN     2.931015e+10  0.163823   20.932544   18.804376   
 18            NaN     2.599094e+10  1.904027   31.810991   28.904370   
 19            NaN     9.725389e+10  3.191257   27.522902   22.699725   
 20            NaN     1.541515e+11  0.000000   33.663677   29.466046   
 21            NaN     1.231149e+11  1.977457   21.217937   17.853093   
 22            NaN     1.679469e+10  0.000000   36.547499   33.838128   
 23            NaN     9.060148e+10  0.000000   22.776591   19.498898   
 24            NaN     4.265208e+10  3.259604   25.948024   22.921374   
 25            NaN     2.697579e+10  0.000000   19.250233   15.725570   
 26            NaN     7.422264e+09  1.938736   12.607711    8.732370   
 27            NaN     7.422264e+09  1.938736   34.799020   32.760723   
 28            NaN     6.668549e+10  3.026775   26.190225   23.410629   
 29            NaN     3.299020e+11  2.671119   22.756384   19.557954   
 ...           ...              ...       ...         ...         ...   
 12408         NaN     5.056250e+06       NaN   21.817807   15.941282   
 12409         NaN     8.082000e+06  0.000000   82.458915   80.153429   
 12410         NaN     3.124520e+06  0.000000   72.261119   68.937834   
 12411         NaN     1.103400e+06  0.000000  102.962056   99.429516   
 12412     9539.91     4.003300e+06  0.000000   86.813437   83.640640   
 12413      365.12     3.247560e+07       NaN   78.669457   75.726684   
 12414       28.99     6.832300e+05       NaN   76.447252   72.763955   
 12415      406.14     1.210720e+06       NaN   74.110002   71.523586   
 12416   246165.34     2.541270e+07  0.000000  121.687706  119.154717   
 12417         NaN     5.030700e+01  0.000000   37.642998   28.975283   
 12418    32134.12     1.480500e+07  0.000000  132.222330  130.832967   
 12419     3289.16     1.112858e+07  0.000000  162.578597  160.657148   
 12420    24780.32     5.866960e+07  0.966184   41.536412   36.702454   
 12421    33102.38     4.396680e+06       NaN   76.016495   73.988027   
 12422         NaN     2.224200e+05  0.000000   82.040508   79.434301   
 12423     2382.48     3.892700e+06  0.000000  139.070548  136.922578   
 12424         NaN     1.491150e+07  0.000000   95.214396   92.249286   
 12425  2233973.73     3.045712e+10  4.538012   22.543777   19.605552   
 12426         NaN     1.591600e+03  0.000000   67.016599   59.813462   
 12427         NaN     1.521940e+06  0.000000   90.169187   86.482904   
 12428         NaN     1.251480e+06       NaN   28.191485   21.249024   
 12429   326563.34     3.492918e+06       NaN   89.042015   85.468083   
 12430    16194.34     3.178660e+07       NaN  107.241380  103.555967   
 12431         NaN     4.465000e+05  0.000000  101.547626   99.758059   
 12432         NaN     7.120743e+06  0.000000   86.919048   82.768629   
 12433    23751.93     4.108800e+07  0.000000   63.720139   60.103810   
 12434     1558.43     4.263400e+06       NaN   80.288719   77.957568   
 12435         NaN     3.367200e+05       NaN   52.515684   48.190451   
 12436     1538.74     1.320709e+06  0.000000  165.811826  163.820488   
 12437  5445510.18     9.011090e+08  0.494896   46.656827   36.109251   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000336  0.112994  20040526  
 1      0.000002  0.039434  20040526  
 2     -0.193885  0.041141  20040526  
 3     -0.072008  0.242478  20040526  
 4     -0.131888  0.127383  20040526  
 5      0.058555  0.296456  20040526  
 6     -0.017872 -0.045595  20040526  
 7      0.051695  0.103417  20040526  
 8      0.399632  0.802266  20040526  
 9      0.060996  0.094007  20040526  
 10     0.212656  0.615112  20040526  
 11     0.516977  0.876598  20040526  
 12     0.109230  0.378985  20040526  
 13     0.255377  0.353269  20040526  
 14     0.000002  0.019323  20040526  
 15    -0.000706  0.207572  20040526  
 16     0.344660  0.533745  20040526  
 17     0.142473  0.252349  20040526  
 18     0.393900  0.668655  20040526  
 19     0.026509  0.171897  20040526  
 20     0.439927  0.632304  20040526  
 21    -0.126227 -0.006214  20040526  
 22     0.468430  0.667759  20040526  
 23     0.026570  0.295201  20040526  
 24     0.203763  0.509563  20040526  
 25     0.128272  0.348330  20040526  
 26     0.000009  0.188822  20040526  
 27     0.200342  0.521796  20040526  
 28     0.406177  0.569158  20040526  
 29    -0.049861  0.254811  20040526  
 ...         ...       ...       ...  
 12408  0.000002 -0.003965  20040526  
 12409  0.734931  0.964641  20040526  
 12410  0.690368  1.082865  20040526  
 12411  1.405880  1.509433  20040526  
 12412  0.822644  1.045936  20040526  
 12413  0.727596  1.072804  20040526  
 12414  1.061774  1.284112  20040526  
 12415  0.553401  0.771644  20040526  
 12416  1.029166  1.286411  20040526  
 12417  0.919267  1.244558  20040526  
 12418  0.601853  0.911531  20040526  
 12419  1.038799  1.350304  20040526  
 12420  0.311687  0.391269  20040526  
 12421 -0.037141  0.426590  20040526  
 12422  0.457075  0.746531  20040526  
 12423  0.995050  1.314290  20040526  
 12424  1.015349  1.258476  20040526  
 12425  0.181161  0.293761  20040526  
 12426  1.147465  1.346538  20040526  
 12427  1.076682  1.423245  20040526  
 12428  0.000002  0.039553  20040526  
 12429  1.238654  1.512951  20040526  
 12430  1.322647  1.537222  20040526  
 12431  0.466348  0.703174  20040526  
 12432  0.481082  0.763819  20040526  
 12433  0.961526  1.135740  20040526  
 12434  0.384414  0.634329  20040526  
 12435  0.754978  1.037492  20040526  
 12436  1.008270  1.297288  20040526  
 12437  1.483783  1.605256  20040526  
 
 [12438 rows x 92 columns],
 '20040527':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.815            0.000               0.0   
 1      USA0011             0.489            0.000               0.0   
 2      USA0031             0.772            0.000               0.0   
 3      USA0062             0.665            0.432               0.0   
 4      USA00E2             0.745            0.000               0.0   
 5      USA00F1             0.355            0.000               0.0   
 6      USA00G2             0.519            0.000               0.0   
 7      USA00H1            -0.315            0.000               0.0   
 8      USA00I1             0.758            0.000               0.0   
 9      USA00J1             0.634            0.000               0.0   
 10     USA00K1             0.780            0.000               0.0   
 11     USA00P1             0.526            0.000               0.0   
 12     USA00R1             0.354            0.000               0.0   
 13     USA00S1            -0.346            0.000               0.0   
 14     USA00V1             0.529            0.000               0.0   
 15     USA0131             1.238            1.000               0.0   
 16     USA0161            -0.284            1.000               0.0   
 17     USA01I1             0.493            0.000               0.0   
 18     USA01J2             0.681            0.000               0.0   
 19     USA01L1            -0.833            0.000               0.0   
 20     USA01P1             0.321            0.000               0.0   
 21     USA01Q1             0.719            0.000               0.0   
 22     USA0202             0.517            0.000               0.0   
 23     USA0231            -0.002            0.000               0.0   
 24     USA0281             0.976            0.000               0.0   
 25     USA0291             0.131            0.000               0.0   
 26     USA02A1             0.038            0.000               0.0   
 27     USA02B1             1.069            0.000               0.0   
 28     USA02H1             0.188            0.000               0.0   
 29     USA02P1             0.887            0.145               0.0   
 ...        ...               ...              ...               ...   
 12412  USAZY41            -0.302            0.000               0.0   
 12413  USAZY51             0.035            0.000               0.0   
 12414  USAZY61             2.374            0.000               0.0   
 12415  USAZY71             2.374            0.000               0.0   
 12416  USAZYI1            -0.016            0.000               0.0   
 12417  USAZYJ1            -0.648            0.000               0.0   
 12418  USAZYK1             0.112            0.000               0.0   
 12419  USAZYM1            -2.744            0.000               0.0   
 12420  USAZYR1            -0.308            0.000               0.0   
 12421  USAZYS1            -0.024            0.000               0.0   
 12422  USAZYT1            -2.167            0.000               0.0   
 12423  USAZYV1            -0.930            0.000               0.0   
 12424  USAZYX1            -0.064            0.000               0.0   
 12425  USAZZ41            -2.744            0.000               0.0   
 12426  USAZZ51            -0.173            0.000               0.0   
 12427  USAZZ61             0.056            0.000               0.0   
 12428  USAZZ71             2.751            0.000               0.0   
 12429  USAZZ81            -0.939            0.000               0.0   
 12430  USAZZ91            -1.705            0.000               0.0   
 12431  USAZZA1             0.119            0.000               0.0   
 12432  USAZZB1            -0.808            0.000               0.0   
 12433  USAZZD1            -2.744            0.000               0.0   
 12434  USAZZF1            -2.744            0.000               0.0   
 12435  USAZZI1             0.276            0.000               0.0   
 12436  USAZZJ1            -2.744            0.000               0.0   
 12437  USAZZL1             0.725            0.000               0.0   
 12438  USAZZP1             0.223            0.000               0.0   
 12439  USAZZR1            -0.058            0.000               0.0   
 12440  USAZZX1             0.556            0.000               0.0   
 12441  USAZZY1             0.024            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.116           0.000  ...           NaN          NaN   
 1            -2.115           0.000  ...           NaN          NaN   
 2            -2.475           0.000  ...           NaN       1600.0   
 3            -2.271           0.000  ...           NaN          NaN   
 4            -2.394           0.000  ...           NaN       1056.0   
 5            -1.993           0.000  ...           NaN         14.0   
 6            -2.154           0.000  ...           NaN          NaN   
 7            -2.005           0.000  ...           NaN          NaN   
 8            -1.268           0.000  ...           NaN          NaN   
 9            -1.986           0.866  ...           NaN       2300.0   
 10           -1.663           0.000  ...           NaN          NaN   
 11           -1.015           0.000  ...           NaN          NaN   
 12           -1.880           0.000  ...           NaN          NaN   
 13           -1.558           0.000  ...           NaN      11637.0   
 14           -2.115           0.000  ...           NaN          NaN   
 15           -2.120           0.000  ...           NaN          NaN   
 16           -1.346           0.000  ...           NaN       1140.0   
 17           -1.817           0.000  ...           NaN       7305.0   
 18           -1.280           0.000  ...           NaN          NaN   
 19           -2.062           0.000  ...           NaN          NaN   
 20           -1.181           0.000  ...           NaN          NaN   
 21           -2.384           1.000  ...           NaN          NaN   
 22           -1.124           0.000  ...           NaN          NaN   
 23           -2.060           0.000  ...           NaN       1000.0   
 24           -1.682           0.000  ...           NaN          NaN   
 25           -1.845           0.000  ...           NaN          NaN   
 26           -2.116           0.000  ...           NaN          NaN   
 27           -1.706           0.000  ...           NaN        200.0   
 28           -1.256           0.000  ...           NaN       1605.0   
 29           -2.221           0.000  ...           NaN       1650.0   
 ...             ...             ...  ...           ...          ...   
 12412        -2.115           0.000  ...           NaN          NaN   
 12413        -0.552           0.000  ...           NaN       1000.0   
 12414        -0.707           0.000  ...           NaN        150.0   
 12415         0.585           0.000  ...           NaN        100.0   
 12416        -0.364           0.000  ...           NaN          NaN   
 12417        -0.569           0.000  ...           NaN          NaN   
 12418         0.150           0.000  ...           NaN          NaN   
 12419        -0.880           0.000  ...           NaN       9000.0   
 12420         0.072           0.000  ...           NaN      52050.0   
 12421        -0.158           0.000  ...           NaN          NaN   
 12422        -0.808           0.000  ...           NaN       3400.0   
 12423         0.098           0.000  ...           NaN      20000.0   
 12424        -1.461           0.000  ...           NaN        100.0   
 12425        -2.150           0.000  ...           NaN     147000.0   
 12426        -1.137           0.000  ...           NaN       1000.0   
 12427        -0.001           0.000  ...           NaN      29722.0   
 12428        -0.127           0.000  ...           NaN       5000.0   
 12429        -1.694           1.000  ...           NaN      39900.0   
 12430         0.326           0.000  ...           NaN          NaN   
 12431         0.178           0.000  ...           NaN        100.0   
 12432        -2.115           0.000  ...           NaN          NaN   
 12433         0.532           0.000  ...           NaN   11746050.0   
 12434         0.728           0.000  ...           NaN      61884.0   
 12435        -1.115           1.000  ...           NaN          NaN   
 12436        -1.041           0.000  ...           NaN          0.0   
 12437        -0.081           0.000  ...           NaN       8240.0   
 12438        -1.296           1.000  ...           NaN          NaN   
 12439        -0.507           0.000  ...           NaN          NaN   
 12440         0.029           0.000  ...           NaN      65000.0   
 12441         1.042           0.000  ...           NaN     236000.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.181962e+10  0.182149   15.614091   10.878030   
 1             NaN     5.722501e+09  0.000000   18.630042   13.729329   
 2             NaN     6.495732e+10  2.362562   29.708600   26.706539   
 3             NaN     2.912870e+10  2.168884   26.141936   24.017028   
 4             NaN     4.789171e+10  2.416601   26.637827   22.908502   
 5             NaN     1.898585e+11  0.362875   20.271714   17.773852   
 6             NaN     1.315139e+10  5.539359   21.286173   14.634173   
 7             NaN     7.092140e+10  0.000000   22.854299   17.046060   
 8             NaN     1.798712e+10  0.375587   33.158934   26.305104   
 9             NaN     4.340227e+10  1.717408   18.065215   14.687143   
 10            NaN     3.261423e+10  0.000000   41.117554   33.639052   
 11            NaN     2.654167e+10  1.278247   22.264293   18.330521   
 12            NaN     6.584000e+09  2.304219   14.910896   10.953571   
 13            NaN     2.117454e+10  1.333333   27.612458   25.126561   
 14            NaN     1.256493e+10  1.186944   15.342622   10.616218   
 15            NaN     3.696998e+10  1.592879   25.918848   22.596712   
 16            NaN     3.696998e+10  1.592879   29.815134   26.850813   
 17            NaN     2.954394e+10  0.163823   20.638096   18.527711   
 18            NaN     2.610205e+10  1.904027   31.352397   28.437636   
 19            NaN     9.643079e+10  3.191257   27.385129   22.390522   
 20            NaN     1.556012e+11  0.000000   33.098525   28.956545   
 21            NaN     1.258116e+11  1.977457   21.080128   17.679823   
 22            NaN     1.620960e+10  0.000000   35.927227   33.238721   
 23            NaN     9.006310e+10  0.000000   22.337674   19.192718   
 24            NaN     4.308070e+10  3.259604   25.759710   22.616833   
 25            NaN     2.695170e+10  0.000000   18.928496   15.477053   
 26            NaN     7.402204e+09  1.938736   12.362329    8.613848   
 27            NaN     7.402204e+09  1.938736   34.454782   32.455519   
 28            NaN     6.592759e+10  3.026775   25.783470   23.023174   
 29            NaN     3.295856e+11  2.671119   22.395684   19.266596   
 ...           ...              ...       ...         ...         ...   
 12412         NaN     5.056250e+06       NaN   21.466919   15.653444   
 12413      351.68     8.082000e+06  0.000000   81.756518   79.506117   
 12414       57.57     2.454980e+06  0.000000   71.412783   68.121025   
 12415      365.75     3.678000e+05  0.000000   97.946734   94.606889   
 12416         NaN     4.003300e+06  0.000000   85.792529   82.815074   
 12417         NaN     3.247560e+07       NaN   82.233959   79.493393   
 12418         NaN     6.832300e+05       NaN   75.607086   72.050484   
 12419      392.96     1.362060e+06       NaN   71.702058   68.854915   
 12420   243355.09     2.541270e+07  0.000000  120.485237  118.087227   
 12421         NaN     5.030700e+01  0.000000   36.923220   28.445776   
 12422    28815.67     1.529850e+07  0.000000  131.281638  129.920516   
 12423     3003.26     1.127696e+07  0.000000  161.936341  160.100178   
 12424    24431.45     5.866960e+07  0.966184   40.880818   36.064677   
 12425    33333.98     4.559520e+06       NaN   75.906207   73.893391   
 12426        7.27     2.224200e+05  0.000000   80.919541   78.343689   
 12427     1367.13     3.892700e+06  0.000000  138.132978  136.032204   
 12428     1988.07     1.073628e+07  0.000000   93.955932   91.186587   
 12429  2236514.59     3.101931e+10  4.538012   22.411289   19.421866   
 12430         NaN     1.591600e+03  0.000000   66.091065   58.955727   
 12431     9640.48     1.521940e+06  0.000000   89.381817   85.846328   
 12432         NaN     1.251480e+06       NaN   28.018106   20.963502   
 12433   300601.22     3.881020e+06       NaN   89.740198   86.378035   
 12434    20560.65     3.403036e+07       NaN  108.613313  105.189248   
 12435         NaN     4.465000e+05  0.000000  100.582804   98.812180   
 12436         NaN     7.488752e+06  0.000000   86.727432   82.556094   
 12437    24319.13     4.066000e+07  0.000000   62.704068   59.171299   
 12438         NaN     4.263400e+06       NaN   80.584107   78.406972   
 12439         NaN     3.367200e+05       NaN   51.517626   47.261269   
 12440     1577.15     1.320709e+06  0.000000  165.249914  163.339797   
 12441  5553104.55     9.109910e+08  0.494896   45.672725   35.434119   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000349  0.129864  20040527  
 1      0.000001  0.063234  20040527  
 2     -0.192356  0.059738  20040527  
 3     -0.073133  0.261831  20040527  
 4     -0.130900  0.142702  20040527  
 5      0.057573  0.311543  20040527  
 6     -0.018107 -0.028354  20040527  
 7      0.051790  0.087960  20040527  
 8      0.398257  0.824449  20040527  
 9      0.060648  0.103075  20040527  
 10     0.212691  0.643442  20040527  
 11     0.516682  0.881225  20040527  
 12     0.110415  0.384765  20040527  
 13     0.261643  0.393621  20040527  
 14     0.000001  0.029009  20040527  
 15    -0.001919  0.231990  20040527  
 16     0.361479  0.545830  20040527  
 17     0.140207  0.262107  20040527  
 18     0.392335  0.683769  20040527  
 19     0.025014  0.157788  20040527  
 20     0.438905  0.636390  20040527  
 21    -0.126264  0.012928  20040527  
 22     0.465643  0.677601  20040527  
 23     0.025988  0.301233  20040527  
 24     0.203450  0.533132  20040527  
 25     0.127210  0.344765  20040527  
 26    -0.000078  0.186665  20040527  
 27     0.192392  0.524896  20040527  
 28     0.403807  0.558123  20040527  
 29    -0.049517  0.264731  20040527  
 ...         ...       ...       ...  
 12412  0.000001 -0.008457  20040527  
 12413  0.734453  0.959419  20040527  
 12414  0.661380  1.105043  20040527  
 12415  1.268460  1.412410  20040527  
 12416  0.822800  1.082332  20040527  
 12417  0.726346  1.030246  20040527  
 12418  1.063890  1.278129  20040527  
 12419  0.580362  0.808255  20040527  
 12420  1.027523  1.294485  20040527  
 12421  0.919270  1.234693  20040527  
 12422  0.614028  0.935701  20040527  
 12423  1.039686  1.317178  20040527  
 12424  0.307299  0.382361  20040527  
 12425 -0.016301  0.350370  20040527  
 12426  0.459716  0.742487  20040527  
 12427  0.993183  1.292598  20040527  
 12428  0.934066  1.225275  20040527  
 12429  0.198045  0.293982  20040527  
 12430  1.146681  1.319487  20040527  
 12431  1.077289  1.413587  20040527  
 12432  0.000001  0.027673  20040527  
 12433  1.243211  1.460666  20040527  
 12434  1.335552  1.499118  20040527  
 12435  0.469891  0.711016  20040527  
 12436  0.504475  0.734469  20040527  
 12437  0.955492  1.135004  20040527  
 12438  0.385076  0.599755  20040527  
 12439  0.755582  1.026652  20040527  
 12440  1.007198  1.353557  20040527  
 12441  1.482883  1.599118  20040527  
 
 [12442 rows x 92 columns],
 '20040528':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.115            0.000               0.0   
 1      USA0011             0.794            0.000               0.0   
 2      USA0031             0.143            0.000               0.0   
 3      USA0062             0.178            0.432               0.0   
 4      USA00E2             0.375            0.000               0.0   
 5      USA00F1             0.244            0.000               0.0   
 6      USA00G2            -0.347            0.000               0.0   
 7      USA00H1            -0.711            0.000               0.0   
 8      USA00I1             0.978            0.000               0.0   
 9      USA00J1            -0.154            0.000               0.0   
 10     USA00K1             1.423            0.000               0.0   
 11     USA00P1             0.302            0.000               0.0   
 12     USA00R1             0.434            0.000               0.0   
 13     USA00S1             0.993            0.000               0.0   
 14     USA00V1            -0.245            0.000               0.0   
 15     USA0131            -0.061            1.000               0.0   
 16     USA0161             0.306            1.000               0.0   
 17     USA01I1            -0.268            0.000               0.0   
 18     USA01J2             0.474            0.000               0.0   
 19     USA01L1             0.235            0.000               0.0   
 20     USA01P1             0.356            0.000               0.0   
 21     USA01Q1            -0.161            0.000               0.0   
 22     USA0202             0.160            0.000               0.0   
 23     USA0231             0.432            0.000               0.0   
 24     USA0281            -0.067            0.000               0.0   
 25     USA0291             0.259            0.000               0.0   
 26     USA02A1             0.428            0.000               0.0   
 27     USA02B1             1.434            0.000               0.0   
 28     USA02H1            -0.003            0.000               0.0   
 29     USA02P1             0.071            0.144               0.0   
 ...        ...               ...              ...               ...   
 12412  USAZY41            -0.537            0.000               0.0   
 12413  USAZY51             2.502            0.000               0.0   
 12414  USAZY61            -0.390            0.000               0.0   
 12415  USAZY71            -0.687            0.000               0.0   
 12416  USAZYI1            -0.457            0.000               0.0   
 12417  USAZYJ1            -0.413            0.000               0.0   
 12418  USAZYK1            -0.306            0.000               0.0   
 12419  USAZYM1            -2.801            0.000               0.0   
 12420  USAZYR1            -0.423            0.000               0.0   
 12421  USAZYS1            -0.400            0.000               0.0   
 12422  USAZYT1            -2.801            0.000               0.0   
 12423  USAZYV1             0.640            0.000               0.0   
 12424  USAZYX1             0.244            0.000               0.0   
 12425  USAZZ41             2.488            0.000               0.0   
 12426  USAZZ51            -0.332            0.000               0.0   
 12427  USAZZ61            -0.374            0.000               0.0   
 12428  USAZZ71            -0.350            0.000               0.0   
 12429  USAZZ81             0.505            0.000               0.0   
 12430  USAZZ91            -0.492            0.000               0.0   
 12431  USAZZA1            -0.355            0.000               0.0   
 12432  USAZZB1            -0.541            0.000               0.0   
 12433  USAZZD1            -0.469            0.000               0.0   
 12434  USAZZF1            -2.801            0.000               0.0   
 12435  USAZZI1            -0.535            0.000               0.0   
 12436  USAZZJ1            -2.801            0.000               0.0   
 12437  USAZZL1            -2.801            0.000               0.0   
 12438  USAZZP1             2.274            0.000               0.0   
 12439  USAZZR1            -0.235            0.000               0.0   
 12440  USAZZX1             2.563            0.000               0.0   
 12441  USAZZY1            -0.047            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.113           0.000  ...           NaN          0.0   
 1            -2.112           0.000  ...           NaN          0.0   
 2            -2.472           0.000  ...           NaN       1600.0   
 3            -2.268           0.000  ...           NaN       3420.0   
 4            -2.392           0.000  ...           NaN       1056.0   
 5            -1.990           0.000  ...           NaN         14.0   
 6            -2.151           0.000  ...           NaN       7380.0   
 7            -2.002           0.000  ...           NaN          0.0   
 8            -1.264           0.000  ...           NaN          NaN   
 9            -1.983           0.865  ...           NaN       2300.0   
 10           -1.660           0.000  ...           NaN          0.0   
 11           -1.013           0.000  ...           NaN          NaN   
 12           -1.878           0.000  ...           NaN          NaN   
 13           -1.562           0.000  ...           NaN       7795.0   
 14           -2.112           0.000  ...           NaN          NaN   
 15           -2.116           0.000  ...           NaN       2343.0   
 16           -1.341           0.000  ...           NaN        470.0   
 17           -1.813           0.000  ...           NaN       7305.0   
 18           -1.276           0.000  ...           NaN        520.0   
 19           -2.059           0.000  ...           NaN     186864.0   
 20           -1.237           0.000  ...           NaN      65700.0   
 21           -2.381           1.000  ...           NaN     106835.0   
 22           -1.119           0.000  ...           NaN     246000.0   
 23           -2.057           0.000  ...           NaN       1000.0   
 24           -1.679           0.000  ...           NaN          NaN   
 25           -1.841           0.000  ...           NaN          0.0   
 26           -2.112           0.000  ...           NaN          0.0   
 27           -1.702           0.000  ...           NaN        600.0   
 28           -1.253           0.000  ...           NaN       1605.0   
 29           -2.218           0.000  ...           NaN       1650.0   
 ...             ...             ...  ...           ...          ...   
 12412        -2.112           0.000  ...           NaN          NaN   
 12413        -0.548           0.000  ...           NaN       1380.0   
 12414        -0.707           0.000  ...           NaN       5000.0   
 12415         0.583           0.000  ...           NaN          NaN   
 12416        -0.363           0.000  ...           NaN      22430.0   
 12417        -0.568           0.000  ...           NaN          NaN   
 12418         0.150           0.000  ...           NaN       2304.0   
 12419        -0.878           0.000  ...           NaN       6350.0   
 12420         0.075           0.000  ...           NaN      40958.0   
 12421        -0.157           0.000  ...           NaN          NaN   
 12422        -0.782           0.000  ...           NaN      20200.0   
 12423         0.092           0.000  ...           NaN      14200.0   
 12424        -1.451           0.000  ...           NaN        900.0   
 12425        -2.153           0.000  ...           NaN      68350.0   
 12426        -1.138           0.000  ...           NaN          NaN   
 12427        -0.008           0.000  ...           NaN      38100.0   
 12428        -0.126           0.000  ...           NaN          NaN   
 12429        -1.683           1.000  ...           NaN      41900.0   
 12430         0.326           0.000  ...           NaN          NaN   
 12431         0.179           0.000  ...           NaN          NaN   
 12432        -2.112           0.000  ...           NaN          NaN   
 12433         0.532           0.000  ...           NaN    3112033.0   
 12434         0.756           0.000  ...           NaN      65503.0   
 12435        -1.115           1.000  ...           NaN          NaN   
 12436        -1.032           0.000  ...           NaN          0.0   
 12437        -0.103           0.000  ...           NaN       7900.0   
 12438        -1.186           1.000  ...           NaN      16000.0   
 12439        -0.507           0.000  ...           NaN          NaN   
 12440         0.024           0.000  ...           NaN      70000.0   
 12441         1.045           0.000  ...           NaN     184600.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.150004e+10  0.162390   14.865182   10.392947   
 1             NaN     5.815904e+09  0.000000   18.025028   13.291259   
 2             NaN     6.442578e+10  2.523659   28.371554   25.514553   
 3             NaN     2.905111e+10  2.225519   25.051176   23.014088   
 4             NaN     4.794498e+10  2.555556   25.407909   21.901327   
 5             NaN     1.911624e+11  0.409277   19.394618   16.989309   
 6             NaN     1.309609e+10  5.729795   20.309903   13.986664   
 7             NaN     7.056021e+10  0.000000   22.073117   16.413755   
 8             NaN     1.805323e+10  0.488301   32.039445   25.233828   
 9             NaN     4.340227e+10  1.651962   17.186427   14.031011   
 10            NaN     3.319633e+10  0.000000   39.738521   32.298878   
 11            NaN     2.641089e+10  1.260410   21.464952   17.474537   
 12            NaN     6.522137e+09  2.506775   14.369024   10.482363   
 13            NaN     2.096878e+10  1.263253   26.588756   24.111153   
 14            NaN     1.277824e+10  1.192369   14.699066   10.163847   
 15            NaN     3.664990e+10  1.746725   24.770903   21.574259   
 16            NaN     3.664990e+10  1.746725   28.604620   25.661226   
 17            NaN     2.931448e+10  0.177226   19.751046   17.714510   
 18            NaN     2.616456e+10  1.964167   29.995512   27.156886   
 19            NaN     9.663389e+10  3.230088   26.226995   21.393411   
 20            NaN     1.529089e+11  0.000000   31.723723   27.700869   
 21            NaN     1.258851e+11  1.947420   20.144821   16.878668   
 22            NaN     1.647555e+10  0.000000   34.450287   31.787202   
 23            NaN     9.019128e+10  0.000000   21.435852   18.370390   
 24            NaN     4.306076e+10  3.240741   24.670243   21.615679   
 25            NaN     2.707213e+10  0.000000   18.129480   14.803410   
 26            NaN     7.502505e+09  1.909855   11.936457    8.251891   
 27            NaN     7.502505e+09  1.909855   33.286977   31.260707   
 28            NaN     6.578184e+10  3.072378   24.618953   21.913649   
 29            NaN     3.281096e+11  2.570694   21.404009   18.424846   
 ...           ...              ...       ...         ...         ...   
 12412         NaN     5.056250e+06       NaN   20.604425   14.924939   
 12413      411.65     7.610550e+06  0.000000   79.711744   77.383870   
 12414       82.57     2.454980e+06  0.000000   72.723749   69.824364   
 12415         NaN     3.678000e+05  0.000000   90.527462   86.803801   
 12416     7796.60     4.003300e+06  0.000000   81.615892   78.657744   
 12417         NaN     3.247560e+07       NaN   78.765629   76.063851   
 12418       29.47     6.832300e+05       NaN   72.754564   69.174210   
 12419      396.82     1.513400e+06       NaN   69.346822   66.682118   
 12420   242239.44     2.541270e+07  0.000000  115.343888  112.955536   
 12421         NaN     5.030700e+01  0.000000   35.608392   27.128006   
 12422    28677.44     1.974000e+07  0.000000  130.725719  129.430724   
 12423     2834.85     1.112858e+07  0.000000  155.222153  153.406023   
 12424    24901.32     5.841000e+07  1.333333   39.136955   34.471669   
 12425    30024.76     4.396680e+06       NaN   72.326611   70.446739   
 12426         NaN     2.224200e+05  0.000000   77.839326   75.018753   
 12427     1351.02     3.892700e+06  0.000000  132.325787  130.222938   
 12428         NaN     1.073628e+07  0.000000   88.728478   85.750196   
 12429  2241276.45     3.083471e+10  4.850000   21.501792   18.617481   
 12430         NaN     1.591600e+03       NaN   63.260377   56.316427   
 12431         NaN     1.521940e+06       NaN   85.392159   81.836356   
 12432         NaN     1.251480e+06       NaN   26.815075   19.990199   
 12433   291298.28     3.881020e+06       NaN   84.979602   81.513370   
 12434    25253.21     3.926580e+07       NaN  105.209733  101.767061   
 12435         NaN     4.465000e+05       NaN   95.922998   94.176437   
 12436         NaN     7.924846e+06  0.000000   83.695564   79.473583   
 12437    26078.67     4.194400e+07  0.000000   60.361337   56.892075   
 12438     1245.09     2.558040e+06       NaN   80.300902   78.176677   
 12439         NaN     3.367200e+05       NaN   49.367493   45.144760   
 12440     1608.06     1.117523e+06  0.000000  159.639020  157.693126   
 12441  5695546.09     9.091381e+08  0.543478   44.100845   33.890724   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000346  0.115695  20040528  
 1      0.000003  0.064593  20040528  
 2     -0.193086  0.048287  20040528  
 3     -0.073409  0.249540  20040528  
 4     -0.131586  0.139965  20040528  
 5      0.057627  0.321189  20040528  
 6     -0.018087 -0.032735  20040528  
 7      0.051811  0.075626  20040528  
 8      0.399083  0.843076  20040528  
 9      0.060804  0.095697  20040528  
 10     0.212863  0.678410  20040528  
 11     0.516993  0.875229  20040528  
 12     0.110205  0.392286  20040528  
 13     0.258904  0.417532  20040528  
 14     0.000003  0.012628  20040528  
 15    -0.001813  0.219480  20040528  
 16     0.362708  0.555730  20040528  
 17     0.140605  0.253788  20040528  
 18     0.393382  0.700486  20040528  
 19     0.025280  0.160331  20040528  
 20     0.411881  0.613778  20040528  
 21    -0.126506  0.005268  20040528  
 22     0.467159  0.690432  20040528  
 23     0.025855  0.308606  20040528  
 24     0.203605  0.517682  20040528  
 25     0.127451  0.352203  20040528  
 26    -0.000061  0.170877  20040528  
 27     0.192838  0.546799  20040528  
 28     0.404108  0.556771  20040528  
 29    -0.049886  0.255296  20040528  
 ...         ...       ...       ...  
 12412  0.000003 -0.015647  20040528  
 12413  0.735967  1.005966  20040528  
 12414  0.660802  1.038670  20040528  
 12415  1.267819  1.474115  20040528  
 12416  0.822749  1.067174  20040528  
 12417  0.726444  1.034360  20040528  
 12418  1.064280  1.273661  20040528  
 12419  0.580624  0.712921  20040528  
 12420  1.028840  1.286225  20040528  
 12421  0.919565  1.229243  20040528  
 12422  0.625667  0.911886  20040528  
 12423  1.036597  1.332128  20040528  
 12424  0.310994  0.383377  20040528  
 12425 -0.019348  0.436658  20040528  
 12426  0.458465  0.718610  20040528  
 12427  0.989785  1.281277  20040528  
 12428  0.934367  1.285172  20040528  
 12429  0.201802  0.303789  20040528  
 12430  1.146802  1.263739  20040528  
 12431  1.077923  1.406740  20040528  
 12432  0.000003  0.025528  20040528  
 12433  1.243947  1.501062  20040528  
 12434  1.349093  1.473285  20040528  
 12435  0.469266  0.693659  20040528  
 12436  0.508245  0.698489  20040528  
 12437  0.944879  1.072853  20040528  
 12438  0.435803  0.673598  20040528  
 12439  0.755258  1.072435  20040528  
 12440  1.004947  1.381810  20040528  
 12441  1.485292  1.600310  20040528  
 
 [12442 rows x 92 columns],
 '20040601':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.390            0.000               0.0   
 1      USA0011            -0.557            0.000               0.0   
 2      USA0031            -0.032            0.000               0.0   
 3      USA0062            -0.171            0.432               0.0   
 4      USA00E2             0.086            0.000               0.0   
 5      USA00F1            -0.062            0.000               0.0   
 6      USA00G2            -0.655            0.000               0.0   
 7      USA00H1             0.127            0.000               0.0   
 8      USA00I1            -0.397            0.000               0.0   
 9      USA00J1            -0.193            0.000               0.0   
 10     USA00K1            -0.858            0.000               0.0   
 11     USA00P1             0.152            0.000               0.0   
 12     USA00R1            -0.478            0.000               0.0   
 13     USA00S1            -0.202            0.000               0.0   
 14     USA00V1             0.009            0.000               0.0   
 15     USA0131            -0.275            1.000               0.0   
 16     USA0161            -0.462            1.000               0.0   
 17     USA01I1             0.551            0.000               0.0   
 18     USA01J2             0.153            0.000               0.0   
 19     USA01L1             1.098            0.000               0.0   
 20     USA01P1            -2.067            0.000               0.0   
 21     USA01Q1            -0.127            0.000               0.0   
 22     USA0202             0.187            0.000               0.0   
 23     USA0231            -0.552            0.000               0.0   
 24     USA0281            -0.345            0.000               0.0   
 25     USA0291            -0.306            0.000               0.0   
 26     USA02A1            -0.576            0.000               0.0   
 27     USA02B1            -0.566            0.000               0.0   
 28     USA02H1            -0.619            0.000               0.0   
 29     USA02P1            -0.439            0.144               0.0   
 ...        ...               ...              ...               ...   
 12408  USAZY41             0.277            0.000               0.0   
 12409  USAZY51             0.973            0.000               0.0   
 12410  USAZY61             0.671            0.000               0.0   
 12411  USAZY71             1.116            0.000               0.0   
 12412  USAZYI1             2.780            0.000               0.0   
 12413  USAZYJ1            -2.767            0.000               0.0   
 12414  USAZYK1             0.680            0.000               0.0   
 12415  USAZYM1             2.780            0.000               0.0   
 12416  USAZYR1            -1.290            0.000               0.0   
 12417  USAZYS1             0.547            0.000               0.0   
 12418  USAZYT1             2.780            0.000               0.0   
 12419  USAZYV1            -2.509            0.000               0.0   
 12420  USAZYX1            -2.801            0.000               0.0   
 12421  USAZZ41             0.198            0.000               0.0   
 12422  USAZZ51             1.414            0.000               0.0   
 12423  USAZZ61             0.747            0.000               0.0   
 12424  USAZZ71             0.721            0.000               0.0   
 12425  USAZZ81             0.421            0.000               0.0   
 12426  USAZZ91             1.303            0.000               0.0   
 12427  USAZZA1             0.877            0.000               0.0   
 12428  USAZZB1            -0.523            0.000               0.0   
 12429  USAZZD1             0.491            0.000               0.0   
 12430  USAZZF1             2.780            0.000               0.0   
 12431  USAZZI1             0.969            0.000               0.0   
 12432  USAZZJ1             2.780            0.000               0.0   
 12433  USAZZL1             2.780            0.000               0.0   
 12434  USAZZP1             0.533            0.000               0.0   
 12435  USAZZR1             0.718            0.000               0.0   
 12436  USAZZX1             1.473            0.000               0.0   
 12437  USAZZY1            -0.688            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.114           0.000  ...           NaN          NaN   
 1            -2.114           0.000  ...           NaN          NaN   
 2            -2.473           0.000  ...           NaN       1600.0   
 3            -2.270           0.000  ...           NaN          NaN   
 4            -2.393           0.000  ...           NaN       1056.0   
 5            -1.991           0.000  ...           NaN         14.0   
 6            -2.152           0.000  ...           NaN          NaN   
 7            -2.003           0.000  ...           NaN          NaN   
 8            -1.265           0.000  ...           NaN          NaN   
 9            -1.984           0.865  ...           NaN       2300.0   
 10           -1.661           0.000  ...           NaN          NaN   
 11           -1.026           0.000  ...           NaN          NaN   
 12           -1.878           0.000  ...           NaN          NaN   
 13           -1.561           0.000  ...           NaN       1131.0   
 14           -2.114           0.000  ...           NaN          NaN   
 15           -2.118           0.000  ...           NaN          NaN   
 16           -1.341           0.000  ...           NaN         50.0   
 17           -1.823           0.000  ...           NaN       7305.0   
 18           -1.278           0.000  ...           NaN          NaN   
 19           -2.060           0.000  ...           NaN          NaN   
 20           -1.227           0.000  ...           NaN       1000.0   
 21           -2.383           1.000  ...           NaN          NaN   
 22           -1.122           0.000  ...           NaN          NaN   
 23           -2.058           0.000  ...           NaN       1000.0   
 24           -1.681           0.000  ...           NaN          NaN   
 25           -1.843           0.000  ...           NaN          NaN   
 26           -2.114           0.000  ...           NaN          NaN   
 27           -1.702           0.000  ...           NaN        100.0   
 28           -1.258           0.000  ...           NaN       1605.0   
 29           -2.220           0.000  ...           NaN       1650.0   
 ...             ...             ...  ...           ...          ...   
 12408        -2.114           0.000  ...           NaN          NaN   
 12409        -0.549           0.000  ...           NaN          NaN   
 12410        -0.709           0.000  ...           NaN          NaN   
 12411         0.582           0.000  ...           NaN       1900.0   
 12412        -0.370           0.000  ...           NaN       7700.0   
 12413        -0.565           0.000  ...           NaN      11167.0   
 12414         0.156           0.000  ...           NaN       2000.0   
 12415        -0.882           0.000  ...           NaN        100.0   
 12416         0.077           0.000  ...           NaN     324822.0   
 12417        -0.158           0.000  ...           NaN          NaN   
 12418        -0.788           0.000  ...           NaN      46768.0   
 12419         0.116           0.000  ...           NaN     163598.0   
 12420        -1.421           0.000  ...           NaN       3900.0   
 12421        -2.153           0.000  ...           NaN      30000.0   
 12422        -1.139           0.000  ...           NaN          NaN   
 12423        -0.011           0.000  ...           NaN     185025.0   
 12424        -0.127           0.000  ...           NaN          NaN   
 12425        -1.686           1.000  ...           NaN      41600.0   
 12426         0.325           0.000  ...           NaN          NaN   
 12427         0.178           0.000  ...           NaN          NaN   
 12428        -2.114           0.000  ...           NaN          NaN   
 12429         0.531           0.000  ...           NaN    9151845.0   
 12430         0.747           0.000  ...           NaN       6185.0   
 12431        -1.115           1.000  ...           NaN          NaN   
 12432        -1.044           0.000  ...           NaN          0.0   
 12433        -0.114           0.000  ...           NaN       2480.0   
 12434        -1.187           1.000  ...           NaN          NaN   
 12435        -0.508           0.000  ...           NaN          NaN   
 12436         0.030           0.000  ...           NaN          NaN   
 12437         1.047           0.000  ...           NaN     157100.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.153202e+10  0.162390   14.751131   10.323725   
 1             NaN     5.803594e+09  0.000000   18.014575   13.162819   
 2             NaN     6.411311e+10  2.523659   28.025176   25.191350   
 3             NaN     2.851198e+10  2.225519   24.752427   22.746279   
 4             NaN     4.803058e+10  2.555556   24.977719   21.629557   
 5             NaN     1.904532e+11  0.409277   19.262304   16.760063   
 6             NaN     1.258527e+10  5.729795   20.153722   13.847641   
 7             NaN     6.946929e+10  0.000000   21.792216   16.188186   
 8             NaN     1.799908e+10  0.488301   31.783859   24.921321   
 9             NaN     4.332301e+10  1.651962   16.965278   13.826884   
 10            NaN     3.309133e+10  0.000000   39.312883   31.936453   
 11            NaN     2.601506e+10  1.260410   21.450812   17.243786   
 12            NaN     6.476387e+09  2.506775   14.341870   10.409821   
 13            NaN     2.119979e+10  1.263253   26.247597   23.816842   
 14            NaN     1.280067e+10  1.192369   14.510056   10.027393   
 15            NaN     3.676111e+10  1.746725   24.453553   21.265426   
 16            NaN     3.676111e+10  1.746725   28.359861   25.356995   
 17            NaN     2.984160e+10  0.177226   19.572419   17.522744   
 18            NaN     2.593454e+10  1.964167   29.719645   26.818095   
 19            NaN     9.766699e+10  3.230088   26.315790   21.401680   
 20            NaN     1.531251e+11  0.000000   31.876073   27.736476   
 21            NaN     1.248796e+11  1.947420   19.806411   16.626070   
 22            NaN     1.651152e+10  0.000000   34.163422   31.404257   
 23            NaN     9.015260e+10  0.000000   21.208275   18.147824   
 24            NaN     4.317099e+10  3.240741   24.439674   21.355569   
 25            NaN     2.680360e+10  0.000000   17.966776   14.623510   
 26            NaN     7.371645e+09  1.909855   11.859699    8.167013   
 27            NaN     7.371645e+09  1.909855   32.940565   30.808777   
 28            NaN     6.503866e+10  3.072378   24.546977   21.776574   
 29            NaN     3.272661e+11  2.570694   21.172645   18.156573   
 ...           ...              ...       ...         ...         ...   
 12408         NaN     5.056250e+06       NaN   20.443886   14.793790   
 12409         NaN     7.610550e+06  0.000000   76.468610   73.996910   
 12410         NaN     2.454980e+06  0.000000   71.993665   68.976255   
 12411      365.68     3.678000e+05  0.000000   93.723431   90.029988   
 12412     7630.28     3.774540e+06  0.000000   80.794896   77.714255   
 12413      540.51     3.427980e+07       NaN   78.730742   75.900601   
 12414       30.22     6.832300e+05       NaN   71.850688   68.089600   
 12415      396.37     1.210720e+06       NaN   69.441786   66.802630   
 12416   232372.65     2.651760e+07  0.000000  114.137711  111.664827   
 12417         NaN     5.030700e+01  0.000000   35.574945   26.835636   
 12418    20152.06     1.677900e+07  0.000000  130.550314  129.234046   
 12419     3521.79     1.780572e+07  0.000000  163.811660  162.030848   
 12420    27019.24     6.230400e+07  1.333333   40.110156   35.468373   
 12421    27315.79     4.396680e+06       NaN   71.588883   69.756765   
 12422         NaN     2.224200e+05  0.000000   77.278407   74.388028   
 12423     1347.91     3.892700e+06  0.000000  131.003387  128.794985   
 12424         NaN     1.073628e+07  0.000000   88.391377   85.281566   
 12425  2252698.52     3.012762e+10  4.850000   21.191773   18.408396   
 12426         NaN     1.591600e+03  0.000000   62.877020   55.686656   
 12427         NaN     1.521940e+06  0.000000   85.497048   81.844929   
 12428         NaN     1.251480e+06       NaN   26.568838   19.780018   
 12429   254441.84     3.881020e+06       NaN   85.330449   81.695506   
 12430    22939.33     3.702204e+07       NaN  104.816192  101.110631   
 12431         NaN     4.465000e+05  0.000000   93.551216   91.722206   
 12432         NaN     8.087228e+06  0.000000   83.848885   79.626385   
 12433    23651.54     3.937600e+07  0.000000   61.132895   57.437673   
 12434         NaN     2.558040e+06       NaN   77.116754   74.845552   
 12435         NaN     3.367200e+05       NaN   48.711997   44.300312   
 12436         NaN     1.117523e+06  0.000000  157.637021  155.667511   
 12437  5811213.48     9.245786e+08  0.543478   43.927247   33.402519   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000348  0.107980  20040601  
 1      0.000002  0.031788  20040601  
 2     -0.193016  0.043032  20040601  
 3     -0.073423  0.245497  20040601  
 4     -0.131629  0.156715  20040601  
 5      0.057456  0.300540  20040601  
 6     -0.018125 -0.038173  20040601  
 7      0.051875  0.085718  20040601  
 8      0.399025  0.825419  20040601  
 9      0.060793  0.094827  20040601  
 10     0.212877  0.653875  20040601  
 11     0.511451  0.868052  20040601  
 12     0.110675  0.377387  20040601  
 13     0.259808  0.397413  20040601  
 14     0.000002  0.015431  20040601  
 15    -0.001944  0.213167  20040601  
 16     0.363364  0.547929  20040601  
 17     0.136928  0.261815  20040601  
 18     0.393146  0.696644  20040601  
 19     0.024968  0.179255  20040601  
 20     0.417212  0.575680  20040601  
 21    -0.126575  0.003097  20040601  
 22     0.466378  0.702366  20040601  
 23     0.025946  0.294503  20040601  
 24     0.203696  0.505181  20040601  
 25     0.127483  0.345286  20040601  
 26    -0.000069  0.162777  20040601  
 27     0.193828  0.533919  20040601  
 28     0.402449  0.544342  20040601  
 29    -0.049912  0.245684  20040601  
 ...         ...       ...       ...  
 12408  0.000002 -0.006161  20040601  
 12409  0.735927  1.021345  20040601  
 12410  0.660816  1.063820  20040601  
 12411  1.267980  1.505853  20040601  
 12412  0.820343  1.123111  20040601  
 12413  0.728597  0.990787  20040601  
 12414  1.067795  1.296215  20040601  
 12415  0.579608  0.790869  20040601  
 12416  1.030652  1.272065  20040601  
 12417  0.920015  1.248585  20040601  
 12418  0.623580  0.942769  20040601  
 12419  1.048798  1.277817  20040601  
 12420  0.326032  0.359147  20040601  
 12421 -0.018767  0.388553  20040601  
 12422  0.458600  0.751975  20040601  
 12423  0.989324  1.305814  20040601  
 12424  0.934779  1.309954  20040601  
 12425  0.201352  0.303564  20040601  
 12426  1.147228  1.294152  20040601  
 12427  1.078238  1.415184  20040601  
 12428  0.000002  0.024343  20040601  
 12429  1.244003  1.519579  20040601  
 12430  1.345773  1.579210  20040601  
 12431  0.469864  0.720791  20040601  
 12432  0.503138  0.798343  20040601  
 12433  0.940786  1.141802  20040601  
 12434  0.435812  0.744086  20040601  
 12435  0.755367  1.086385  20040601  
 12436  1.008267  1.359281  20040601  
 12437  1.487135  1.594324  20040601  
 
 [12438 rows x 92 columns],
 '20040602':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.713            0.000               0.0   
 1      USA0011            -0.017            0.000               0.0   
 2      USA0031             0.121            0.000               0.0   
 3      USA0062             0.450            0.432               0.0   
 4      USA00E2            -0.107            0.000               0.0   
 5      USA00F1             0.345            0.000               0.0   
 6      USA00G2             0.852            0.000               0.0   
 7      USA00H1             0.642            0.000               0.0   
 8      USA00I1            -1.675            0.000               0.0   
 9      USA00J1             0.940            0.000               0.0   
 10     USA00K1            -2.266            0.000               0.0   
 11     USA00P1             0.003            0.000               0.0   
 12     USA00R1             0.251            0.000               0.0   
 13     USA00S1             0.008            0.000               0.0   
 14     USA00V1             0.655            0.000               0.0   
 15     USA0131             0.862            1.000               0.0   
 16     USA0161            -0.266            1.000               0.0   
 17     USA01I1             0.535            0.000               0.0   
 18     USA01J2             0.510            0.000               0.0   
 19     USA01L1            -0.151            0.000               0.0   
 20     USA01P1             0.210            0.000               0.0   
 21     USA01Q1             0.961            0.000               0.0   
 22     USA0202             0.193            0.000               0.0   
 23     USA0231            -0.273            0.000               0.0   
 24     USA0281             0.539            0.000               0.0   
 25     USA0291            -0.104            0.000               0.0   
 26     USA02A1             0.075            0.000               0.0   
 27     USA02B1             2.069            0.000               0.0   
 28     USA02H1             0.134            0.000               0.0   
 29     USA02P1             0.257            0.144               0.0   
 ...        ...               ...              ...               ...   
 12409  USAZY41             0.504            0.000               0.0   
 12410  USAZY51            -2.660            0.000               0.0   
 12411  USAZY61             0.169            0.000               0.0   
 12412  USAZY71            -2.660            0.000               0.0   
 12413  USAZYI1            -2.660            0.000               0.0   
 12414  USAZYJ1            -0.204            0.000               0.0   
 12415  USAZYK1            -0.187            0.000               0.0   
 12416  USAZYM1            -0.043            0.000               0.0   
 12417  USAZYR1             2.735            0.000               0.0   
 12418  USAZYS1            -0.204            0.000               0.0   
 12419  USAZYT1            -2.660            0.000               0.0   
 12420  USAZYV1            -0.033            0.000               0.0   
 12421  USAZYX1             1.050            0.000               0.0   
 12422  USAZZ41             0.125            0.000               0.0   
 12423  USAZZ51            -0.217            0.000               0.0   
 12424  USAZZ61             2.824            0.000               0.0   
 12425  USAZZ71             2.824            0.000               0.0   
 12426  USAZZ81             0.688            0.000               0.0   
 12427  USAZZ91            -0.075            0.000               0.0   
 12428  USAZZA1            -0.123            0.000               0.0   
 12429  USAZZB1            -0.108            0.000               0.0   
 12430  USAZZD1             2.824            0.000               0.0   
 12431  USAZZF1             0.646            0.000               0.0   
 12432  USAZZI1             2.764            0.000               0.0   
 12433  USAZZJ1             2.334            0.000               0.0   
 12434  USAZZL1            -2.302            0.000               0.0   
 12435  USAZZP1             0.640            0.000               0.0   
 12436  USAZZR1            -0.222            0.000               0.0   
 12437  USAZZX1             2.824            0.000               0.0   
 12438  USAZZY1             0.410            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.123           0.000  ...           NaN          NaN   
 1            -2.122           0.000  ...           NaN          NaN   
 2            -2.471           0.000  ...           NaN       1600.0   
 3            -2.281           0.000  ...           NaN          NaN   
 4            -2.403           0.000  ...           NaN       1056.0   
 5            -2.000           0.000  ...           NaN         14.0   
 6            -2.161           0.000  ...           NaN          NaN   
 7            -2.011           0.000  ...           NaN          NaN   
 8            -1.273           0.000  ...           NaN          NaN   
 9            -1.993           0.865  ...           NaN       2300.0   
 10           -1.668           0.000  ...           NaN          NaN   
 11           -1.038           0.000  ...           NaN          NaN   
 12           -1.881           0.000  ...           NaN          NaN   
 13           -1.569           0.000  ...           NaN          NaN   
 14           -2.122           0.000  ...           NaN          NaN   
 15           -2.128           0.000  ...           NaN          NaN   
 16           -1.336           0.000  ...           NaN       1595.0   
 17           -1.831           0.000  ...           NaN       7305.0   
 18           -1.284           0.000  ...           NaN          NaN   
 19           -2.070           0.000  ...           NaN          NaN   
 20           -1.232           0.000  ...           NaN          NaN   
 21           -2.393           1.000  ...           NaN          NaN   
 22           -1.129           0.000  ...           NaN          NaN   
 23           -2.067           0.000  ...           NaN       1000.0   
 24           -1.687           0.000  ...           NaN          NaN   
 25           -1.850           0.000  ...           NaN          NaN   
 26           -2.122           0.000  ...           NaN          NaN   
 27           -1.724           0.000  ...           NaN         50.0   
 28           -1.263           0.000  ...           NaN       1605.0   
 29           -2.229           0.000  ...           NaN       1650.0   
 ...             ...             ...  ...           ...          ...   
 12409        -2.122           0.000  ...           NaN          NaN   
 12410        -0.509           0.000  ...           NaN        100.0   
 12411        -0.709           0.000  ...           NaN          NaN   
 12412         0.612           0.000  ...           NaN      29000.0   
 12413        -0.341           0.000  ...           NaN      59863.0   
 12414        -0.564           0.000  ...           NaN          NaN   
 12415         0.158           0.000  ...           NaN      10152.0   
 12416        -0.883           0.000  ...           NaN          NaN   
 12417         0.055           0.000  ...           NaN      44315.0   
 12418        -0.158           0.000  ...           NaN          NaN   
 12419        -0.754           0.000  ...           NaN     142558.0   
 12420         0.118           0.000  ...           NaN      21100.0   
 12421        -1.431           0.000  ...           NaN        700.0   
 12422        -2.158           0.000  ...           NaN     106606.0   
 12423        -1.142           0.000  ...           NaN          NaN   
 12424        -0.056           0.000  ...           NaN      11280.0   
 12425        -0.216           0.000  ...           NaN     231700.0   
 12426        -1.690           1.000  ...           NaN      35300.0   
 12427         0.330           0.000  ...           NaN          NaN   
 12428         0.177           0.000  ...           NaN          NaN   
 12429        -2.122           0.000  ...           NaN          NaN   
 12430         0.527           0.000  ...           NaN    4594222.0   
 12431         0.747           0.000  ...           NaN      14063.0   
 12432        -1.126           1.000  ...           NaN        520.0   
 12433        -1.066           0.000  ...           NaN          0.0   
 12434        -0.099           0.000  ...           NaN          NaN   
 12435        -1.187           1.000  ...           NaN          NaN   
 12436        -0.509           0.000  ...           NaN          NaN   
 12437         0.013           0.000  ...           NaN      59500.0   
 12438         1.034           0.000  ...           NaN     139100.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.199181e+10  0.162390   14.653691   10.164229   
 1             NaN     5.872759e+09  0.000000   17.580841   12.786480   
 2             NaN     6.441014e+10  2.523659   27.306393   24.455778   
 3             NaN     2.893279e+10  2.225519   24.238497   22.160978   
 4             NaN     4.853715e+10  2.555556   24.349167   20.987405   
 5             NaN     1.926969e+11  0.409277   18.960635   16.327880   
 6             NaN     1.287094e+10  5.729795   19.868368   13.618348   
 7             NaN     7.063415e+10  0.000000   21.327044   15.789641   
 8             NaN     1.786152e+10  0.488301   31.402411   24.503976   
 9             NaN     4.367161e+10  1.651962   16.896885   13.655204   
 10            NaN     3.203200e+10  0.000000   38.948413   31.438693   
 11            NaN     2.595607e+10  1.260410   20.944515   16.735836   
 12            NaN     6.511735e+09  2.506775   14.080185   10.122101   
 13            NaN     2.116213e+10  1.263253   25.533992   23.181496   
 14            NaN     1.288671e+10  1.192369   14.263721    9.847771   
 15            NaN     3.745819e+10  1.746725   23.965281   20.779397   
 16            NaN     3.745819e+10  1.746725   27.690650   24.700761   
 17            NaN     2.968935e+10  0.177226   19.140604   17.082806   
 18            NaN     2.609160e+10  1.964167   29.077684   26.105183   
 19            NaN     9.774187e+10  3.230088   25.617254   20.821310   
 20            NaN     1.536749e+11  0.000000   30.933835   26.936489   
 21            NaN     1.270070e+11  1.947420   19.466724   16.316175   
 22            NaN     1.667326e+10  0.000000   33.263329   30.598143   
 23            NaN     9.133040e+10  0.000000   20.699765   17.644194   
 24            NaN     4.323098e+10  3.240741   23.927920   20.815551   
 25            NaN     2.711752e+10  0.000000   17.593567   14.221840   
 26            NaN     7.331520e+09  1.909855   11.606827    7.934277   
 27            NaN     7.331520e+09  1.909855   32.392646   30.191113   
 28            NaN     6.547680e+10  3.072378   23.904791   21.105627   
 29            NaN     3.278987e+11  2.570694   20.726861   17.637579   
 ...           ...              ...       ...         ...         ...   
 12409         NaN     5.056250e+06       NaN   20.140127   14.551824   
 12410      291.20     8.418750e+06  0.000000   75.314422   72.854416   
 12411         NaN     2.454980e+06  0.000000   71.051047   68.059008   
 12412      389.32     7.356000e+05  0.000000   89.830957   86.010923   
 12413     7889.86     4.117680e+06  0.000000   80.087454   77.040749   
 12414         NaN     3.427980e+07       NaN   73.700858   70.988076   
 12415       34.52     6.832300e+05       NaN   70.972127   67.285993   
 12416         NaN     1.210720e+06       NaN   66.131686   63.290957   
 12417   214986.16     2.504440e+07  0.000000  111.752811  109.189088   
 12418         NaN     5.030700e+01  0.000000   34.831890   26.086942   
 12419    22194.94     1.825950e+07  0.000000  127.789544  126.471357   
 12420     3599.34     1.780572e+07  0.000000  160.098080  158.377414   
 12421    27645.67     6.230400e+07  1.333333   39.332640   34.530848   
 12422    27466.37     4.396680e+06       NaN   69.682319   67.850818   
 12423         NaN     2.224200e+05  0.000000   75.173190   72.283206   
 12424     1264.69     3.336600e+06  0.000000  129.193954  126.958261   
 12425     2699.25     7.753980e+06  0.000000   86.196763   83.042887   
 12426  2251412.67     3.032059e+10  4.850000   20.802199   17.938517   
 12427         NaN     1.591600e+03  0.000000   61.136569   53.970139   
 12428         NaN     1.521940e+06  0.000000   83.138418   79.492520   
 12429         NaN     1.251480e+06       NaN   26.023963   19.278160   
 12430   206761.33     3.492918e+06       NaN   83.230196   79.461604   
 12431    24104.00     3.646110e+07       NaN  102.765213   99.202766   
 12432      328.73     4.347500e+05  0.000000   92.358113   90.453803   
 12433         NaN     7.833073e+06  0.000000   81.893336   77.755062   
 12434         NaN     4.066000e+07  0.000000   59.627136   56.029809   
 12435         NaN     2.558040e+06       NaN   74.428989   72.114829   
 12436         NaN     3.367200e+05       NaN   47.349604   42.927201   
 12437     1606.15     1.015930e+06  0.000000  154.756607  152.727629   
 12438  5619638.76     9.131526e+08  0.543478   43.078677   32.502344   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000357  0.126748  20040602  
 1      0.000000  0.033669  20040602  
 2     -0.192413  0.050248  20040602  
 3     -0.074166  0.256215  20040602  
 4     -0.131368  0.152976  20040602  
 5      0.057064  0.298550  20040602  
 6     -0.018260 -0.010719  20040602  
 7      0.051992  0.102741  20040602  
 8      0.397510  0.770723  20040602  
 9      0.060597  0.115363  20040602  
 10     0.212697  0.585864  20040602  
 11     0.507307  0.864063  20040602  
 12     0.112709  0.384398  20040602  
 13     0.258856  0.405302  20040602  
 14     0.000000  0.030682  20040602  
 15    -0.002683  0.225002  20040602  
 16     0.368044  0.545251  20040602  
 17     0.136297  0.270712  20040602  
 18     0.392497  0.708404  20040602  
 19     0.024360  0.168579  20040602  
 20     0.416613  0.593568  20040602  
 21    -0.126787  0.026828  20040602  
 22     0.464828  0.696311  20040602  
 23     0.025856  0.289646  20040602  
 24     0.203544  0.518447  20040602  
 25     0.127161  0.347271  20040602  
 26    -0.000112  0.171542  20040602  
 27     0.186472  0.568941  20040602  
 28     0.402372  0.551339  20040602  
 29    -0.049815  0.252925  20040602  
 ...         ...       ...       ...  
 12409  0.000000  0.012710  20040602  
 12410  0.755047  0.981152  20040602  
 12411  0.661346  1.058242  20040602  
 12412  1.279973  1.459408  20040602  
 12413  0.833654  1.050691  20040602  
 12414  0.729171  1.045204  20040602  
 12415  1.067366  1.277563  20040602  
 12416  0.580095  0.850373  20040602  
 12417  1.019042  1.325259  20040602  
 12418  0.919158  1.244478  20040602  
 12419  0.640558  0.874318  20040602  
 12420  1.048487  1.264403  20040602  
 12421  0.323368  0.387524  20040602  
 12422 -0.016683  0.386633  20040602  
 12423  0.458766  0.719067  20040602  
 12424  0.967141  1.329500  20040602  
 12425  0.891995  1.327053  20040602  
 12426  0.202199  0.317493  20040602  
 12427  1.147681  1.290507  20040602  
 12428  1.076225  1.401168  20040602  
 12429  0.000000  0.035537  20040602  
 12430  1.239775  1.551575  20040602  
 12431  1.342795  1.534242  20040602  
 12432  0.466253  0.765562  20040602  
 12433  0.494337  0.821069  20040602  
 12434  0.947061  1.126061  20040602  
 12435  0.437558  0.752653  20040602  
 12436  0.754966  1.079230  20040602  
 12437  0.999382  1.387818  20040602  
 12438  1.477084  1.610179  20040602  
 
 [12439 rows x 92 columns],
 '20040603':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.777            0.000               0.0   
 1      USA0011            -0.008            0.000               0.0   
 2      USA0031             0.476            0.000               0.0   
 3      USA0062             0.252            0.432               0.0   
 4      USA00E2             0.454            0.000               0.0   
 5      USA00F1             0.459            0.000               0.0   
 6      USA00G2            -0.044            0.000               0.0   
 7      USA00H1             0.295            0.000               0.0   
 8      USA00I1            -1.007            0.000               0.0   
 9      USA00J1             0.346            0.000               0.0   
 10     USA00K1            -0.350            0.000               0.0   
 11     USA00P1            -0.368            0.000               0.0   
 12     USA00R1            -0.015            0.000               0.0   
 13     USA00S1            -0.420            0.000               0.0   
 14     USA00V1             0.572            0.000               0.0   
 15     USA0131             0.330            1.000               0.0   
 16     USA0161            -1.095            1.000               0.0   
 17     USA01I1             0.173            0.000               0.0   
 18     USA01J2             0.264            0.000               0.0   
 19     USA01L1             0.185            0.000               0.0   
 20     USA01P1             0.134            0.000               0.0   
 21     USA01Q1             0.521            0.000               0.0   
 22     USA0202            -0.230            0.000               0.0   
 23     USA0231             0.400            0.000               0.0   
 24     USA0281            -0.366            0.000               0.0   
 25     USA0291             0.115            0.000               0.0   
 26     USA02A1             0.315            0.000               0.0   
 27     USA02B1            -0.688            0.000               0.0   
 28     USA02H1             0.107            0.000               0.0   
 29     USA02P1             0.575            0.144               0.0   
 ...        ...               ...              ...               ...   
 12409  USAZY41             0.121            0.000               0.0   
 12410  USAZY51            -1.171            0.000               0.0   
 12411  USAZY61            -0.545            0.000               0.0   
 12412  USAZY71             2.817            0.000               0.0   
 12413  USAZYI1            -1.222            0.000               0.0   
 12414  USAZYJ1            -2.757            0.000               0.0   
 12415  USAZYK1            -1.477            0.000               0.0   
 12416  USAZYM1            -2.757            0.000               0.0   
 12417  USAZYR1            -2.517            0.000               0.0   
 12418  USAZYS1            -1.240            0.000               0.0   
 12419  USAZYT1             0.940            0.000               0.0   
 12420  USAZYV1             2.817            0.000               0.0   
 12421  USAZYX1            -0.457            0.000               0.0   
 12422  USAZZ41             1.552            0.000               0.0   
 12423  USAZZ51            -0.725            0.000               0.0   
 12424  USAZZ61            -1.185            0.000               0.0   
 12425  USAZZ71            -2.757            0.000               0.0   
 12426  USAZZ81             0.165            0.000               0.0   
 12427  USAZZ91            -1.805            0.000               0.0   
 12428  USAZZA1            -1.338            0.000               0.0   
 12429  USAZZB1             0.015            0.000               0.0   
 12430  USAZZD1            -2.757            0.000               0.0   
 12431  USAZZF1            -2.062            0.000               0.0   
 12432  USAZZI1            -0.934            0.000               0.0   
 12433  USAZZJ1             2.466            0.000               0.0   
 12434  USAZZL1            -1.417            0.000               0.0   
 12435  USAZZP1            -0.772            0.000               0.0   
 12436  USAZZR1            -0.977            0.000               0.0   
 12437  USAZZX1            -1.060            0.000               0.0   
 12438  USAZZY1            -0.916            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.097           0.000  ...           NaN          NaN   
 1            -2.096           0.000  ...           NaN          NaN   
 2            -2.455           0.000  ...           NaN       1600.0   
 3            -2.248           0.000  ...           NaN          NaN   
 4            -2.369           0.000  ...           NaN       1056.0   
 5            -1.972           0.000  ...           NaN         14.0   
 6            -2.133           0.000  ...           NaN          NaN   
 7            -1.989           0.000  ...           NaN          NaN   
 8            -1.262           0.000  ...           NaN          NaN   
 9            -1.969           0.865  ...           NaN       2300.0   
 10           -1.654           0.000  ...           NaN          NaN   
 11           -1.019           0.000  ...           NaN          NaN   
 12           -1.860           0.000  ...           NaN          NaN   
 13           -1.543           0.000  ...           NaN          NaN   
 14           -2.096           0.000  ...           NaN          NaN   
 15           -2.096           0.000  ...           NaN          NaN   
 16           -1.383           0.000  ...           NaN        910.0   
 17           -1.804           0.000  ...           NaN       7305.0   
 18           -1.274           0.000  ...           NaN          NaN   
 19           -2.040           0.000  ...           NaN          NaN   
 20           -1.225           0.000  ...           NaN          NaN   
 21           -2.358           1.000  ...           NaN          NaN   
 22           -1.112           0.000  ...           NaN          NaN   
 23           -2.041           0.000  ...           NaN       1000.0   
 24           -1.673           0.000  ...           NaN          NaN   
 25           -1.829           0.000  ...           NaN          NaN   
 26           -2.096           0.000  ...           NaN          NaN   
 27           -1.726           0.000  ...           NaN         40.0   
 28           -1.251           0.000  ...           NaN       1605.0   
 29           -2.200           0.000  ...           NaN       1650.0   
 ...             ...             ...  ...           ...          ...   
 12409        -2.096           0.000  ...           NaN          NaN   
 12410        -0.499           0.000  ...           NaN          NaN   
 12411        -0.701           0.000  ...           NaN          NaN   
 12412         0.762           0.000  ...           NaN        425.0   
 12413        -0.384           0.000  ...           NaN          NaN   
 12414        -0.610           0.000  ...           NaN       1500.0   
 12415         0.161           0.000  ...           NaN          NaN   
 12416        -1.132           0.000  ...           NaN       4000.0   
 12417         0.025           0.000  ...           NaN     200567.0   
 12418        -0.160           0.000  ...           NaN          NaN   
 12419        -0.719           0.000  ...           NaN      63660.0   
 12420         0.299           0.000  ...           NaN     165700.0   
 12421        -1.404           0.000  ...           NaN        600.0   
 12422        -2.079           0.000  ...           NaN      22500.0   
 12423        -1.125           0.000  ...           NaN          NaN   
 12424        -0.053           0.000  ...           NaN    1921000.0   
 12425        -0.601           0.000  ...           NaN      20000.0   
 12426        -1.663           1.000  ...           NaN      46400.0   
 12427         0.320           0.000  ...           NaN          NaN   
 12428         0.185           0.000  ...           NaN          NaN   
 12429        -2.096           0.000  ...           NaN          NaN   
 12430         0.492           0.000  ...           NaN    5895368.0   
 12431         0.747           0.000  ...           NaN      22343.0   
 12432        -1.126           1.000  ...           NaN          NaN   
 12433        -0.946           0.000  ...           NaN          0.0   
 12434        -0.099           0.000  ...           NaN          NaN   
 12435        -1.196           1.000  ...           NaN          NaN   
 12436        -0.499           0.000  ...           NaN          NaN   
 12437        -0.023           0.000  ...           NaN    1476275.0   
 12438         1.011           0.000  ...           NaN      63100.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.161198e+10  0.162390   14.280973    9.880113   
 1             NaN     5.696702e+09  0.000000   17.112310   12.412591   
 2             NaN     6.433198e+10  2.523659   26.460757   23.648570   
 3             NaN     2.854633e+10  2.225519   23.442642   21.418084   
 4             NaN     4.797726e+10  2.555556   23.607041   20.316195   
 5             NaN     1.916272e+11  0.409277   18.422501   15.770775   
 6             NaN     1.283126e+10  5.729795   19.261918   13.188458   
 7             NaN     7.054455e+10  0.000000   20.662927   15.296858   
 8             NaN     1.745997e+10  0.488301   30.885306   23.937354   
 9             NaN     4.371214e+10  1.651962   16.386901   13.231189   
 10            NaN     3.124171e+10  0.000000   37.814023   30.421952   
 11            NaN     2.619203e+10  1.260410   20.777307   16.276142   
 12            NaN     6.549292e+09  2.506775   13.723039    9.816807   
 13            NaN     2.097381e+10  1.263253   24.937167   22.477435   
 14            NaN     1.286900e+10  1.192369   13.827280    9.564523   
 15            NaN     3.693738e+10  1.746725   23.225253   20.103530   
 16            NaN     3.693738e+10  1.746725   27.040849   24.078212   
 17            NaN     2.961540e+10  0.177226   18.615443   16.539961   
 18            NaN     2.565799e+10  1.964167   28.362991   25.249221   
 19            NaN     9.728188e+10  3.230088   24.842131   20.163656   
 20            NaN     1.534000e+11  0.000000   30.093115   26.067814   
 21            NaN     1.265913e+11  1.947420   18.820220   15.826176   
 22            NaN     1.616107e+10  0.000000   32.396663   29.629318   
 23            NaN     9.007579e+10  0.000000   20.157777   17.086477   
 24            NaN     4.251113e+10  3.240741   23.411547   20.213174   
 25            NaN     2.653798e+10  0.000000   17.140276   13.785341   
 26            NaN     7.248402e+09  1.909855   11.273538    7.696934   
 27            NaN     7.248402e+09  1.909855   31.520718   29.328436   
 28            NaN     6.547680e+10  3.072378   23.308692   20.370010   
 29            NaN     3.268444e+11  2.570694   20.190140   17.071395   
 ...           ...              ...       ...         ...         ...   
 12409         NaN     5.056250e+06       NaN   19.621853   14.162084   
 12410         NaN     8.418750e+06  0.000000   75.059147   72.674177   
 12411         NaN     2.454980e+06  0.000000   69.135599   66.016420   
 12412      387.33     3.678000e+05  0.000000   91.635341   87.765772   
 12413         NaN     4.581000e+06  0.000000   78.212715   75.167456   
 12414      596.90     3.644484e+07       NaN   72.451221   69.599004   
 12415         NaN     6.832300e+05       NaN   69.640654   65.770679   
 12416      418.19     1.816080e+06       NaN   63.703660   60.943027   
 12417   202916.05     2.541270e+07  0.000000  108.601109  105.980026   
 12418         NaN     5.030700e+01  0.000000   34.636018   25.608553   
 12419    22725.41     1.776600e+07  0.000000  124.039770  122.685604   
 12420     4185.93     1.335429e+07  0.000000  157.004108  155.034716   
 12421    25182.81     6.230400e+07  1.333333   38.075339   33.444822   
 12422    24751.51     4.298976e+06       NaN   68.569496   66.674854   
 12423         NaN     2.224200e+05  0.000000   72.900779   70.226194   
 12424     1774.95     3.336600e+06  0.000000  125.398616  123.173243   
 12425     2507.77     1.192920e+07  0.000000   83.698430   80.974240   
 12426  2180425.76     3.046751e+10  4.850000   20.235512   17.388718   
 12427         NaN     1.591600e+03  0.000000   59.990290   52.736738   
 12428         NaN     1.521940e+06  0.000000   81.596734   77.799294   
 12429         NaN     1.251480e+06       NaN   25.341089   18.732056   
 12430   196904.07     3.881020e+06       NaN   81.494265   77.764568   
 12431    25185.04     3.646110e+07       NaN  100.403726   96.697231   
 12432         NaN     4.347500e+05  0.000000   90.218319   88.344276   
 12433         NaN     7.477734e+06  0.000000   79.706764   75.471344   
 12434         NaN     4.066000e+07  0.000000   58.116228   54.415742   
 12435         NaN     2.558040e+06       NaN   72.258331   69.901287   
 12436         NaN     3.367200e+05       NaN   46.403233   41.810194   
 12437     2088.09     1.015930e+06  0.000000  150.178026  148.161864   
 12438  5401615.62     9.112998e+08  0.543478   42.389338   31.515327   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000314  0.138200  20040603  
 1      0.000009  0.036444  20040603  
 2     -0.190993  0.056498  20040603  
 3     -0.071678  0.291784  20040603  
 4     -0.128963  0.169131  20040603  
 5      0.058814  0.309764  20040603  
 6     -0.017367 -0.006339  20040603  
 7      0.050713  0.109166  20040603  
 8      0.394513  0.747390  20040603  
 9      0.060045  0.117047  20040603  
 10     0.209198  0.574674  20040603  
 11     0.509386  0.862182  20040603  
 12     0.111947  0.381084  20040603  
 13     0.261458  0.399333  20040603  
 14     0.000009  0.039265  20040603  
 15    -0.000051  0.224974  20040603  
 16     0.337214  0.495665  20040603  
 17     0.138404  0.275228  20040603  
 18     0.388713  0.705847  20040603  
 19     0.026449  0.173123  20040603  
 20     0.412138  0.591319  20040603  
 21    -0.123930  0.031403  20040603  
 22     0.465335  0.687385  20040603  
 23     0.026394  0.298355  20040603  
 24     0.199976  0.511970  20040603  
 25     0.126585  0.355975  20040603  
 26     0.000081  0.178952  20040603  
 27     0.175246  0.525978  20040603  
 28     0.399671  0.553356  20040603  
 29    -0.049068  0.264735  20040603  
 ...         ...       ...       ...  
 12409  0.000009  0.026891  20040603  
 12410  0.755243  0.932522  20040603  
 12411  0.659669  1.051789  20040603  
 12412  1.351706  1.517987  20040603  
 12413  0.809599  1.041827  20040603  
 12414  0.702901  0.981769  20040603  
 12415  1.067277  1.256020  20040603  
 12416  0.455917  0.692521  20040603  
 12417  1.002957  1.269448  20040603  
 12418  0.915875  1.226979  20040603  
 12419  0.651199  0.938523  20040603  
 12420  1.132719  1.399175  20040603  
 12421  0.327185  0.386499  20040603  
 12422  0.007981  0.446576  20040603  
 12423  0.459325  0.742054  20040603  
 12424  0.966176  1.259018  20040603  
 12425  0.707084  1.053612  20040603  
 12426  0.204988  0.325717  20040603  
 12427  1.142861  1.262800  20040603  
 12428  1.078825  1.384484  20040603  
 12429  0.000009  0.043629  20040603  
 12430  1.224153  1.452357  20040603  
 12431  1.344463  1.481604  20040603  
 12432  0.459016  0.729358  20040603  
 12433  0.544103  0.908142  20040603  
 12434  0.944504  1.126105  20040603  
 12435  0.425831  0.732016  20040603  
 12436  0.755275  1.070884  20040603  
 12437  0.980487  1.310093  20040603  
 12438  1.469603  1.587140  20040603  
 
 [12439 rows x 92 columns],
 '20040604':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.170            0.000               0.0   
 1      USA0011             0.052            0.000               0.0   
 2      USA0031            -0.171            0.000               0.0   
 3      USA0062            -0.062            0.432               0.0   
 4      USA00E2            -0.134            0.000               0.0   
 5      USA00F1            -0.342            0.000               0.0   
 6      USA00G2            -0.140            0.000               0.0   
 7      USA00H1            -0.462            0.000               0.0   
 8      USA00I1             0.832            0.000               0.0   
 9      USA00J1            -0.196            0.000               0.0   
 10     USA00K1             0.627            0.000               0.0   
 11     USA00P1             0.249            0.000               0.0   
 12     USA00R1            -0.250            0.000               0.0   
 13     USA00S1            -0.590            0.000               0.0   
 14     USA00V1            -0.393            0.000               0.0   
 15     USA0131             0.024            1.000               0.0   
 16     USA0161             1.154            1.000               0.0   
 17     USA01I1            -0.123            0.000               0.0   
 18     USA01J2            -0.302            0.000               0.0   
 19     USA01L1            -1.004            0.000               0.0   
 20     USA01P1             0.216            0.000               0.0   
 21     USA01Q1            -0.237            0.000               0.0   
 22     USA0202             0.291            0.000               0.0   
 23     USA0231            -0.175            0.000               0.0   
 24     USA0281             0.561            0.000               0.0   
 25     USA0291             0.222            0.000               0.0   
 26     USA02A1            -0.243            0.000               0.0   
 27     USA02B1             0.320            0.000               0.0   
 28     USA02H1             0.122            0.000               0.0   
 29     USA02P1            -0.225            0.144               0.0   
 ...        ...               ...              ...               ...   
 12410  USAZY41            -0.410            0.000               0.0   
 12411  USAZY51             2.793            0.000               0.0   
 12412  USAZY61             1.222            0.000               0.0   
 12413  USAZY71            -2.499            0.000               0.0   
 12414  USAZYI1             2.793            0.000               0.0   
 12415  USAZYJ1             0.788            0.000               0.0   
 12416  USAZYK1             0.554            0.000               0.0   
 12417  USAZYM1             2.409            0.000               0.0   
 12418  USAZYR1             0.579            0.000               0.0   
 12419  USAZYS1             0.820            0.000               0.0   
 12420  USAZYT1             0.164            0.000               0.0   
 12421  USAZYV1             2.793            0.000               0.0   
 12422  USAZYX1             2.247            0.000               0.0   
 12423  USAZZ41             0.428            0.000               0.0   
 12424  USAZZ51             0.356            0.000               0.0   
 12425  USAZZ61             2.793            0.000               0.0   
 12426  USAZZ71             2.793            0.000               0.0   
 12427  USAZZ81            -0.535            0.000               0.0   
 12428  USAZZ91             0.413            0.000               0.0   
 12429  USAZZA1             0.940            0.000               0.0   
 12430  USAZZB1             0.036            0.000               0.0   
 12431  USAZZD1             2.793            0.000               0.0   
 12432  USAZZF1             1.071            0.000               0.0   
 12433  USAZZI1             0.430            0.000               0.0   
 12434  USAZZJ1            -0.633            0.000               0.0   
 12435  USAZZL1             0.286            0.000               0.0   
 12436  USAZZP1             0.531            0.000               0.0   
 12437  USAZZR1             0.499            0.000               0.0   
 12438  USAZZX1            -2.633            0.000               0.0   
 12439  USAZZY1             2.116            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.092           0.000  ...           NaN          NaN   
 1            -2.092           0.000  ...           NaN          NaN   
 2            -2.459           0.000  ...           NaN       1600.0   
 3            -2.243           0.000  ...           NaN          NaN   
 4            -2.363           0.000  ...           NaN       1056.0   
 5            -1.978           0.000  ...           NaN         14.0   
 6            -2.129           0.000  ...           NaN          NaN   
 7            -1.985           0.000  ...           NaN          NaN   
 8            -1.266           0.000  ...           NaN          NaN   
 9            -1.966           0.865  ...           NaN       2300.0   
 10           -1.652           0.000  ...           NaN          NaN   
 11           -1.019           0.000  ...           NaN          NaN   
 12           -1.852           0.000  ...           NaN          NaN   
 13           -1.551           0.000  ...           NaN          NaN   
 14           -2.092           0.000  ...           NaN          NaN   
 15           -2.094           0.000  ...           NaN          NaN   
 16           -1.402           0.000  ...           NaN       1300.0   
 17           -1.804           0.000  ...           NaN       7305.0   
 18           -1.278           0.000  ...           NaN          NaN   
 19           -2.039           0.000  ...           NaN          NaN   
 20           -1.227           0.000  ...           NaN          NaN   
 21           -2.360           1.000  ...           NaN          NaN   
 22           -1.119           0.000  ...           NaN          NaN   
 23           -2.036           0.000  ...           NaN       1000.0   
 24           -1.672           0.000  ...           NaN          NaN   
 25           -1.838           0.000  ...           NaN          NaN   
 26           -2.092           0.000  ...           NaN          NaN   
 27           -1.725           0.000  ...           NaN          NaN   
 28           -1.266           0.000  ...           NaN       1605.0   
 29           -2.195           0.000  ...           NaN       1650.0   
 ...             ...             ...  ...           ...          ...   
 12410        -2.092           0.000  ...           NaN          NaN   
 12411        -0.581           0.000  ...           NaN       2310.0   
 12412        -0.699           0.000  ...           NaN          NaN   
 12413         0.824           0.000  ...           NaN      10000.0   
 12414        -0.466           0.000  ...           NaN      48000.0   
 12415        -0.600           0.000  ...           NaN          NaN   
 12416         0.155           0.000  ...           NaN       5500.0   
 12417        -1.188           0.000  ...           NaN       3000.0   
 12418         0.016           0.000  ...           NaN     206262.0   
 12419        -0.162           0.000  ...           NaN          NaN   
 12420        -0.729           0.000  ...           NaN      27915.0   
 12421         0.246           0.000  ...           NaN      16170.0   
 12422        -1.481           0.000  ...           NaN       5700.0   
 12423        -2.086           0.000  ...           NaN     147800.0   
 12424        -1.125           0.000  ...           NaN          NaN   
 12425        -0.158           0.000  ...           NaN       2000.0   
 12426        -0.655           0.000  ...           NaN      25000.0   
 12427        -1.648           1.000  ...           NaN      16700.0   
 12428         0.317           0.000  ...           NaN          NaN   
 12429         0.180           0.000  ...           NaN          NaN   
 12430        -2.092           0.000  ...           NaN          NaN   
 12431         0.476           0.000  ...           NaN   14071530.0   
 12432         0.738           0.000  ...           NaN       9391.0   
 12433        -1.124           1.000  ...           NaN          NaN   
 12434        -0.946           0.000  ...           NaN          0.0   
 12435        -0.105           0.000  ...           NaN          NaN   
 12436        -1.195           1.000  ...           NaN          NaN   
 12437        -0.502           0.000  ...           NaN          NaN   
 12438         0.087           0.000  ...           NaN      82275.0   
 12439         0.940           0.000  ...           NaN      37500.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.217173e+10  0.162390   13.891228    9.596635   
 1             NaN     5.828745e+09  0.000000   16.668495   12.082409   
 2             NaN     6.525435e+10  2.523659   25.725709   22.929720   
 3             NaN     2.897573e+10  2.225519   22.790916   20.761677   
 4             NaN     4.829720e+10  2.555556   22.986245   19.719840   
 5             NaN     1.933230e+11  0.409277   17.847275   15.275626   
 6             NaN     1.305345e+10  5.729795   18.778511   12.805202   
 7             NaN     7.095417e+10  0.000000   20.163530   14.862768   
 8             NaN     1.771651e+10  0.488301   30.324573   23.291004   
 9             NaN     4.384185e+10  1.651962   15.910778   12.825241   
 10            NaN     3.154438e+10  0.000000   36.937537   29.543622   
 11            NaN     2.620383e+10  1.260410   20.330728   15.821334   
 12            NaN     6.585744e+09  2.506775   13.564045    9.549226   
 13            NaN     2.110092e+10  1.263253   24.251790   21.824528   
 14            NaN     1.275005e+10  1.192369   13.497644    9.321611   
 15            NaN     3.757838e+10  1.746725   22.600240   19.506406   
 16            NaN     3.757838e+10  1.746725   26.420946   23.488308   
 17            NaN     2.974590e+10  0.177226   18.034419   16.058186   
 18            NaN     2.577749e+10  1.964167   27.561642   24.483380   
 19            NaN     9.649028e+10  3.230088   24.327675   19.641492   
 20            NaN     1.564240e+11  0.000000   29.298289   25.301290   
 21            NaN     1.278139e+11  1.947420   18.307454   15.337509   
 22            NaN     1.657891e+10  0.000000   31.485989   28.745173   
 23            NaN     8.961491e+10  0.000000   19.617488   16.594271   
 24            NaN     4.281107e+10  3.240741   22.883904   19.656240   
 25            NaN     2.752802e+10  0.000000   16.775878   13.441058   
 26            NaN     7.268465e+09  1.909855   10.996811    7.492663   
 27            NaN     7.268465e+09  1.909855   30.615296   28.499039   
 28            NaN     6.597335e+10  3.072378   22.683476   19.770421   
 29            NaN     3.292693e+11  2.570694   19.735622   16.620593   
 ...           ...              ...       ...         ...         ...   
 12410         NaN     5.056250e+06       NaN   19.168110   13.768057   
 12411      408.80     7.543200e+06  0.000000   73.637496   71.225651   
 12412         NaN     2.454980e+06  0.000000   67.972705   64.730948   
 12413      388.47     7.356000e+05  0.000000   87.948234   83.804743   
 12414     8151.22     4.072000e+06  0.000000   77.086187   74.093481   
 12415         NaN     3.644484e+07       NaN   70.817350   68.028625   
 12416       36.81     6.832300e+05       NaN   67.851931   64.001775   
 12417      433.19     1.664740e+06       NaN   63.652753   61.198881   
 12418   197956.03     2.541270e+07  0.000000  105.658956  103.104306   
 12419         NaN     5.030700e+01  0.000000   33.839349   24.934306   
 12420    21981.89     1.776600e+07  0.000000  120.746800  119.417968   
 12421     4063.82     1.187048e+07  0.000000  153.426466  151.504148   
 12422    27704.76     5.996760e+07  1.333333   37.997707   33.327925   
 12423    22389.23     4.266408e+06       NaN   67.077556   65.159703   
 12424         NaN     2.224200e+05  0.000000   70.716846   68.066668   
 12425     1752.29     2.780500e+06  0.000000  123.736495  121.505663   
 12426     2712.32     1.073628e+07  0.000000   83.465428   81.000628   
 12427  2094651.57     3.057911e+10  4.850000   19.852767   17.043617   
 12428         NaN     1.591600e+03  0.000000   58.467119   51.237013   
 12429         NaN     1.521940e+06  0.000000   79.734301   75.995382   
 12430         NaN     1.251480e+06       NaN   24.740549   18.241051   
 12431   181867.04     3.492918e+06       NaN   80.907348   77.227986   
 12432    25590.19     3.646110e+07       NaN   97.772191   94.027103   
 12433         NaN     4.347500e+05  0.000000   86.521363   84.656805   
 12434         NaN     7.508063e+06  0.000000   77.389957   73.360620   
 12435         NaN     4.066000e+07  0.000000   56.552775   52.868740   
 12436         NaN     2.558040e+06       NaN   68.351331   65.808248   
 12437         NaN     3.367200e+05       NaN   45.189464   40.627569   
 12438     1499.21     1.320709e+06  0.000000  148.686682  146.641834   
 12439  5318414.29     8.930800e+08  0.543478   41.930528   31.024788   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000331  0.127537  20040604  
 1      0.000005  0.039589  20040604  
 2     -0.189492  0.046393  20040604  
 3     -0.071949  0.288895  20040604  
 4     -0.128710  0.165621  20040604  
 5      0.053913  0.302268  20040604  
 6     -0.017589 -0.005682  20040604  
 7      0.050836  0.099405  20040604  
 8      0.391953  0.769553  20040604  
 9      0.059629  0.110480  20040604  
 10     0.208554  0.596124  20040604  
 11     0.509329  0.870054  20040604  
 12     0.113656  0.378352  20040604  
 13     0.256626  0.397081  20040604  
 14     0.000005  0.025770  20040604  
 15    -0.001220  0.220900  20040604  
 16     0.327513  0.522576  20040604  
 17     0.136638  0.301012  20040604  
 18     0.386412  0.694486  20040604  
 19     0.025038  0.149606  20040604  
 20     0.410403  0.596017  20040604  
 21    -0.127409  0.016195  20040604  
 22     0.462002  0.690170  20040604  
 23     0.026313  0.297963  20040604  
 24     0.199479  0.526128  20040604  
 25     0.120518  0.352291  20040604  
 26    -0.000012  0.172873  20040604  
 27     0.173921  0.532184  20040604  
 28     0.392123  0.548423  20040604  
 29    -0.048766  0.254196  20040604  
 ...         ...       ...       ...  
 12410  0.000005  0.019252  20040604  
 12411  0.717113  0.971430  20040604  
 12412  0.660997  1.104300  20040604  
 12413  1.384160  1.557903  20040604  
 12414  0.771963  1.086042  20040604  
 12415  0.707928  1.055875  20040604  
 12416  1.066642  1.295936  20040604  
 12417  0.428881  0.660914  20040604  
 12418  1.000479  1.291294  20040604  
 12419  0.916017  1.254583  20040604  
 12420  0.646794  0.921605  20040604  
 12421  1.109859  1.395435  20040604  
 12422  0.289877  0.422710  20040604  
 12423  0.002629  0.434478  20040604  
 12424  0.458897  0.765786  20040604  
 12425  0.917730  1.292318  20040604  
 12426  0.681863  1.037956  20040604  
 12427  0.210452  0.317687  20040604  
 12428  1.143541  1.286889  20040604  
 12429  1.078508  1.406969  20040604  
 12430  0.000005  0.050181  20040604  
 12431  1.219103  1.508641  20040604  
 12432  1.343060  1.541747  20040604  
 12433  0.459526  0.734466  20040604  
 12434  0.543908  0.873419  20040604  
 12435  0.942909  1.142868  20040604  
 12436  0.425614  0.768880  20040604  
 12437  0.754613  1.087375  20040604  
 12438  1.034388  1.331837  20040604  
 12439  1.438920  1.617042  20040604  
 
 [12440 rows x 92 columns],
 '20040607':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.030            0.000               0.0   
 1      USA0011            -0.499            0.000               0.0   
 2      USA0031            -0.836            0.000               0.0   
 3      USA0062            -0.086            0.432               0.0   
 4      USA00E2            -0.027            0.000               0.0   
 5      USA00F1            -2.793            0.000               0.0   
 6      USA00G2             0.475            0.000               0.0   
 7      USA00H1            -1.014            0.000               0.0   
 8      USA00I1            -2.793            0.000               0.0   
 9      USA00J1             0.218            0.000               0.0   
 10     USA00K1             0.380            0.000               0.0   
 11     USA00P1             0.209            0.000               0.0   
 12     USA00R1             0.321            0.000               0.0   
 13     USA00S1             0.802            0.000               0.0   
 14     USA00V1            -0.274            0.000               0.0   
 15     USA0131             0.123            1.000               0.0   
 16     USA0161            -2.217            1.000               0.0   
 17     USA01I1            -0.139            0.000               0.0   
 18     USA01J2             0.467            0.000               0.0   
 19     USA01L1             0.232            0.000               0.0   
 20     USA01P1             0.521            0.000               0.0   
 21     USA01Q1            -2.793            0.000               0.0   
 22     USA0202             0.186            0.000               0.0   
 23     USA0231            -0.131            0.000               0.0   
 24     USA0281            -2.793            0.000               0.0   
 25     USA0291            -0.352            0.000               0.0   
 26     USA02A1            -0.158            0.000               0.0   
 27     USA02B1            -0.151            0.000               0.0   
 28     USA02H1             0.516            0.000               0.0   
 29     USA02P1            -2.793            0.144               0.0   
 ...        ...               ...              ...               ...   
 12410  USAZY41            -0.236            0.000               0.0   
 12411  USAZY51             0.160            0.000               0.0   
 12412  USAZY61             0.735            0.000               0.0   
 12413  USAZY71             1.295            0.000               0.0   
 12414  USAZYI1             1.680            0.000               0.0   
 12415  USAZYJ1             0.100            0.000               0.0   
 12416  USAZYK1             0.461            0.000               0.0   
 12417  USAZYM1             1.951            0.000               0.0   
 12418  USAZYR1            -0.717            0.000               0.0   
 12419  USAZYS1            -0.206            0.000               0.0   
 12420  USAZYT1            -2.793            0.000               0.0   
 12421  USAZYV1            -2.793            0.000               0.0   
 12422  USAZYX1            -0.341            0.000               0.0   
 12423  USAZZ41            -0.153            0.000               0.0   
 12424  USAZZ51            -0.390            0.000               0.0   
 12425  USAZZ61             0.102            0.000               0.0   
 12426  USAZZ71            -0.239            0.000               0.0   
 12427  USAZZ81             0.020            0.000               0.0   
 12428  USAZZ91             0.868            0.000               0.0   
 12429  USAZZA1             0.074            0.000               0.0   
 12430  USAZZB1            -0.974            0.000               0.0   
 12431  USAZZD1             1.145            0.000               0.0   
 12432  USAZZF1             0.542            0.000               0.0   
 12433  USAZZI1            -0.589            0.000               0.0   
 12434  USAZZJ1            -0.983            0.000               0.0   
 12435  USAZZL1             2.762            0.000               0.0   
 12436  USAZZP1            -0.684            0.000               0.0   
 12437  USAZZR1            -0.077            0.000               0.0   
 12438  USAZZX1             1.959            0.000               0.0   
 12439  USAZZY1             1.381            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.117           0.000  ...           NaN          NaN   
 1            -2.116           0.000  ...           NaN          NaN   
 2            -2.475           0.000  ...           NaN       1600.0   
 3            -2.262           0.000  ...           NaN          NaN   
 4            -2.442           0.000  ...           NaN       3626.0   
 5            -1.642           0.000  ...           NaN       3750.0   
 6            -2.154           0.000  ...           NaN          NaN   
 7            -2.007           0.000  ...           NaN          NaN   
 8            -0.536           0.000  ...           NaN       3396.0   
 9            -1.996           0.865  ...           NaN       2300.0   
 10           -1.675           0.000  ...           NaN          NaN   
 11           -1.052           0.000  ...           NaN          NaN   
 12           -1.866           0.000  ...           NaN          NaN   
 13           -1.605           0.000  ...           NaN          NaN   
 14           -2.116           0.000  ...           NaN          NaN   
 15           -2.125           0.000  ...           NaN          NaN   
 16           -1.262           0.000  ...           NaN       3100.0   
 17           -1.840           0.000  ...           NaN       7305.0   
 18           -1.329           0.000  ...           NaN          NaN   
 19           -2.072           0.000  ...           NaN          NaN   
 20           -1.275           0.000  ...           NaN          NaN   
 21           -2.048           1.000  ...           NaN      53500.0   
 22           -1.168           0.000  ...           NaN          NaN   
 23           -2.060           0.000  ...           NaN       1000.0   
 24           -1.452           0.000  ...           NaN       1725.0   
 25           -1.871           0.000  ...           NaN          NaN   
 26           -2.117           0.000  ...           NaN          NaN   
 27           -1.742           0.000  ...           NaN          NaN   
 28           -1.294           0.000  ...           NaN       1605.0   
 29           -1.825           0.000  ...           NaN       3160.0   
 ...             ...             ...  ...           ...          ...   
 12410        -2.116           0.000  ...           NaN          NaN   
 12411        -0.608           0.000  ...           NaN          NaN   
 12412        -0.702           0.000  ...           NaN          NaN   
 12413         0.811           0.000  ...           NaN          NaN   
 12414        -1.039           0.000  ...           NaN      74850.0   
 12415        -0.624           0.000  ...           NaN          NaN   
 12416         0.140           0.000  ...           NaN        860.0   
 12417        -1.442           0.000  ...           NaN      23150.0   
 12418        -0.006           0.000  ...           NaN      88250.0   
 12419        -0.191           0.000  ...           NaN          NaN   
 12420        -0.387           0.000  ...           NaN      32000.0   
 12421         0.352           0.000  ...           NaN      10000.0   
 12422        -1.543           0.000  ...           NaN        100.0   
 12423        -2.103           0.000  ...           NaN      78700.0   
 12424        -1.138           0.000  ...           NaN          NaN   
 12425        -0.166           0.000  ...           NaN     296794.0   
 12426        -0.673           0.000  ...           NaN          NaN   
 12427        -1.694           1.000  ...           NaN      31200.0   
 12428         0.316           0.000  ...           NaN          NaN   
 12429         0.151           0.000  ...           NaN          NaN   
 12430        -2.116           0.000  ...           NaN          NaN   
 12431         0.467           0.000  ...           NaN    7130489.0   
 12432         0.688           0.000  ...           NaN      20960.0   
 12433        -1.156           1.000  ...           NaN          NaN   
 12434        -0.921           0.000  ...           NaN          0.0   
 12435        -0.242           0.000  ...           NaN       2500.0   
 12436        -1.214           1.000  ...           NaN          NaN   
 12437        -0.521           0.000  ...           NaN          NaN   
 12438        -0.029           0.000  ...           NaN      21000.0   
 12439         0.908           0.000  ...           NaN      68800.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.385097e+10  0.162390   13.863215    9.497158   
 1             NaN     5.985939e+09  0.000000   16.447862   11.926682   
 2             NaN     6.614547e+10  2.523659   25.338147   22.689784   
 3             NaN     2.979158e+10  2.225519   22.512502   20.586546   
 4             NaN     4.852382e+10  2.555556   22.829302   19.486318   
 5             NaN     1.951493e+11  0.409277   20.733425   18.348120   
 6             NaN     1.330737e+10  5.729795   18.712625   12.745424   
 7             NaN     7.129979e+10  0.000000   20.333352   14.873237   
 8             NaN     1.853820e+10  0.488301   36.491939   29.779526   
 9             NaN     4.357432e+10  1.651962   15.759097   12.625848   
 10            NaN     3.265415e+10  0.000000   36.443690   29.309717   
 11            NaN     2.654008e+10  1.260410   19.646765   15.694763   
 12            NaN     6.632138e+09  2.506775   13.396107    9.490862   
 13            NaN     2.146814e+10  1.263253   23.992268   21.647327   
 14            NaN     1.300819e+10  1.192369   13.521335    9.213266   
 15            NaN     3.856391e+10  1.746725   22.353956   19.261476   
 16            NaN     3.856391e+10  1.746725   26.483554   23.480565   
 17            NaN     2.995036e+10  0.177226   17.744344   15.825673   
 18            NaN     2.652862e+10  1.964167   27.122591   24.245573   
 19            NaN     9.858696e+10  3.230088   24.144673   19.407135   
 20            NaN     1.646026e+11  0.000000   28.992245   25.148892   
 21            NaN     1.288899e+11  1.947420   20.589488   17.840089   
 22            NaN     1.734720e+10  0.000000   31.005701   28.531838   
 23            NaN     9.028062e+10  0.000000   19.336682   16.370023   
 24            NaN     4.360090e+10  3.240741   23.697072   20.567296   
 25            NaN     2.786609e+10  0.000000   16.623564   13.277684   
 26            NaN     7.411771e+09  1.909855   10.946997    7.421729   
 27            NaN     7.411771e+09  1.909855   30.067980   28.074730   
 28            NaN     6.781352e+10  3.072378   22.394590   19.622467   
 29            NaN     3.340139e+11  2.570694   21.591567   18.621389   
 ...           ...              ...       ...         ...         ...   
 12410         NaN     5.056250e+06       NaN   18.964504   13.522437   
 12411         NaN     7.543200e+06  0.000000   70.205760   67.832861   
 12412         NaN     2.454980e+06  0.000000   68.264236   65.230052   
 12413         NaN     7.356000e+05  0.000000   89.614623   86.162723   
 12414     8896.84     3.054000e+06  0.000000   74.250881   71.781775   
 12415         NaN     3.644484e+07       NaN   69.501726   66.933586   
 12416       37.75     6.832300e+05       NaN   66.916361   63.413278   
 12417      553.03     1.362060e+06       NaN   60.585765   58.305125   
 12418   150252.74     2.578100e+07  0.000000  104.027995  101.690318   
 12419         NaN     5.030700e+01  0.000000   32.804525   24.521537   
 12420    21221.08     2.122050e+07  0.000000  121.038208  119.599914   
 12421     4150.67     1.335429e+07  0.000000  151.895057  149.979431   
 12422    28412.75     5.996760e+07  1.333333   37.270121   32.940898   
 12423    22091.27     4.233840e+06       NaN   66.136513   64.280206   
 12424         NaN     2.224200e+05  0.000000   69.435523   66.869722   
 12425     1478.92     2.780500e+06  0.000000  121.871798  119.905913   
 12426         NaN     1.073628e+07  0.000000   81.315939   78.902267   
 12427  2133278.90     3.054179e+10  4.850000   20.115797   17.360610   
 12428         NaN     1.591600e+03  0.000000   57.231166   50.278379   
 12429         NaN     1.521940e+06  0.000000   78.160976   74.753379   
 12430         NaN     1.251480e+06       NaN   24.475154   18.040839   
 12431   171110.35     3.492918e+06       NaN   77.830321   74.355400   
 12432    28659.89     3.646110e+07       NaN   95.770229   92.384388   
 12433         NaN     4.347500e+05  0.000000   85.180144   83.402639   
 12434         NaN     7.626129e+06  0.000000   76.228417   72.325263   
 12435    20132.56     3.937600e+07  0.000000   56.109084   52.636711   
 12436         NaN     2.558040e+06       NaN   68.694724   66.450739   
 12437         NaN     3.367200e+05       NaN   44.152739   39.897841   
 12438     1308.67     1.219116e+06  0.000000  146.950521  145.207940   
 12439  5269766.00     9.109910e+08  0.543478   40.991571   30.928224   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000326  0.130542  20040607  
 1     -0.000009  0.047762  20040607  
 2     -0.179268  0.067610  20040607  
 3     -0.068739  0.281200  20040607  
 4     -0.153203  0.136612  20040607  
 5      0.223213  0.388706  20040607  
 6     -0.017732  0.004441  20040607  
 7      0.051681  0.061287  20040607  
 8      0.743304  1.034203  20040607  
 9      0.056799  0.111783  20040607  
 10     0.207398  0.605987  20040607  
 11     0.500617  0.846172  20040607  
 12     0.117858  0.385842  20040607  
 13     0.240444  0.420928  20040607  
 14    -0.000009  0.022713  20040607  
 15    -0.003919  0.221155  20040607  
 16     0.401816  0.535655  20040607  
 17     0.129825  0.281997  20040607  
 18     0.370297  0.687518  20040607  
 19     0.021022  0.162004  20040607  
 20     0.395900  0.586117  20040607  
 21     0.032056  0.111669  20040607  
 22     0.445941  0.687242  20040607  
 23     0.026392  0.293393  20040607  
 24     0.312303  0.545421  20040607  
 25     0.115571  0.326866  20040607  
 26    -0.000245  0.171170  20040607  
 27     0.176127  0.519380  20040607  
 28     0.386843  0.540933  20040607  
 29     0.137198  0.355377  20040607  
 ...         ...       ...       ...  
 12410 -0.000009  0.010996  20040607  
 12411  0.709488  1.002460  20040607  
 12412  0.665254  1.096917  20040607  
 12413  1.376976  1.492194  20040607  
 12414  0.506961  0.877594  20040607  
 12415  0.701821  1.019730  20040607  
 12416  1.061482  1.273224  20040607  
 12417  0.317091  0.545859  20040607  
 12418  0.992914  1.252043  20040607  
 12419  0.905798  1.212145  20040607  
 12420  0.813321  0.994052  20040607  
 12421  1.161364  1.412003  20040607  
 12422  0.269746  0.381504  20040607  
 12423  0.006235  0.408353  20040607  
 12424  0.460185  0.732403  20040607  
 12425  0.917282  1.214912  20040607  
 12426  0.678818  1.054822  20040607  
 12427  0.198547  0.313860  20040607  
 12428  1.144077  1.287651  20040607  
 12429  1.066716  1.366791  20040607  
 12430 -0.000009  0.048518  20040607  
 12431  1.215415  1.500728  20040607  
 12432  1.319204  1.497126  20040607  
 12433  0.451591  0.691641  20040607  
 12434  0.562131  0.858399  20040607  
 12435  0.881930  1.130710  20040607  
 12436  0.424413  0.716683  20040607  
 12437  0.750713  1.060913  20040607  
 12438  0.981970  1.246348  20040607  
 12439  1.422767  1.612022  20040607  
 
 [12440 rows x 92 columns],
 '20040608':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.239            0.000               0.0   
 1      USA0011            -0.745            0.000               0.0   
 2      USA0031            -2.597            0.000               0.0   
 3      USA0062             0.362            0.432               0.0   
 4      USA00E2             0.087            0.000               0.0   
 5      USA00F1             0.496            0.000               0.0   
 6      USA00G2            -0.014            0.000               0.0   
 7      USA00H1            -0.504            0.000               0.0   
 8      USA00I1             0.177            0.000               0.0   
 9      USA00J1             0.388            0.000               0.0   
 10     USA00K1            -0.503            0.000               0.0   
 11     USA00P1             0.347            0.000               0.0   
 12     USA00R1             0.510            0.000               0.0   
 13     USA00S1            -0.925            0.000               0.0   
 14     USA00V1             0.353            0.000               0.0   
 15     USA0131             0.404            1.000               0.0   
 16     USA0161            -0.078            1.000               0.0   
 17     USA01I1             0.107            0.000               0.0   
 18     USA01J2            -1.785            0.000               0.0   
 19     USA01L1            -0.488            0.000               0.0   
 20     USA01P1             0.404            0.000               0.0   
 21     USA01Q1             1.114            0.000               0.0   
 22     USA0202             0.299            0.000               0.0   
 23     USA0231             0.363            0.000               0.0   
 24     USA0281             0.429            0.000               0.0   
 25     USA0291             0.224            0.000               0.0   
 26     USA02A1             0.379            0.000               0.0   
 27     USA02B1             0.775            0.000               0.0   
 28     USA02H1            -0.037            0.000               0.0   
 29     USA02P1            -0.033            0.144               0.0   
 ...        ...               ...              ...               ...   
 12407  USAZY41             0.222            0.000               0.0   
 12408  USAZY51             0.004            0.000               0.0   
 12409  USAZY61            -0.353            0.000               0.0   
 12410  USAZY71             0.341            0.000               0.0   
 12411  USAZYI1             2.858            0.000               0.0   
 12412  USAZYJ1            -0.252            0.000               0.0   
 12413  USAZYK1             0.301            0.000               0.0   
 12414  USAZYM1            -2.874            0.000               0.0   
 12415  USAZYR1            -0.353            0.000               0.0   
 12416  USAZYS1            -0.284            0.000               0.0   
 12417  USAZYT1             2.849            0.000               0.0   
 12418  USAZYV1            -0.149            0.000               0.0   
 12419  USAZYX1            -0.032            0.000               0.0   
 12420  USAZZ41             2.858            0.000               0.0   
 12421  USAZZ51            -0.281            0.000               0.0   
 12422  USAZZ61             2.858            0.000               0.0   
 12423  USAZZ71            -2.877            0.000               0.0   
 12424  USAZZ81            -0.316            0.000               0.0   
 12425  USAZZ91            -0.074            0.000               0.0   
 12426  USAZZA1            -0.096            0.000               0.0   
 12427  USAZZB1            -0.139            0.000               0.0   
 12428  USAZZD1             2.858            0.000               0.0   
 12429  USAZZF1            -2.877            0.000               0.0   
 12430  USAZZI1            -0.355            0.000               0.0   
 12431  USAZZJ1             2.858            0.000               0.0   
 12432  USAZZL1             0.141            0.000               0.0   
 12433  USAZZP1            -0.124            0.000               0.0   
 12434  USAZZR1            -0.067            0.000               0.0   
 12435  USAZZX1             0.388            0.000               0.0   
 12436  USAZZY1            -1.298            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12407               0.0              0.0           0.0          0.000   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.118           0.000  ...           NaN          NaN   
 1            -2.117           0.000  ...           NaN          NaN   
 2            -2.471           0.000  ...           NaN       1000.0   
 3            -2.265           0.000  ...           NaN          NaN   
 4            -2.445           0.000  ...           NaN       3626.0   
 5            -1.643           0.000  ...           NaN         70.0   
 6            -2.155           0.000  ...           NaN          NaN   
 7            -2.007           0.000  ...           NaN          NaN   
 8            -0.535           0.000  ...           NaN          NaN   
 9            -1.996           0.865  ...           NaN       2300.0   
 10           -1.697           0.000  ...           NaN          NaN   
 11           -1.061           0.000  ...           NaN          NaN   
 12           -1.879           0.000  ...           NaN          NaN   
 13           -1.612           0.000  ...           NaN       5787.0   
 14           -2.117           0.000  ...           NaN          NaN   
 15           -2.126           0.000  ...           NaN          NaN   
 16           -1.261           0.000  ...           NaN       1160.0   
 17           -1.843           0.000  ...           NaN       7305.0   
 18           -1.326           0.000  ...           NaN        970.0   
 19           -2.040           0.000  ...           NaN          NaN   
 20           -1.274           0.000  ...           NaN          NaN   
 21           -2.050           1.000  ...           NaN       1890.0   
 22           -1.169           0.000  ...           NaN          NaN   
 23           -2.046           0.000  ...           NaN       1000.0   
 24           -1.452           0.000  ...           NaN          NaN   
 25           -1.872           0.000  ...           NaN          NaN   
 26           -2.118           0.000  ...           NaN          NaN   
 27           -1.745           0.000  ...           NaN         35.0   
 28           -1.294           0.000  ...           NaN       1605.0   
 29           -1.811           0.000  ...           NaN       4500.0   
 ...             ...             ...  ...           ...          ...   
 12407        -2.117           0.000  ...           NaN          NaN   
 12408        -0.607           0.000  ...           NaN        500.0   
 12409        -0.671           0.000  ...           NaN          NaN   
 12410         0.804           0.000  ...           NaN      10700.0   
 12411        -1.036           0.000  ...           NaN      44000.0   
 12412        -0.626           0.000  ...           NaN          NaN   
 12413         0.141           0.000  ...           NaN          NaN   
 12414        -1.421           0.000  ...           NaN      19000.0   
 12415        -0.005           0.000  ...           NaN     203430.0   
 12416        -0.190           0.000  ...           NaN          NaN   
 12417        -0.388           0.000  ...           NaN      34540.0   
 12418         0.367           0.000  ...           NaN          NaN   
 12419        -1.545           0.000  ...           NaN        300.0   
 12420        -2.108           0.000  ...           NaN     128000.0   
 12421        -1.141           0.000  ...           NaN          NaN   
 12422        -0.189           0.000  ...           NaN    1668525.0   
 12423        -0.668           0.000  ...           NaN      45400.0   
 12424        -1.698           1.000  ...           NaN      18700.0   
 12425         0.318           0.000  ...           NaN          NaN   
 12426         0.153           0.000  ...           NaN          NaN   
 12427        -2.117           0.000  ...           NaN          NaN   
 12428         0.458           0.000  ...           NaN   70352260.0   
 12429         0.692           0.000  ...           NaN      96754.0   
 12430        -1.168           1.000  ...           NaN        150.0   
 12431        -0.921           0.000  ...           NaN          0.0   
 12432        -0.239           0.000  ...           NaN       4600.0   
 12433        -1.216           1.000  ...           NaN          NaN   
 12434        -0.522           0.000  ...           NaN          NaN   
 12435        -0.027           0.000  ...           NaN      92000.0   
 12436         0.909           0.000  ...           NaN     127200.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.387096e+10  0.162390   13.499553    9.253359   
 1             NaN     5.954500e+09  0.000000   16.066874   11.654704   
 2             NaN     6.675517e+10  2.523659   26.758880   24.180952   
 3             NaN     2.989464e+10  2.225519   21.861437   19.966035   
 4             NaN     4.872378e+10  2.555556   22.187308   18.926656   
 5             NaN     1.933752e+11  0.409277   20.022699   17.810374   
 6             NaN     1.345021e+10  5.729795   18.177902   12.398937   
 7             NaN     7.129979e+10  0.000000   19.903663   14.532627   
 8             NaN     1.849730e+10  0.488301   35.458738   28.968479   
 9             NaN     4.387428e+10  1.651962   15.318087   12.263771   
 10            NaN     3.211608e+10  0.000000   35.420482   28.524698   
 11            NaN     2.646339e+10  1.260410   19.153735   15.278592   
 12            NaN     6.701730e+09  2.506775   13.108579    9.324484   
 13            NaN     2.129866e+10  1.263253   23.334104   21.107260   
 14            NaN     1.302843e+10  1.192369   13.192165    8.990760   
 15            NaN     3.853186e+10  1.746725   21.754884   18.746226   
 16            NaN     3.853186e+10  1.746725   25.644292   22.847980   
 17            NaN     3.006781e+10  0.177226   17.249215   15.390808   
 18            NaN     2.633060e+10  1.964167   26.613755   23.838069   
 19            NaN     9.750653e+10  3.230088   23.451840   18.881028   
 20            NaN     1.631593e+11  0.000000   28.172315   24.404204   
 21            NaN     1.286453e+11  1.947420   19.984068   17.453993   
 22            NaN     1.753591e+10  0.000000   30.204196   27.768519   
 23            NaN     9.056227e+10  0.000000   18.778135   15.931620   
 24            NaN     4.384085e+10  3.240741   22.840695   20.009946   
 25            NaN     2.854221e+10  0.000000   16.151751   12.922285   
 26            NaN     7.483424e+09  1.909855   10.743956    7.301974   
 27            NaN     7.483424e+09  1.909855   29.235354   27.266664   
 28            NaN     6.725855e+10  3.072378   21.748695   19.056034   
 29            NaN     3.317998e+11  2.570694   20.881054   18.158426   
 ...           ...              ...       ...         ...         ...   
 12407         NaN     5.056250e+06       NaN   18.559065   13.187536   
 12408      434.25     7.543200e+06  0.000000   68.551602   66.254600   
 12409         NaN     2.454980e+06  0.000000   67.335044   64.429583   
 12410      401.96     7.356000e+05  0.000000   88.961801   85.676832   
 12411     8912.43     2.672250e+06  0.000000   73.001749   70.510954   
 12412         NaN     3.644484e+07       NaN   68.220934   65.728838   
 12413         NaN     6.832300e+05       NaN   66.055757   62.690975   
 12414      622.89     1.664740e+06       NaN   59.765021   57.461750   
 12415   149895.84     2.578100e+07  0.000000  101.116896   98.876474   
 12416         NaN     5.030700e+01  0.000000   31.924639   23.833913   
 12417    20884.48     1.974000e+07  0.000000  117.985520  116.554395   
 12418         NaN     1.335429e+07  0.000000  147.627103  145.887428   
 12419    27278.24     5.955224e+07  1.333333   36.217753   32.028469   
 12420    21814.40     4.071000e+06       NaN   64.497402   62.694442   
 12421         NaN     2.224200e+05  0.000000   67.516859   65.025030   
 12422     1639.22     1.668300e+06  0.000000  125.587100  123.728280   
 12423     2729.59     1.192920e+07  0.000000   82.004757   79.737702   
 12424  2063950.76     3.064580e+10  4.850000   18.989530   16.240771   
 12425         NaN     1.591600e+03  0.000000   55.640308   48.874124   
 12426         NaN     1.521940e+06  0.000000   76.366296   73.074204   
 12427         NaN     1.251480e+06       NaN   23.762708   17.550062   
 12428   182519.59     2.328612e+06       NaN   75.643352   72.087160   
 12429    36372.88     3.833090e+07       NaN   94.943528   91.703242   
 12430      341.34     4.347500e+05  0.000000   81.008208   79.203742   
 12431         NaN     7.066405e+06  0.000000   75.053428   71.119787   
 12432    20179.26     3.937600e+07  0.000000   54.476615   51.170615   
 12433         NaN     2.558040e+06       NaN   66.714328   64.540919   
 12434         NaN     3.367200e+05       NaN   42.915751   38.785647   
 12435     1299.37     1.219116e+06  0.000000  142.954641  141.240963   
 12436  5216211.90     9.001826e+08  0.543478   39.917886   30.172335   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000331  0.132966  20040608  
 1     -0.000010  0.025629  20040608  
 2     -0.166387  0.027276  20040608  
 3     -0.069335  0.287027  20040608  
 4     -0.154020  0.137368  20040608  
 5      0.222861  0.399808  20040608  
 6     -0.017847  0.001791  20040608  
 7      0.051799  0.056506  20040608  
 8      0.744143  1.038383  20040608  
 9      0.056874  0.114327  20040608  
 10     0.197363  0.585468  20040608  
 11     0.496679  0.845604  20040608  
 12     0.111964  0.385425  20040608  
 13     0.237573  0.390656  20040608  
 14    -0.000010  0.028219  20040608  
 15    -0.004270  0.222439  20040608  
 16     0.402537  0.549880  20040608  
 17     0.129089  0.280756  20040608  
 18     0.372218  0.650278  20040608  
 19     0.036504  0.152759  20040608  
 20     0.396499  0.593258  20040608  
 21     0.031533  0.135297  20040608  
 22     0.445633  0.695318  20040608  
 23     0.033734  0.304026  20040608  
 24     0.312715  0.563380  20040608  
 25     0.115504  0.329207  20040608  
 26    -0.000272  0.177003  20040608  
 27     0.174979  0.527196  20040608  
 28     0.387082  0.534006  20040608  
 29     0.144136  0.353922  20040608  
 ...         ...       ...       ...  
 12407 -0.000010  0.015329  20040608  
 12408  0.709939  0.997201  20040608  
 12409  0.679817  1.073407  20040608  
 12410  1.373545  1.483032  20040608  
 12411  0.508223  0.919756  20040608  
 12412  0.701073  1.017362  20040608  
 12413  1.061686  1.273872  20040608  
 12414  0.327309  0.526327  20040608  
 12415  0.993024  1.242062  20040608  
 12416  0.906191  1.212929  20040608  
 12417  0.813232  1.106791  20040608  
 12418  1.168027  1.362598  20040608  
 12419  0.269248  0.379270  20040608  
 12420  0.004399  0.447177  20040608  
 12421  0.458999  0.739033  20040608  
 12422  0.906677  1.250022  20040608  
 12423  0.681424  0.972454  20040608  
 12424  0.197047  0.310772  20040608  
 12425  1.145130  1.284544  20040608  
 12426  1.067303  1.366108  20040608  
 12427 -0.000010  0.054918  20040608  
 12428  1.211012  1.519781  20040608  
 12429  1.320597  1.439433  20040608  
 12430  0.446110  0.688937  20040608  
 12431  0.562632  0.917729  20040608  
 12432  0.882957  1.120726  20040608  
 12433  0.423874  0.712312  20040608  
 12434  0.750214  1.061626  20040608  
 12435  0.982748  1.291374  20040608  
 12436  1.422830  1.577083  20040608  
 
 [12437 rows x 92 columns],
 '20040609':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.309            0.000               0.0   
 1      USA0011             0.665            0.000               0.0   
 2      USA0031            -0.056            0.000               0.0   
 3      USA0062             0.747            0.432               0.0   
 4      USA00E2            -0.111            0.000               0.0   
 5      USA00F1            -0.076            0.000               0.0   
 6      USA00G2             1.304            0.000               0.0   
 7      USA00H1            -0.650            0.000               0.0   
 8      USA00I1            -1.599            0.000               0.0   
 9      USA00J1            -2.542            0.000               0.0   
 10     USA00K1            -0.322            0.000               0.0   
 11     USA00P1            -0.436            0.000               0.0   
 12     USA00R1             0.015            0.000               0.0   
 13     USA00S1             0.468            0.000               0.0   
 14     USA00V1             0.138            0.000               0.0   
 15     USA0131             1.103            1.000               0.0   
 16     USA0161             0.506            1.000               0.0   
 17     USA01I1             0.211            0.000               0.0   
 18     USA01J2            -0.274            0.000               0.0   
 19     USA01L1             0.413            0.000               0.0   
 20     USA01P1            -2.320            0.000               0.0   
 21     USA01Q1            -0.278            0.000               0.0   
 22     USA0202            -0.194            0.000               0.0   
 23     USA0231             0.208            0.000               0.0   
 24     USA0281             0.752            0.000               0.0   
 25     USA0291             0.465            0.000               0.0   
 26     USA02A1             0.715            0.000               0.0   
 27     USA02B1            -1.861            0.000               0.0   
 28     USA02H1            -0.312            0.000               0.0   
 29     USA02P1             2.708            0.144               0.0   
 ...        ...               ...              ...               ...   
 12407  USAZY41             0.688            0.000               0.0   
 12408  USAZY51            -0.347            0.000               0.0   
 12409  USAZY61             0.312            0.000               0.0   
 12410  USAZY71            -0.917            0.000               0.0   
 12411  USAZYI1            -0.093            0.000               0.0   
 12412  USAZYJ1             2.781            0.000               0.0   
 12413  USAZYK1            -0.774            0.000               0.0   
 12414  USAZYM1             0.973            0.000               0.0   
 12415  USAZYR1             2.781            0.000               0.0   
 12416  USAZYS1            -0.438            0.000               0.0   
 12417  USAZYT1             2.781            0.000               0.0   
 12418  USAZYV1            -0.830            0.000               0.0   
 12419  USAZYX1             0.360            0.000               0.0   
 12420  USAZZ41             0.868            0.000               0.0   
 12421  USAZZ51            -0.005            0.000               0.0   
 12422  USAZZ61            -0.514            0.000               0.0   
 12423  USAZZ71            -0.462            0.000               0.0   
 12424  USAZZ81             0.422            0.000               0.0   
 12425  USAZZ91            -0.700            0.000               0.0   
 12426  USAZZA1            -0.808            0.000               0.0   
 12427  USAZZB1             1.123            0.000               0.0   
 12428  USAZZD1            -0.927            0.000               0.0   
 12429  USAZZF1            -2.705            0.000               0.0   
 12430  USAZZI1            -0.474            0.000               0.0   
 12431  USAZZJ1            -2.705            0.000               0.0   
 12432  USAZZL1             0.159            0.000               0.0   
 12433  USAZZP1            -0.450            0.000               0.0   
 12434  USAZZR1            -0.516            0.000               0.0   
 12435  USAZZX1            -0.436            0.000               0.0   
 12436  USAZZY1             0.404            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12407               0.0              0.0           0.0          0.000   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.095           0.000  ...           NaN          NaN   
 1            -2.094           0.000  ...           NaN          NaN   
 2            -2.436           0.000  ...           NaN        500.0   
 3            -2.243           0.000  ...           NaN          NaN   
 4            -2.409           0.000  ...           NaN       3626.0   
 5            -1.625           0.000  ...           NaN       3500.0   
 6            -2.130           0.000  ...           NaN          NaN   
 7            -1.989           0.000  ...           NaN          NaN   
 8            -0.544           0.000  ...           NaN          NaN   
 9            -2.266           0.865  ...           NaN      29000.0   
 10           -1.680           0.000  ...           NaN          NaN   
 11           -1.042           0.000  ...           NaN          NaN   
 12           -1.857           0.000  ...           NaN          NaN   
 13           -1.588           0.000  ...           NaN          NaN   
 14           -2.094           0.000  ...           NaN          NaN   
 15           -2.098           0.000  ...           NaN          NaN   
 16           -1.270           0.000  ...           NaN        370.0   
 17           -1.818           0.000  ...           NaN       7305.0   
 18           -1.293           0.000  ...           NaN          NaN   
 19           -2.016           0.000  ...           NaN          NaN   
 20           -1.478           0.000  ...           NaN      33500.0   
 21           -2.024           1.000  ...           NaN          NaN   
 22           -1.155           0.000  ...           NaN          NaN   
 23           -2.022           0.000  ...           NaN       1000.0   
 24           -1.448           0.000  ...           NaN          NaN   
 25           -1.853           0.000  ...           NaN          NaN   
 26           -2.094           0.000  ...           NaN          NaN   
 27           -1.858           0.000  ...           NaN        210.0   
 28           -1.285           0.000  ...           NaN       1605.0   
 29           -1.645           0.000  ...           NaN       4550.0   
 ...             ...             ...  ...           ...          ...   
 12407        -2.094           0.000  ...           NaN          NaN   
 12408        -0.601           0.000  ...           NaN          NaN   
 12409        -0.669           0.000  ...           NaN          NaN   
 12410         0.797           0.000  ...           NaN       5000.0   
 12411        -1.031           0.000  ...           NaN          NaN   
 12412        -0.023           0.000  ...           NaN        199.0   
 12413         0.143           0.000  ...           NaN          NaN   
 12414        -1.420           0.000  ...           NaN      15200.0   
 12415         0.083           0.000  ...           NaN     183823.0   
 12416        -0.191           0.000  ...           NaN          NaN   
 12417        -0.202           0.000  ...           NaN      17950.0   
 12418         0.350           0.000  ...           NaN      26100.0   
 12419        -1.514           0.000  ...           NaN          NaN   
 12420        -2.092           0.000  ...           NaN      25000.0   
 12421        -1.123           0.000  ...           NaN          NaN   
 12422        -0.212           0.000  ...           NaN      17000.0   
 12423        -0.657           0.000  ...           NaN          NaN   
 12424        -1.646           1.000  ...           NaN      33800.0   
 12425         0.306           0.000  ...           NaN          NaN   
 12426         0.147           0.000  ...           NaN          NaN   
 12427        -2.094           0.000  ...           NaN          NaN   
 12428         0.450           0.000  ...           NaN   26231330.0   
 12429         0.633           0.000  ...           NaN      57243.0   
 12430        -1.157           1.000  ...           NaN          NaN   
 12431        -1.024           0.000  ...           NaN          0.0   
 12432        -0.230           0.000  ...           NaN       4000.0   
 12433        -1.193           1.000  ...           NaN          NaN   
 12434        -0.512           0.000  ...           NaN          NaN   
 12435        -0.024           0.000  ...           NaN      79500.0   
 12436         1.000           0.000  ...           NaN     114000.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.267150e+10  0.162390   13.457304    9.100639   
 1             NaN     5.910486e+09  0.000000   16.166458   11.541975   
 2             NaN     6.655194e+10  2.523659   26.410645   23.820202   
 3             NaN     3.009216e+10  2.225519   21.643253   19.674367   
 4             NaN     4.797726e+10  2.555556   21.956614   18.612572   
 5             NaN     1.914446e+11  0.409277   19.714786   17.487130   
 6             NaN     1.314073e+10  5.729795   18.439975   12.465882   
 7             NaN     7.042934e+10  0.000000   19.972648   14.436143   
 8             NaN     1.793588e+10  0.488301   35.443556   28.731393   
 9             NaN     4.384185e+10  1.651962   19.965348   17.454373   
 10            NaN     3.140986e+10  0.000000   35.123701   28.095744   
 11            NaN     2.629232e+10  1.260410   19.130501   15.125921   
 12            NaN     6.653126e+09  2.506775   12.994348    9.171699   
 13            NaN     2.113859e+10  1.263253   23.108815   20.782116   
 14            NaN     1.297782e+10  1.192369   13.143622    8.842247   
 15            NaN     3.898857e+10  1.746725   21.708564   18.515598   
 16            NaN     3.898857e+10  1.746725   25.429142   22.484492   
 17            NaN     2.971110e+10  0.177226   17.057985   15.136603   
 18            NaN     2.574335e+10  1.964167   26.293325   23.499540   
 19            NaN     9.627633e+10  3.230088   23.242908   18.580770   
 20            NaN     1.619222e+11  0.000000   29.124682   25.518077   
 21            NaN     1.265669e+11  1.947420   19.641669   17.133641   
 22            NaN     1.709111e+10  0.000000   29.889683   27.332487   
 23            NaN     8.935887e+10  0.000000   18.599839   15.668134   
 24            NaN     4.378087e+10  3.240741   22.663223   19.701530   
 25            NaN     2.755217e+10  0.000000   16.043491   12.700229   
 26            NaN     7.428967e+09  1.909855   10.865010    7.301476   
 27            NaN     7.428967e+09  1.909855   29.414651   27.429918   
 28            NaN     6.727802e+10  3.072378   21.512144   18.747059   
 29            NaN     3.287422e+11  2.570694   21.307922   18.315181   
 ...           ...              ...       ...         ...         ...   
 12407         NaN     5.056250e+06       NaN   18.525808   13.084876   
 12408         NaN     7.543200e+06  0.000000   67.588907   65.253484   
 12409         NaN     2.454980e+06  0.000000   65.887802   62.825306   
 12410      408.77     7.356000e+05  0.000000   88.842536   85.505278   
 12411         NaN     2.672250e+06  0.000000   72.339927   69.911072   
 12412      602.33     2.165040e+07       NaN   73.697014   70.684651   
 12413         NaN     6.832300e+05       NaN   66.302216   62.881697   
 12414      624.25     1.664740e+06       NaN   59.566364   57.357650   
 12415   150723.69     2.430780e+07  0.000000  100.214817   97.713575   
 12416         NaN     5.030700e+01  0.000000   31.803672   23.517362   
 12417    19899.30     1.727250e+07  0.000000  117.353360  115.756561   
 12418     3857.41     1.335429e+07  0.000000  145.921086  144.126892   
 12419         NaN     5.955224e+07  1.333333   35.759267   31.517477   
 12420    18809.41     4.071000e+06       NaN   63.480947   61.732405   
 12421         NaN     2.224200e+05  0.000000   66.529548   63.995269   
 12422     1324.16     1.668300e+06  0.000000  123.961891  122.158319   
 12423         NaN     1.192920e+07  0.000000   82.933483   80.757528   
 12424  2061268.19     3.053866e+10  4.850000   20.046624   17.457929   
 12425         NaN     1.591600e+03  0.000000   54.660238   47.715897   
 12426         NaN     1.521940e+06  0.000000   75.851131   72.497006   
 12427         NaN     1.251480e+06       NaN   23.774929   17.545577   
 12428   178502.01     2.328612e+06       NaN   74.814205   71.381917   
 12429    41818.97     4.020070e+07       NaN   93.544088   90.249457   
 12430         NaN     4.347500e+05  0.000000   79.637786   77.792249   
 12431         NaN     7.364242e+06  0.000000   74.244459   70.509456   
 12432    19472.45     3.894800e+07  0.000000   53.797112   50.375293   
 12433         NaN     2.558040e+06       NaN   65.608338   63.351852   
 12434         NaN     3.367200e+05       NaN   42.431978   38.176783   
 12435     1342.73     1.219116e+06  0.000000  141.160241  139.429278   
 12436  5072282.62     8.708456e+08  0.543478   40.008507   29.647089   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000287  0.139902  20040609  
 1      0.000000  0.034216  20040609  
 2     -0.162282  0.037210  20040609  
 3     -0.070641  0.298220  20040609  
 4     -0.149333  0.149602  20040609  
 5      0.222587  0.406752  20040609  
 6     -0.016816  0.031409  20040609  
 7      0.049873  0.061781  20040609  
 8      0.735720  1.013051  20040609  
 9     -0.081676  0.021665  20040609  
 10     0.196333  0.590493  20040609  
 11     0.499461  0.838403  20040609  
 12     0.112725  0.382673  20040609  
 13     0.240023  0.403887  20040609  
 14     0.000000  0.035100  20040609  
 15    -0.001863  0.248512  20040609  
 16     0.390892  0.561569  20040609  
 17     0.130859  0.290956  20040609  
 18     0.379980  0.670999  20040609  
 19     0.037331  0.172181  20040609  
 20     0.292575  0.455152  20040609  
 21     0.033196  0.135385  20040609  
 22     0.445469  0.701560  20040609  
 23     0.034167  0.303623  20040609  
 24     0.306649  0.573064  20040609  
 25     0.114362  0.340770  20040609  
 26    -0.000068  0.188955  20040609  
 27     0.112208  0.428814  20040609  
 28     0.383837  0.530779  20040609  
 29     0.213216  0.475770  20040609  
 ...         ...       ...       ...  
 12407  0.000000  0.028313  20040609  
 12408  0.708350  0.985852  20040609  
 12409  0.676405  1.082410  20040609  
 12410  1.371852  1.457510  20040609  
 12411  0.504384  0.874630  20040609  
 12412  0.982691  1.315952  20040609  
 12413  1.061308  1.252167  20040609  
 12414  0.319830  0.531142  20040609  
 12415  1.033264  1.325333  20040609  
 12416  0.902855  1.201747  20040609  
 12417  0.897887  1.181277  20040609  
 12418  1.159699  1.331793  20040609  
 12419  0.275287  0.389723  20040609  
 12420  0.001183  0.412997  20040609  
 12421  0.460596  0.750478  20040609  
 12422  0.893251  1.177390  20040609  
 12423  0.681799  0.934402  20040609  
 12424  0.212797  0.334519  20040609  
 12425  1.138673  1.262891  20040609  
 12426  1.063604  1.347518  20040609  
 12427  0.000000  0.079049  20040609  
 12428  1.207206  1.448149  20040609  
 12429  1.294200  1.417034  20040609  
 12430  0.444673  0.683606  20040609  
 12431  0.507874  0.801944  20040609  
 12432  0.884434  1.121368  20040609  
 12433  0.427745  0.715766  20040609  
 12434  0.750960  1.056751  20040609  
 12435  0.982472  1.257363  20040609  
 12436  1.468296  1.628461  20040609  
 
 [12437 rows x 92 columns],
 '20040610':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.618            0.000               0.0   
 1      USA0011             0.434            0.000               0.0   
 2      USA0031            -0.516            0.000               0.0   
 3      USA0062            -0.233            0.432               0.0   
 4      USA00E2            -0.542            0.000               0.0   
 5      USA00F1             0.122            0.000               0.0   
 6      USA00G2             0.153            0.000               0.0   
 7      USA00H1            -0.419            0.000               0.0   
 8      USA00I1            -0.397            0.000               0.0   
 9      USA00J1            -0.513            0.000               0.0   
 10     USA00K1            -0.510            0.000               0.0   
 11     USA00P1            -0.104            0.000               0.0   
 12     USA00R1            -0.144            0.000               0.0   
 13     USA00S1             1.551            0.000               0.0   
 14     USA00V1             0.161            0.000               0.0   
 15     USA0131            -0.131            1.000               0.0   
 16     USA0161            -1.177            1.000               0.0   
 17     USA01I1            -0.139            0.000               0.0   
 18     USA01J2            -0.250            0.000               0.0   
 19     USA01L1             1.050            0.000               0.0   
 20     USA01P1             0.310            0.000               0.0   
 21     USA01Q1            -0.440            0.000               0.0   
 22     USA0202             0.006            0.000               0.0   
 23     USA0231             0.003            0.000               0.0   
 24     USA0281            -0.074            0.000               0.0   
 25     USA0291             0.055            0.000               0.0   
 26     USA02A1            -0.604            0.000               0.0   
 27     USA02B1             2.795            0.000               0.0   
 28     USA02H1            -0.230            0.000               0.0   
 29     USA02P1             0.085            0.144               0.0   
 ...        ...               ...              ...               ...   
 12408  USAZY41             0.337            0.000               0.0   
 12409  USAZY51            -0.416            0.000               0.0   
 12410  USAZY61            -1.355            0.000               0.0   
 12411  USAZY71            -0.174            0.000               0.0   
 12412  USAZYI1             2.375            0.000               0.0   
 12413  USAZYJ1            -0.913            0.000               0.0   
 12414  USAZYK1            -0.230            0.000               0.0   
 12415  USAZYM1            -0.891            0.000               0.0   
 12416  USAZYR1            -2.777            0.000               0.0   
 12417  USAZYS1            -0.682            0.000               0.0   
 12418  USAZYT1            -2.777            0.000               0.0   
 12419  USAZYV1            -0.595            0.000               0.0   
 12420  USAZYX1            -2.761            0.000               0.0   
 12421  USAZZ41            -2.777            0.000               0.0   
 12422  USAZZ51            -0.811            0.000               0.0   
 12423  USAZZ61            -0.337            0.000               0.0   
 12424  USAZZ71            -0.630            0.000               0.0   
 12425  USAZZ81            -0.761            0.000               0.0   
 12426  USAZZ91             1.799            0.000               0.0   
 12427  USAZZA1            -0.471            0.000               0.0   
 12428  USAZZB1             0.154            0.000               0.0   
 12429  USAZZD1            -0.287            0.000               0.0   
 12430  USAZZF1            -2.335            0.000               0.0   
 12431  USAZZI1            -1.115            0.000               0.0   
 12432  USAZZJ1            -1.423            0.000               0.0   
 12433  USAZZL1            -0.484            0.000               0.0   
 12434  USAZZP1            -0.974            0.000               0.0   
 12435  USAZZR1            -0.603            0.000               0.0   
 12436  USAZZX1            -0.355            0.000               0.0   
 12437  USAZZY1            -0.111            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.098           0.000  ...           NaN          NaN   
 1            -2.097           0.000  ...           NaN          NaN   
 2            -2.440           0.000  ...           NaN        500.0   
 3            -2.247           0.000  ...           NaN          NaN   
 4            -2.414           0.000  ...           NaN       3626.0   
 5            -1.629           0.000  ...           NaN       3500.0   
 6            -2.133           0.000  ...           NaN          NaN   
 7            -1.992           0.000  ...           NaN          NaN   
 8            -0.546           0.000  ...           NaN          NaN   
 9            -2.271           0.865  ...           NaN      29000.0   
 10           -1.683           0.000  ...           NaN          NaN   
 11           -1.045           0.000  ...           NaN          NaN   
 12           -1.859           0.000  ...           NaN          NaN   
 13           -1.623           0.000  ...           NaN       5007.0   
 14           -2.097           0.000  ...           NaN          NaN   
 15           -2.102           0.000  ...           NaN          NaN   
 16           -1.260           0.000  ...           NaN       1920.0   
 17           -1.868           0.000  ...           NaN       7305.0   
 18           -1.296           0.000  ...           NaN          NaN   
 19           -2.020           0.000  ...           NaN          NaN   
 20           -1.481           0.000  ...           NaN          NaN   
 21           -2.028           1.000  ...           NaN          NaN   
 22           -1.160           0.000  ...           NaN          NaN   
 23           -2.022           0.000  ...           NaN       1000.0   
 24           -1.450           0.000  ...           NaN          NaN   
 25           -1.842           0.000  ...           NaN          NaN   
 26           -2.095           0.000  ...           NaN       2925.0   
 27           -1.884           0.000  ...           NaN        105.0   
 28           -1.288           0.000  ...           NaN       1605.0   
 29           -1.648           0.000  ...           NaN       4550.0   
 ...             ...             ...  ...           ...          ...   
 12408        -2.097           0.000  ...           NaN          NaN   
 12409        -0.603           0.000  ...           NaN          NaN   
 12410        -0.673           0.000  ...           NaN          NaN   
 12411         0.799           0.000  ...           NaN      12500.0   
 12412        -1.070           0.000  ...           NaN      10000.0   
 12413        -0.024           0.000  ...           NaN          NaN   
 12414         0.143           0.000  ...           NaN        100.0   
 12415        -1.429           0.000  ...           NaN          NaN   
 12416         0.070           0.000  ...           NaN      58918.0   
 12417        -0.192           0.000  ...           NaN          NaN   
 12418        -0.194           0.000  ...           NaN      31385.0   
 12419         0.337           0.000  ...           NaN          NaN   
 12420        -1.495           0.000  ...           NaN       1400.0   
 12421        -2.036           0.000  ...           NaN     406500.0   
 12422        -1.127           0.000  ...           NaN          NaN   
 12423        -0.214           0.000  ...           NaN     122555.0   
 12424        -0.660           0.000  ...           NaN          NaN   
 12425        -1.644           1.000  ...           NaN      41400.0   
 12426         0.309           0.000  ...           NaN          NaN   
 12427         0.147           0.000  ...           NaN          NaN   
 12428        -2.097           0.000  ...           NaN          NaN   
 12429         0.452           0.000  ...           NaN    9433403.0   
 12430         0.640           0.000  ...           NaN      43400.0   
 12431        -1.162           1.000  ...           NaN        200.0   
 12432        -0.984           0.000  ...           NaN          0.0   
 12433        -0.229           0.000  ...           NaN      22200.0   
 12434        -1.197           1.000  ...           NaN          NaN   
 12435        -0.514           0.000  ...           NaN          NaN   
 12436        -0.026           0.000  ...           NaN     184700.0   
 12437         0.991           0.000  ...           NaN      70300.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.333120e+10  0.162390   13.305359    8.976114   
 1             NaN     5.803594e+09  0.000000   15.905111   11.293805   
 2             NaN     6.675517e+10  2.523659   25.941736   23.229614   
 3             NaN     3.040133e+10  2.225519   21.164548   19.203807   
 4             NaN     4.815056e+10  2.555556   21.518927   18.189003   
 5             NaN     1.911315e+11  0.409277   19.262086   17.055513   
 6             NaN     1.297409e+10  5.729795   18.182499   12.260709   
 7             NaN     7.087737e+10  0.000000   19.596502   14.119529   
 8             NaN     1.799537e+10  0.488301   34.686729   28.065658   
 9             NaN     4.350136e+10  1.651962   19.649664   17.099330   
 10            NaN     3.181341e+10  0.000000   34.434541   27.459359   
 11            NaN     2.635721e+10  1.260410   18.729657   14.772778   
 12            NaN     6.628825e+09  2.506775   12.705164    8.965633   
 13            NaN     2.106326e+10  1.263253   23.006399   20.569113   
 14            NaN     1.318028e+10  1.192369   12.875860    8.635310   
 15            NaN     3.906068e+10  1.746725   21.214905   18.072775   
 16            NaN     3.906068e+10  1.746725   24.947335   22.023950   
 17            NaN     2.994601e+10  0.177226   16.653719   14.763536   
 18            NaN     2.581163e+10  1.964167   25.677531   22.946886   
 19            NaN     9.712142e+10  3.230088   23.007905   18.292795   
 20            NaN     1.637091e+11  0.000000   28.430551   24.931516   
 21            NaN     1.262490e+11  1.947420   19.379617   16.933924   
 22            NaN     1.730677e+10  0.000000   29.247936   26.706764   
 23            NaN     8.987095e+10  0.000000   18.205427   15.301118   
 24            NaN     4.375087e+10  3.240741   22.137023   19.244156   
 25            NaN     2.699678e+10  0.000000   15.710340   12.415789   
 26            NaN     7.385976e+09  1.909855   10.734799    7.201054   
 27            NaN     7.385976e+09  1.909855   29.232146   27.310266   
 28            NaN     6.827112e+10  3.072378   21.011809   18.293008   
 29            NaN     3.320106e+11  2.570694   20.561440   17.831671   
 ...           ...              ...       ...         ...         ...   
 12408         NaN     5.056250e+06       NaN   18.181654   12.795444   
 12409         NaN     7.543200e+06  0.000000   68.769156   66.630109   
 12410         NaN     2.454980e+06  0.000000   63.683063   60.599211   
 12411      369.10     7.356000e+05  0.000000   87.409035   84.117592   
 12412     8161.80     2.417750e+06  0.000000   70.532209   67.963021   
 12413         NaN     2.165040e+07       NaN   69.047552   65.788313   
 12414       35.84     6.832300e+05       NaN   64.918113   61.504429   
 12415         NaN     1.664740e+06       NaN   59.317753   57.122065   
 12416   144779.36     2.504440e+07  0.000000   97.920304   95.507479   
 12417         NaN     5.030700e+01  0.000000   31.225220   22.995063   
 12418    16709.92     1.776600e+07  0.000000  114.740352  113.152943   
 12419         NaN     1.335429e+07  0.000000  142.621965  140.842062   
 12420    26299.24     6.100600e+07  1.333333   35.293978   31.045037   
 12421    15071.79     4.396680e+06       NaN   63.212811   61.270281   
 12422         NaN     2.224200e+05  0.000000   64.895677   62.340577   
 12423     1308.69     1.668300e+06  0.000000  121.193188  119.381373   
 12424         NaN     1.192920e+07  0.000000   81.215476   79.042792   
 12425  2033573.33     3.039013e+10  4.850000   19.757687   17.262131   
 12426         NaN     1.591600e+03  0.000000   53.752619   46.621655   
 12427         NaN     1.521940e+06  0.000000   74.200903   70.889787   
 12428         NaN     1.251480e+06       NaN   23.336345   17.154494   
 12429   162996.20     3.055626e+06       NaN   73.221047   69.786139   
 12430    46158.97     4.113560e+07       NaN   91.184291   87.907587   
 12431      358.16     4.347500e+05  0.000000   78.022798   76.149171   
 12432         NaN     7.818506e+06  0.000000   72.973046   69.161151   
 12433    23606.32     3.894800e+07  0.000000   52.465237   49.206234   
 12434         NaN     2.558040e+06       NaN   64.274063   61.919404   
 12435         NaN     3.367200e+05       NaN   41.476055   37.294360   
 12436     1442.58     1.219116e+06  0.000000  137.831541  136.085285   
 12437  5033477.14     8.693016e+08  0.543478   39.154606   28.983353   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000295  0.149131  20040610  
 1     -0.000002  0.037716  20040610  
 2     -0.162495  0.002188  20040610  
 3     -0.070943  0.287320  20040610  
 4     -0.149953  0.139358  20040610  
 5      0.221781  0.417785  20040610  
 6     -0.016959  0.028241  20040610  
 7      0.049966  0.066537  20040610  
 8      0.734846  1.020555  20040610  
 9     -0.082189 -0.002450  20040610  
 10     0.196436  0.572291  20040610  
 11     0.498501  0.840271  20040610  
 12     0.112739  0.377709  20040610  
 13     0.224677  0.416941  20040610  
 14    -0.000002  0.035325  20040610  
 15    -0.002436  0.234084  20040610  
 16     0.396481  0.542835  20040610  
 17     0.108763  0.264605  20040610  
 18     0.379523  0.668416  20040610  
 19     0.036737  0.189465  20040610  
 20     0.292169  0.459089  20040610  
 21     0.032657  0.127204  20040610  
 22     0.444247  0.699735  20040610  
 23     0.035724  0.301949  20040610  
 24     0.306593  0.560445  20040610  
 25     0.121079  0.341768  20040610  
 26     0.000933  0.178577  20040610  
 27     0.101136  0.481970  20040610  
 28     0.383549  0.529491  20040610  
 29     0.212924  0.462406  20040610  
 ...         ...       ...       ...  
 12408 -0.000002  0.033208  20040610  
 12409  0.707927  0.948258  20040610  
 12410  0.674900  1.056309  20040610  
 12411  1.372428  1.476060  20040610  
 12412  0.486961  0.923233  20040610  
 12413  0.982264  1.353312  20040610  
 12414  1.061389  1.269235  20040610  
 12415  0.316442  0.487857  20040610  
 12416  1.027036  1.257404  20040610  
 12417  0.902668  1.196179  20040610  
 12418  0.901730  1.134446  20040610  
 12419  1.153635  1.333858  20040610  
 12420  0.285584  0.343965  20040610  
 12421  0.028930  0.396950  20040610  
 12422  0.459498  0.738529  20040610  
 12423  0.892229  1.190761  20040610  
 12424  0.681201  0.935192  20040610  
 12425  0.214974  0.312945  20040610  
 12426  1.140369  1.307838  20040610  
 12427  1.063510  1.345043  20040610  
 12428 -0.000002  0.072376  20040610  
 12429  1.207979  1.469155  20040610  
 12430  1.296921  1.424354  20040610  
 12431  0.443200  0.664191  20040610  
 12432  0.527485  0.837996  20040610  
 12433  0.885000  1.106602  20040610  
 12434  0.426771  0.718759  20040610  
 12435  0.750210  1.048511  20040610  
 12436  0.981228  1.273554  20040610  
 12437  1.463116  1.619724  20040610  
 
 [12438 rows x 92 columns],
 '20040614':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.604            0.000               0.0   
 1      USA0011             0.839            0.000               0.0   
 2      USA0031             1.040            0.000               0.0   
 3      USA0062            -1.335            0.432               0.0   
 4      USA00E2             1.438            0.000               0.0   
 5      USA00F1             1.760            0.000               0.0   
 6      USA00G2            -0.197            0.000               0.0   
 7      USA00H1             1.449            0.000               0.0   
 8      USA00I1             1.581            0.000               0.0   
 9      USA00J1             0.709            0.000               0.0   
 10     USA00K1             0.463            0.000               0.0   
 11     USA00P1             0.313            0.000               0.0   
 12     USA00R1             0.248            0.000               0.0   
 13     USA00S1             0.076            0.000               0.0   
 14     USA00V1             0.814            0.000               0.0   
 15     USA0131             0.835            1.000               0.0   
 16     USA0161             0.191            1.000               0.0   
 17     USA01I1             1.870            0.000               0.0   
 18     USA01J2             0.200            0.000               0.0   
 19     USA01L1            -0.224            0.000               0.0   
 20     USA01P1             0.977            0.000               0.0   
 21     USA01Q1             1.664            0.000               0.0   
 22     USA0202             0.271            0.000               0.0   
 23     USA0231            -1.710            0.000               0.0   
 24     USA0281             0.287            0.000               0.0   
 25     USA0291             0.486            0.000               0.0   
 26     USA02A1             0.412            0.000               0.0   
 27     USA02B1            -0.499            0.000               0.0   
 28     USA02H1            -0.545            0.000               0.0   
 29     USA02P1            -0.425            0.144               0.0   
 ...        ...               ...              ...               ...   
 12407  USAZY41            -0.224            0.000               0.0   
 12408  USAZY51            -0.581            0.000               0.0   
 12409  USAZY61             2.872            0.000               0.0   
 12410  USAZY71            -2.670            0.000               0.0   
 12411  USAZYI1            -2.800            0.000               0.0   
 12412  USAZYJ1            -1.189            0.000               0.0   
 12413  USAZYK1            -1.147            0.000               0.0   
 12414  USAZYM1            -0.955            0.000               0.0   
 12415  USAZYR1            -1.167            0.000               0.0   
 12416  USAZYS1            -1.242            0.000               0.0   
 12417  USAZYT1             1.265            0.000               0.0   
 12418  USAZYV1             2.872            0.000               0.0   
 12419  USAZYX1            -1.383            0.000               0.0   
 12420  USAZZ41            -0.847            0.000               0.0   
 12421  USAZZ51            -0.977            0.000               0.0   
 12422  USAZZ61            -1.242            0.000               0.0   
 12423  USAZZ71            -0.679            0.000               0.0   
 12424  USAZZ81             0.270            0.000               0.0   
 12425  USAZZ91            -1.503            0.000               0.0   
 12426  USAZZA1            -1.051            0.000               0.0   
 12427  USAZZB1            -0.642            0.000               0.0   
 12428  USAZZD1            -2.800            0.000               0.0   
 12429  USAZZF1            -1.341            0.000               0.0   
 12430  USAZZI1            -0.101            0.000               0.0   
 12431  USAZZJ1             1.482            0.000               0.0   
 12432  USAZZL1            -0.975            0.000               0.0   
 12433  USAZZP1            -0.243            0.000               0.0   
 12434  USAZZR1            -0.943            0.000               0.0   
 12435  USAZZX1            -1.213            0.000               0.0   
 12436  USAZZY1            -0.829            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12407               0.0              0.0           0.0          0.000   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.086           0.000  ...           NaN          NaN   
 1            -2.085           0.000  ...           NaN          NaN   
 2            -2.404           0.000  ...           NaN       3000.0   
 3            -2.458           0.000  ...           NaN       9528.0   
 4            -2.372           0.000  ...           NaN       3024.0   
 5            -1.524           0.000  ...           NaN       2405.0   
 6            -2.119           0.000  ...           NaN          NaN   
 7            -1.985           0.000  ...           NaN          NaN   
 8            -0.455           0.000  ...           NaN       3435.0   
 9            -2.250           0.865  ...           NaN      29000.0   
 10           -1.684           0.000  ...           NaN          NaN   
 11           -1.035           0.000  ...           NaN          NaN   
 12           -1.848           0.000  ...           NaN          NaN   
 13           -1.614           0.000  ...           NaN          NaN   
 14           -2.085           0.000  ...           NaN          NaN   
 15           -2.086           0.000  ...           NaN          NaN   
 16           -1.277           0.000  ...           NaN        327.0   
 17           -1.776           0.000  ...           NaN       2670.0   
 18           -1.300           0.000  ...           NaN          NaN   
 19           -2.050           0.000  ...           NaN       4888.0   
 20           -1.435           0.000  ...           NaN      24030.0   
 21           -1.950           1.000  ...           NaN       5375.0   
 22           -1.155           0.000  ...           NaN          NaN   
 23           -2.131           0.000  ...           NaN       9285.0   
 24           -1.453           0.000  ...           NaN          NaN   
 25           -1.834           0.000  ...           NaN          NaN   
 26           -2.083           0.000  ...           NaN          NaN   
 27           -1.912           0.000  ...           NaN        315.0   
 28           -1.320           0.000  ...           NaN       2553.0   
 29           -1.702           0.000  ...           NaN       8745.0   
 ...             ...             ...  ...           ...          ...   
 12407        -2.085           0.000  ...           NaN          NaN   
 12408        -0.606           0.000  ...           NaN          NaN   
 12409        -0.602           0.000  ...           NaN       1000.0   
 12410         0.800           0.000  ...           NaN      13991.0   
 12411        -1.371           0.000  ...           NaN      64000.0   
 12412        -0.029           0.000  ...           NaN          NaN   
 12413         0.143           0.000  ...           NaN       2215.0   
 12414        -1.428           0.000  ...           NaN      10000.0   
 12415         0.068           0.000  ...           NaN     106000.0   
 12416        -0.197           0.000  ...           NaN          NaN   
 12417        -0.168           0.000  ...           NaN      33066.0   
 12418         0.426           0.000  ...           NaN      21000.0   
 12419        -1.515           0.000  ...           NaN        300.0   
 12420        -2.042           0.000  ...           NaN      59500.0   
 12421        -1.121           0.000  ...           NaN          NaN   
 12422        -0.227           0.000  ...           NaN      30695.0   
 12423        -0.656           0.000  ...           NaN          NaN   
 12424        -1.644           1.000  ...           NaN     161300.0   
 12425         0.300           0.000  ...           NaN          NaN   
 12426         0.141           0.000  ...           NaN          NaN   
 12427        -2.085           0.000  ...           NaN          NaN   
 12428         0.350           0.000  ...           NaN   58217380.0   
 12429         0.637           0.000  ...           NaN      47926.0   
 12430        -1.162           1.000  ...           NaN        300.0   
 12431        -0.928           0.000  ...           NaN          0.0   
 12432        -0.245           0.000  ...           NaN       3500.0   
 12433        -1.202           1.000  ...           NaN          NaN   
 12434        -0.510           0.000  ...           NaN          NaN   
 12435        -0.032           0.000  ...           NaN          NaN   
 12436         0.980           0.000  ...           NaN     138900.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.269149e+10  0.162390   13.343857    8.974211   
 1             NaN     5.847608e+09  0.000000   16.270792   11.633803   
 2             NaN     6.658320e+10  2.523659   25.993615   23.242984   
 3             NaN     3.059885e+10  2.225519   23.665856   21.802190   
 4             NaN     4.768399e+10  2.555556   21.716732   18.285157   
 5             NaN     1.898271e+11  0.409277   19.899824   17.451028   
 6             NaN     1.265669e+10  5.729795   18.392339   12.283400   
 7             NaN     7.106938e+10  0.000000   20.207661   14.415785   
 8             NaN     1.786524e+10  0.488301   35.322099   28.049137   
 9             NaN     4.371214e+10  1.651962   19.736240   17.124903   
 10            NaN     3.139304e+10  0.000000   34.426983   27.331510   
 11            NaN     2.595017e+10  1.260410   19.155196   14.722139   
 12            NaN     6.638766e+09  2.506775   12.696839    8.938888   
 13            NaN     2.070546e+10  1.263253   23.032960   20.492471   
 14            NaN     1.299553e+10  1.192369   13.087439    8.767158   
 15            NaN     3.912478e+10  1.746725   21.264952   18.012496   
 16            NaN     3.912478e+10  1.746725   24.935822   21.939015   
 17            NaN     2.977635e+10  0.177226   17.229289   15.137229   
 18            NaN     2.552484e+10  1.964167   25.732373   22.859469   
 19            NaN     9.627633e+10  3.230088   22.969904   18.248114   
 20            NaN     1.604789e+11  0.000000   28.468507   24.878328   
 21            NaN     1.256377e+11  1.947420   19.872983   17.236293   
 22            NaN     1.617455e+10  0.000000   29.288024   26.590970   
 23            NaN     8.981974e+10  0.000000   18.995751   15.952539   
 24            NaN     4.350092e+10  3.240741   22.297630   19.175208   
 25            NaN     2.726240e+10  0.000000   15.660150   12.368302   
 26            NaN     7.337252e+09  1.909855   10.853514    7.208390   
 27            NaN     7.337252e+09  1.909855   29.239020   27.310617   
 28            NaN     6.761879e+10  3.072378   21.150982   18.331034   
 29            NaN     3.328541e+11  2.570694   20.724980   17.903311   
 ...           ...              ...       ...         ...         ...   
 12407         NaN     5.056250e+06       NaN   18.350535   12.808439   
 12408         NaN     7.543200e+06  0.000000   69.559597   67.296075   
 12409       91.26     2.231800e+06  0.000000   64.607735   61.128326   
 12410      223.97     7.356000e+05  0.000000   88.859535   85.331929   
 12411     7860.59     3.054000e+06  0.000000   72.697999   70.299957   
 12412         NaN     2.165040e+07       NaN   69.849070   66.384287   
 12413       24.00     6.832300e+05       NaN   66.192205   62.568875   
 12414      539.60     1.664740e+06       NaN   60.159138   57.901959   
 12415   113778.07     2.504440e+07  0.000000   98.095658   95.562345   
 12416         NaN     5.030700e+01  0.000000   32.085188   23.383031   
 12417    11469.82     1.727250e+07  0.000000  115.018310  113.315925   
 12418     3590.93     1.187048e+07  0.000000  143.427603  141.390122   
 12419    27256.26     6.152520e+07  1.333333   35.415669   31.063198   
 12420    14254.33     4.429248e+06       NaN   63.640817   61.817454   
 12421         NaN     2.224200e+05  0.000000   65.233612   62.548323   
 12422     1323.12     1.668300e+06  0.000000  121.517754  119.604755   
 12423         NaN     1.192920e+07  0.000000   82.303509   79.976216   
 12424  2201322.37     3.036740e+10  4.850000   20.488304   17.885493   
 12425         NaN     1.591600e+03  0.000000   54.274160   46.972723   
 12426         NaN     1.521940e+06  0.000000   74.987762   71.452032   
 12427         NaN     1.251480e+06       NaN   23.483920   17.144029   
 12428   156990.22     4.074168e+06       NaN   74.157808   70.661353   
 12429    50498.38     4.113560e+07       NaN   91.546632   88.078370   
 12430      401.64     4.347500e+05  0.000000   77.998433   76.044376   
 12431         NaN     7.632554e+06  0.000000   73.210172   69.122336   
 12432    20349.48     3.895710e+07  0.000000   52.629623   49.179404   
 12433         NaN     2.558040e+06       NaN   65.064060   62.675377   
 12434         NaN     3.367200e+05       NaN   41.763771   37.280042   
 12435         NaN     1.219116e+06  0.000000  138.137036  136.278286   
 12436  5275676.84     8.584932e+08  0.543478   39.720981   28.920903   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000252  0.146783  20040614  
 1      0.000007  0.049138  20040614  
 2     -0.151483  0.032867  20040614  
 3     -0.204749  0.165559  20040614  
 4     -0.136275  0.176758  20040614  
 5      0.266940  0.491194  20040614  
 6     -0.015932  0.031356  20040614  
 7      0.047745  0.091799  20040614  
 8      0.775202  1.077747  20040614  
 9     -0.078484  0.023560  20040614  
 10     0.191007  0.574033  20040614  
 11     0.499646  0.849125  20040614  
 12     0.112899  0.369632  20040614  
 13     0.224265  0.393540  20040614  
 14     0.000007  0.036281  20040614  
 15    -0.000160  0.235763  20040614  
 16     0.384229  0.533284  20040614  
 17     0.147188  0.324573  20040614  
 18     0.373207  0.652598  20040614  
 19     0.016941  0.151417  20040614  
 20     0.309248  0.481590  20040614  
 21     0.064247  0.157651  20040614  
 22     0.442535  0.692408  20040614  
 23    -0.021937  0.209830  20040614  
 24     0.300792  0.546071  20040614  
 25     0.119508  0.342833  20040614  
 26     0.001296  0.182814  20040614  
 27     0.082472  0.432504  20040614  
 28     0.364086  0.507326  20040614  
 29     0.182202  0.433407  20040614  
 ...         ...       ...       ...  
 12407  0.000007  0.034247  20040614  
 12408  0.703522  0.946839  20040614  
 12409  0.705564  1.161528  20040614  
 12410  1.371968  1.444682  20040614  
 12411  0.339659  0.701029  20040614  
 12412  0.978057  1.343571  20040614  
 12413  1.059877  1.252895  20040614  
 12414  0.312776  0.480776  20040614  
 12415  1.023989  1.263089  20040614  
 12416  0.897860  1.186483  20040614  
 12417  0.911562  1.214625  20040614  
 12418  1.194118  1.443555  20040614  
 12419  0.271309  0.342619  20040614  
 12420  0.020576  0.374134  20040614  
 12421  0.458393  0.747642  20040614  
 12422  0.883629  1.174414  20040614  
 12423  0.679788  0.945961  20040614  
 12424  0.209701  0.298296  20040614  
 12425  1.134159  1.267257  20040614  
 12426  1.058868  1.341290  20040614  
 12427  0.000007  0.053136  20040614  
 12428  1.158050  1.395687  20040614  
 12429  1.294824  1.434319  20040614  
 12430  0.439021  0.666113  20040614  
 12431  0.550298  0.882351  20040614  
 12432  0.874950  1.094766  20040614  
 12433  0.420229  0.711363  20040614  
 12434  0.749359  1.045788  20040614  
 12435  0.976364  1.254995  20040614  
 12436  1.457867  1.609482  20040614  
 
 [12437 rows x 92 columns],
 '20040615':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.492            0.000               0.0   
 1      USA0011            -0.166            0.000               0.0   
 2      USA0031            -0.737            0.000               0.0   
 3      USA0062            -0.599            0.432               0.0   
 4      USA00E2            -0.604            0.000               0.0   
 5      USA00F1            -0.478            0.000               0.0   
 6      USA00G2            -0.605            0.000               0.0   
 7      USA00H1            -0.711            0.000               0.0   
 8      USA00I1            -0.032            0.000               0.0   
 9      USA00J1            -0.240            0.000               0.0   
 10     USA00K1            -0.148            0.000               0.0   
 11     USA00P1             0.253            0.000               0.0   
 12     USA00R1             0.129            0.000               0.0   
 13     USA00S1            -0.048            0.000               0.0   
 14     USA00V1            -0.390            0.000               0.0   
 15     USA0131            -0.390            1.000               0.0   
 16     USA0161            -2.095            1.000               0.0   
 17     USA01I1            -0.368            0.000               0.0   
 18     USA01J2             0.177            0.000               0.0   
 19     USA01L1             0.371            0.000               0.0   
 20     USA01P1            -1.194            0.000               0.0   
 21     USA01Q1            -0.090            0.000               0.0   
 22     USA0202            -0.269            0.000               0.0   
 23     USA0231            -0.275            0.000               0.0   
 24     USA0281            -0.446            0.000               0.0   
 25     USA0291            -0.221            0.000               0.0   
 26     USA02A1            -0.441            0.000               0.0   
 27     USA02B1            -0.386            0.000               0.0   
 28     USA02H1            -0.513            0.000               0.0   
 29     USA02P1            -0.160            0.144               0.0   
 ...        ...               ...              ...               ...   
 12403  USAZY41             0.746            0.000               0.0   
 12404  USAZY51             1.345            0.000               0.0   
 12405  USAZY61             0.639            0.000               0.0   
 12406  USAZY71             2.790            0.000               0.0   
 12407  USAZYI1             2.661            0.000               0.0   
 12408  USAZYJ1            -2.766            0.000               0.0   
 12409  USAZYK1             2.174            0.000               0.0   
 12410  USAZYM1             2.790            0.000               0.0   
 12411  USAZYR1             1.375            0.000               0.0   
 12412  USAZYS1             1.142            0.000               0.0   
 12413  USAZYT1             1.253            0.000               0.0   
 12414  USAZYV1            -2.766            0.000               0.0   
 12415  USAZYX1             0.708            0.000               0.0   
 12416  USAZZ41             1.015            0.000               0.0   
 12417  USAZZ51             0.720            0.000               0.0   
 12418  USAZZ61            -2.766            0.000               0.0   
 12419  USAZZ71             0.875            0.000               0.0   
 12420  USAZZ81            -0.393            0.000               0.0   
 12421  USAZZ91             2.696            0.000               0.0   
 12422  USAZZA1             1.421            0.000               0.0   
 12423  USAZZB1             0.236            0.000               0.0   
 12424  USAZZD1             2.790            0.000               0.0   
 12425  USAZZF1             1.378            0.000               0.0   
 12426  USAZZI1             0.850            0.000               0.0   
 12427  USAZZJ1             2.790            0.000               0.0   
 12428  USAZZL1             1.552            0.000               0.0   
 12429  USAZZP1             0.848            0.000               0.0   
 12430  USAZZR1             1.203            0.000               0.0   
 12431  USAZZX1             1.637            0.000               0.0   
 12432  USAZZY1             1.244            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12403               0.0              0.0           0.0          0.000   
 12404               0.0              0.0           0.0          0.000   
 12405               0.0              0.0           0.0          0.000   
 12406               0.0              0.0           0.0          0.000   
 12407               0.0              0.0           0.0          0.000   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.077           0.000  ...           NaN          NaN   
 1            -2.076           0.000  ...           NaN          NaN   
 2            -2.394           0.000  ...           NaN       3000.0   
 3            -2.451           0.000  ...           NaN          NaN   
 4            -2.365           0.000  ...           NaN       3024.0   
 5            -1.528           0.000  ...           NaN        120.0   
 6            -2.110           0.000  ...           NaN          NaN   
 7            -1.977           0.000  ...           NaN          NaN   
 8            -0.471           0.000  ...           NaN          NaN   
 9            -2.243           0.865  ...           NaN      29000.0   
 10           -1.680           0.000  ...           NaN          NaN   
 11           -1.033           0.000  ...           NaN          NaN   
 12           -1.840           0.000  ...           NaN          NaN   
 13           -1.612           0.000  ...           NaN       2758.0   
 14           -2.076           0.000  ...           NaN          NaN   
 15           -2.081           0.000  ...           NaN          NaN   
 16           -1.212           0.000  ...           NaN       1305.0   
 17           -1.774           0.000  ...           NaN       2670.0   
 18           -1.304           0.000  ...           NaN          NaN   
 19           -2.040           0.000  ...           NaN          NaN   
 20           -1.394           0.000  ...           NaN       9300.0   
 21           -1.946           1.000  ...           NaN          NaN   
 22           -1.162           0.000  ...           NaN          NaN   
 23           -2.123           0.000  ...           NaN       9285.0   
 24           -1.453           0.000  ...           NaN          NaN   
 25           -1.829           0.000  ...           NaN          NaN   
 26           -2.074           0.000  ...           NaN          NaN   
 27           -1.903           0.000  ...           NaN          NaN   
 28           -1.323           0.000  ...           NaN       2553.0   
 29           -1.695           0.000  ...           NaN       8745.0   
 ...             ...             ...  ...           ...          ...   
 12403        -2.076           0.000  ...           NaN          NaN   
 12404        -0.609           0.000  ...           NaN          NaN   
 12405        -0.609           0.000  ...           NaN          NaN   
 12406         0.706           0.000  ...           NaN        500.0   
 12407        -1.448           0.000  ...           NaN      12000.0   
 12408         0.321           0.000  ...           NaN      15159.0   
 12409         0.140           0.000  ...           NaN      13040.0   
 12410        -1.577           0.000  ...           NaN        172.0   
 12411         0.078           0.000  ...           NaN     136600.0   
 12412        -0.200           0.000  ...           NaN          NaN   
 12413        -0.171           0.000  ...           NaN      18000.0   
 12414         0.484           0.000  ...           NaN       3342.0   
 12415        -1.507           0.000  ...           NaN        400.0   
 12416        -2.029           0.000  ...           NaN      52800.0   
 12417        -1.133           0.000  ...           NaN          NaN   
 12418         0.121           0.000  ...           NaN     185250.0   
 12419        -0.660           0.000  ...           NaN      51700.0   
 12420        -1.639           1.000  ...           NaN      22100.0   
 12421         0.306           0.000  ...           NaN          NaN   
 12422         0.138           0.000  ...           NaN          NaN   
 12423        -2.076           0.000  ...           NaN          NaN   
 12424         0.291           0.000  ...           NaN   14583900.0   
 12425         0.656           0.000  ...           NaN       5080.0   
 12426        -1.173           1.000  ...           NaN          NaN   
 12427        -0.976           0.000  ...           NaN          0.0   
 12428        -0.252           0.000  ...           NaN          NaN   
 12429        -1.212           1.000  ...           NaN          NaN   
 12430        -0.518           0.000  ...           NaN          NaN   
 12431        -0.034           0.000  ...           NaN      97200.0   
 12432         0.934           0.000  ...           NaN     129000.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.345115e+10  0.162390   13.459422    9.342380   
 1             NaN     6.036241e+09  0.000000   16.444813   11.959720   
 2             NaN     6.722418e+10  2.523659   26.544242   23.883767   
 3             NaN     3.089084e+10  2.225519   24.513314   22.645080   
 4             NaN     4.759067e+10  2.555556   22.031219   18.758227   
 5             NaN     1.882356e+11  0.409277   20.042869   17.908181   
 6             NaN     1.283920e+10  5.729795   18.642025   12.641831   
 7             NaN     7.022453e+10  0.000000   20.397089   14.834482   
 8             NaN     1.806601e+10  0.488301   35.570330   28.919776   
 9             NaN     4.395535e+10  1.651962   20.070285   17.603237   
 10            NaN     3.183023e+10  0.000000   34.934120   28.168662   
 11            NaN     2.612124e+10  1.260410   19.110534   15.088749   
 12            NaN     6.650917e+09  2.506775   12.748024    9.183222   
 13            NaN     2.061601e+10  1.263253   23.475865   21.073919   
 14            NaN     1.300566e+10  1.192369   13.221128    9.048572   
 15            NaN     3.946130e+10  1.746725   21.574976   18.439866   
 16            NaN     3.946130e+10  1.746725   25.767501   22.825900   
 17            NaN     3.020266e+10  0.177226   17.476400   15.549425   
 18            NaN     2.573993e+10  1.964167   26.218878   23.573348   
 19            NaN     9.691817e+10  3.230088   23.525064   18.806247   
 20            NaN     1.624720e+11  0.000000   29.069215   25.635232   
 21            NaN     1.252709e+11  1.947420   20.109363   17.675677   
 22            NaN     1.692936e+10  0.000000   29.975011   27.391396   
 23            NaN     9.135600e+10  0.000000   19.243644   16.378866   
 24            NaN     4.356091e+10  3.240741   22.627628   19.707537   
 25            NaN     2.774535e+10  0.000000   15.772793   12.680655   
 26            NaN     7.285662e+09  1.909855   10.754757    7.430180   
 27            NaN     7.285662e+09  1.909855   29.676142   28.000541   
 28            NaN     6.850480e+10  3.072378   21.484846   18.811631   
 29            NaN     3.353845e+11  2.570694   20.986161   18.426625   
 ...           ...              ...       ...         ...         ...   
 12403         NaN     5.056250e+06       NaN   18.687802   13.231621   
 12404         NaN     7.543200e+06  0.000000   71.565938   69.413841   
 12405         NaN     2.231800e+06  0.000000   65.689134   62.578978   
 12406      214.24     4.904000e+05  0.000000   89.954009   86.664396   
 12407     7623.29     2.799500e+06  0.000000   73.755185   71.422083   
 12408     1355.28     3.969240e+07       NaN   74.694659   71.178634   
 12409       28.83     6.832300e+05       NaN   66.979873   63.443278   
 12410      515.73     1.286390e+06       NaN   60.581910   58.439755   
 12411   112828.52     2.504440e+07  0.000000  100.593147   98.197264   
 12412         NaN     5.030700e+01  0.000000   32.450673   24.319480   
 12413    11234.83     1.727250e+07  0.000000  118.019709  116.425119   
 12414     3441.38     1.335429e+07  0.000000  147.480665  145.509049   
 12415    26371.45     6.204440e+07  1.333333   36.397949   31.975146   
 12416    13930.41     4.396680e+06       NaN   65.161947   63.420352   
 12417         NaN     2.224200e+05  0.000000   66.898351   64.375490   
 12418     1305.08     2.780500e+06  0.000000  140.741044  138.933103   
 12419     3008.68     1.192920e+07  0.000000   84.400426   82.207127   
 12420  2132145.65     3.056530e+10  4.850000   19.211526   16.493503   
 12421         NaN     1.591600e+03  0.000000   55.799198   48.672890   
 12422         NaN     1.521940e+06  0.000000   77.459337   74.191433   
 12423         NaN     1.251480e+06       NaN   23.814762   17.645652   
 12424   153831.73     3.055626e+06       NaN   77.534097   74.444185   
 12425    48710.99     4.113560e+07       NaN   93.625627   90.299611   
 12426         NaN     4.347500e+05  0.000000   79.252433   77.385403   
 12427         NaN     7.341356e+06  0.000000   75.680489   71.786358   
 12428         NaN     3.895710e+07  0.000000   53.906104   50.598011   
 12429         NaN     2.558040e+06       NaN   66.014353   63.667654   
 12430         NaN     3.367200e+05       NaN   42.658186   38.457229   
 12431     1324.86     1.219116e+06  0.000000  141.788896  140.050859   
 12432  5197344.50     8.554051e+08  0.543478   40.015468   29.880778   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000274  0.118960  20040615  
 1      0.000001  0.038561  20040615  
 2     -0.151883  0.006121  20040615  
 3     -0.205867  0.112807  20040615  
 4     -0.138115  0.136391  20040615  
 5      0.262045  0.465017  20040615  
 6     -0.016254  0.018659  20040615  
 7      0.047791  0.059346  20040615  
 8      0.767394  1.036238  20040615  
 9     -0.079460  0.022047  20040615  
 10     0.189408  0.560447  20040615  
 11     0.499120  0.841913  20040615  
 12     0.113039  0.358274  20040615  
 13     0.221973  0.382553  20040615  
 14     0.000001  0.011952  20040615  
 15    -0.002164  0.204211  20040615  
 16     0.413107  0.513663  20040615  
 17     0.144835  0.298763  20040615  
 18     0.369154  0.642757  20040615  
 19     0.017537  0.149247  20040615  
 20     0.326319  0.461154  20040615  
 21     0.062375  0.140418  20040615  
 22     0.437174  0.660914  20040615  
 23    -0.022405  0.214289  20040615  
 24     0.298179  0.530676  20040615  
 25     0.118226  0.320978  20040615  
 26     0.001040  0.163475  20040615  
 27     0.082795  0.409600  20040615  
 28     0.360429  0.494734  20040615  
 29     0.182617  0.421073  20040615  
 ...         ...       ...       ...  
 12403  0.000001  0.061589  20040615  
 12404  0.701412  0.970612  20040615  
 12405  0.701755  1.122584  20040615  
 12406  1.330552  1.510820  20040615  
 12407  0.300501  0.777345  20040615  
 12408  1.146342  1.470518  20040615  
 12409  1.059932  1.319138  20040615  
 12410  0.238983  0.482254  20040615  
 12411  1.030191  1.298621  20040615  
 12412  0.897147  1.221025  20040615  
 12413  0.911192  1.234958  20040615  
 12414  1.224041  1.457241  20040615  
 12415  0.272107  0.386565  20040615  
 12416  0.022791  0.391483  20040615  
 12417  0.450893  0.772530  20040615  
 12418  1.050816  1.304547  20040615  
 12419  0.677140  0.973007  20040615  
 12420  0.209305  0.284150  20040615  
 12421  1.139177  1.341579  20040615  
 12422  1.058642  1.372781  20040615  
 12423  0.000001  0.066197  20040615  
 12424  1.131944  1.420108  20040615  
 12425  1.306391  1.494217  20040615  
 12426  0.431837  0.678992  20040615  
 12427  0.526380  0.902348  20040615  
 12428  0.872316  1.128215  20040615  
 12429  0.413442  0.743224  20040615  
 12430  0.745192  1.075187  20040615  
 12431  0.976637  1.291125  20040615  
 12432  1.439376  1.627200  20040615  
 
 [12433 rows x 92 columns],
 '20040616':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.249            0.000               0.0   
 1      USA0011             0.275            0.000               0.0   
 2      USA0031             0.341            0.000               0.0   
 3      USA0062             0.068            0.432               0.0   
 4      USA00E2             0.439            0.000               0.0   
 5      USA00F1            -0.026            0.000               0.0   
 6      USA00G2            -0.123            0.000               0.0   
 7      USA00H1             0.676            0.000               0.0   
 8      USA00I1            -0.644            0.000               0.0   
 9      USA00J1            -0.048            0.000               0.0   
 10     USA00K1            -0.878            0.000               0.0   
 11     USA00P1            -0.049            0.000               0.0   
 12     USA00R1            -0.258            0.000               0.0   
 13     USA00S1             0.371            0.000               0.0   
 14     USA00V1            -0.039            0.000               0.0   
 15     USA0131            -2.617            1.000               0.0   
 16     USA0161             2.758            1.000               0.0   
 17     USA01I1            -0.026            0.000               0.0   
 18     USA01J2             2.264            0.000               0.0   
 19     USA01L1             0.915            0.000               0.0   
 20     USA01P1            -0.127            0.000               0.0   
 21     USA01Q1             0.676            0.000               0.0   
 22     USA0202            -0.002            0.000               0.0   
 23     USA0231            -0.457            0.000               0.0   
 24     USA0281            -0.098            0.000               0.0   
 25     USA0291            -0.413            0.000               0.0   
 26     USA02A1            -0.376            0.000               0.0   
 27     USA02B1             1.779            0.000               0.0   
 28     USA02H1            -0.046            0.000               0.0   
 29     USA02P1            -0.089            0.144               0.0   
 ...        ...               ...              ...               ...   
 12403  USAZY41             0.381            0.000               0.0   
 12404  USAZY51             0.897            0.000               0.0   
 12405  USAZY61             0.508            0.000               0.0   
 12406  USAZY71             0.464            0.000               0.0   
 12407  USAZYI1            -2.729            0.000               0.0   
 12408  USAZYJ1             0.992            0.000               0.0   
 12409  USAZYK1             0.449            0.000               0.0   
 12410  USAZYM1            -2.382            0.000               0.0   
 12411  USAZYR1             2.763            0.000               0.0   
 12412  USAZYS1             0.443            0.000               0.0   
 12413  USAZYT1            -2.699            0.000               0.0   
 12414  USAZYV1             0.424            0.000               0.0   
 12415  USAZYX1             0.466            0.000               0.0   
 12416  USAZZ41            -2.729            0.000               0.0   
 12417  USAZZ51             0.396            0.000               0.0   
 12418  USAZZ61             2.763            0.000               0.0   
 12419  USAZZ71             0.538            0.000               0.0   
 12420  USAZZ81             0.072            0.000               0.0   
 12421  USAZZ91             1.879            0.000               0.0   
 12422  USAZZA1             2.763            0.000               0.0   
 12423  USAZZB1            -0.276            0.000               0.0   
 12424  USAZZD1             0.471            0.000               0.0   
 12425  USAZZF1             2.763            0.000               0.0   
 12426  USAZZI1             0.787            0.000               0.0   
 12427  USAZZJ1            -1.553            0.000               0.0   
 12428  USAZZL1             0.800            0.000               0.0   
 12429  USAZZP1             0.802            0.000               0.0   
 12430  USAZZR1             0.469            0.000               0.0   
 12431  USAZZX1             0.835            0.000               0.0   
 12432  USAZZY1             0.915            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12403               0.0              0.0           0.0          0.000   
 12404               0.0              0.0           0.0          0.000   
 12405               0.0              0.0           0.0          0.000   
 12406               0.0              0.0           0.0          0.000   
 12407               0.0              0.0           0.0          0.000   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.071           0.000  ...           NaN          NaN   
 1            -2.070           0.000  ...           NaN          NaN   
 2            -2.389           0.000  ...           NaN       3000.0   
 3            -2.448           0.000  ...           NaN          NaN   
 4            -2.362           0.000  ...           NaN       3024.0   
 5            -1.522           0.000  ...           NaN        120.0   
 6            -2.104           0.000  ...           NaN          NaN   
 7            -1.970           0.000  ...           NaN          NaN   
 8            -0.463           0.000  ...           NaN          NaN   
 9            -2.237           0.865  ...           NaN      29000.0   
 10           -1.674           0.000  ...           NaN          NaN   
 11           -1.031           0.000  ...           NaN          NaN   
 12           -1.836           0.000  ...           NaN          NaN   
 13           -1.605           0.000  ...           NaN          NaN   
 14           -2.070           0.000  ...           NaN          NaN   
 15           -1.963           0.000  ...           NaN         33.0   
 16           -1.213           0.000  ...           NaN        510.0   
 17           -1.768           0.000  ...           NaN       2670.0   
 18           -1.308           0.000  ...           NaN         45.0   
 19           -2.034           0.000  ...           NaN          NaN   
 20           -1.387           0.000  ...           NaN          NaN   
 21           -1.942           1.000  ...           NaN       1000.0   
 22           -1.156           0.000  ...           NaN          NaN   
 23           -2.118           0.000  ...           NaN       9285.0   
 24           -1.446           0.000  ...           NaN          NaN   
 25           -1.823           0.000  ...           NaN          NaN   
 26           -2.068           0.000  ...           NaN          NaN   
 27           -1.900           0.000  ...           NaN        200.0   
 28           -1.318           0.000  ...           NaN       2553.0   
 29           -1.688           0.000  ...           NaN       8745.0   
 ...             ...             ...  ...           ...          ...   
 12403        -2.070           0.000  ...           NaN          NaN   
 12404        -0.607           0.000  ...           NaN          NaN   
 12405        -0.609           0.000  ...           NaN       1000.0   
 12406         0.727           0.000  ...           NaN       3000.0   
 12407        -1.432           0.000  ...           NaN      20112.0   
 12408         0.325           0.000  ...           NaN          NaN   
 12409         0.142           0.000  ...           NaN        500.0   
 12410        -1.635           0.000  ...           NaN      11000.0   
 12411         0.038           0.000  ...           NaN     337338.0   
 12412        -0.198           0.000  ...           NaN          NaN   
 12413        -0.135           0.000  ...           NaN      34750.0   
 12414         0.504           0.000  ...           NaN          NaN   
 12415        -1.507           0.000  ...           NaN       3800.0   
 12416        -1.961           0.000  ...           NaN    1013500.0   
 12417        -1.137           0.000  ...           NaN          NaN   
 12418         0.101           0.000  ...           NaN      58700.0   
 12419        -0.660           0.000  ...           NaN      15000.0   
 12420        -1.630           1.000  ...           NaN      41500.0   
 12421         0.310           0.000  ...           NaN          NaN   
 12422         0.091           0.000  ...           NaN      50050.0   
 12423        -2.070           0.000  ...           NaN          NaN   
 12424         0.293           0.000  ...           NaN   18003570.0   
 12425         0.655           0.000  ...           NaN       3392.0   
 12426        -1.160           1.000  ...           NaN          NaN   
 12427        -0.951           0.000  ...           NaN          0.0   
 12428        -0.248           0.000  ...           NaN          NaN   
 12429        -1.231           1.000  ...           NaN          NaN   
 12430        -0.519           0.000  ...           NaN          NaN   
 12431        -0.033           0.000  ...           NaN          NaN   
 12432         0.937           0.000  ...           NaN     102300.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.317128e+10  0.162390   13.620936    9.379336   
 1             NaN     6.011090e+09  0.000000   16.495862   11.965730   
 2             NaN     6.697404e+10  2.523659   26.522758   23.847104   
 3             NaN     3.095955e+10  2.225519   24.565702   22.556281   
 4             NaN     4.865713e+10  2.555556   22.049526   18.686449   
 5             NaN     1.886791e+11  0.409277   19.989952   17.837636   
 6             NaN     1.288681e+10  5.729795   18.605430   12.611093   
 7             NaN     6.963570e+10  0.000000   20.527684   14.857633   
 8             NaN     1.772395e+10  0.488301   35.631179   28.884399   
 9             NaN     4.386617e+10  1.651962   20.005187   17.556774   
 10            NaN     3.140986e+10  0.000000   35.062258   28.210445   
 11            NaN     2.586758e+10  1.260410   19.022813   15.022930   
 12            NaN     6.671905e+09  2.506775   12.844241    9.259726   
 13            NaN     2.077608e+10  1.263253   23.516922   21.074543   
 14            NaN     1.308917e+10  1.192369   13.236561    9.026743   
 15            NaN     3.998211e+10  1.746725   27.616589   25.021720   
 16            NaN     3.998211e+10  1.746725   26.524896   23.495728   
 17            NaN     2.995036e+10  0.177226   17.413438   15.525199   
 18            NaN     2.526877e+10  1.964167   26.856303   23.977667   
 19            NaN     9.840511e+10  3.230088   23.633793   18.795865   
 20            NaN     1.641215e+11  0.000000   29.060622   25.603210   
 21            NaN     1.251731e+11  1.947420   20.069214   17.664022   
 22            NaN     1.655195e+10  0.000000   29.936313   27.354477   
 23            NaN     9.058787e+10  0.000000   19.247540   16.364711   
 24            NaN     4.382086e+10  3.240741   22.611032   19.669899   
 25            NaN     2.735899e+10  0.000000   15.868886   12.727497   
 26            NaN     7.251268e+09  1.909855   11.156771    7.579833   
 27            NaN     7.251268e+09  1.909855   29.957640   28.103257   
 28            NaN     6.883583e+10  3.072378   21.359281   18.744682   
 29            NaN     3.385475e+11  2.570694   21.046477   18.377905   
 ...           ...              ...       ...         ...         ...   
 12403         NaN     5.056250e+06       NaN   18.730348   13.325067   
 12404         NaN     7.543200e+06  0.000000   71.520804   69.341234   
 12405       91.66     2.231800e+06  0.000000   65.207673   62.070677   
 12406      216.97     4.904000e+05  0.000000   84.232019   80.455097   
 12407     7147.41     3.054000e+06  0.000000   74.728431   72.440036   
 12408         NaN     3.969240e+07       NaN   79.240483   76.146669   
 12409       28.92     6.832300e+05       NaN   67.475240   64.033612   
 12410      487.32     1.362060e+06       NaN   56.933671   54.477113   
 12411   120173.90     2.393950e+07  0.000000  100.931957   98.494141   
 12412         NaN     5.030700e+01  0.000000   32.451344   24.330801   
 12413    11029.42     2.072700e+07  0.000000  119.936941  118.358536   
 12414         NaN     1.335429e+07  0.000000  147.553915  145.664486   
 12415    26105.05     6.230400e+07  1.333333   36.382508   31.971852   
 12416    20710.97     5.048040e+06       NaN   66.554667   64.713455   
 12417         NaN     2.224200e+05  0.000000   66.891627   64.342133   
 12418     1295.16     2.224400e+06  0.000000  142.072779  140.416607   
 12419     3131.41     1.192920e+07  0.000000   83.214465   81.037960   
 12420  2172492.40     3.067995e+10  4.850000   25.252561   23.257227   
 12421         NaN     1.591600e+03  0.000000   55.967213   48.714757   
 12422     2448.61     9.783900e+05  0.000000   79.354090   76.081932   
 12423         NaN     1.251480e+06       NaN   23.882004   17.628012   
 12424   154440.75     3.055626e+06       NaN   75.191750   71.877573   
 12425    48032.30     3.926580e+07       NaN   94.113279   90.721004   
 12426         NaN     4.347500e+05  0.000000   78.405478   76.499329   
 12427         NaN     7.843438e+06  0.000000   75.918428   72.049685   
 12428         NaN     3.895710e+07  0.000000   53.851854   50.547673   
 12429         NaN     2.558040e+06       NaN   65.431729   63.088621   
 12430         NaN     3.367200e+05       NaN   42.611896   38.403597   
 12431         NaN     1.219116e+06  0.000000  141.935471  140.191535   
 12432  5223120.50     8.418174e+08  0.543478   40.041943   29.976923   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000275  0.125042  20040616  
 1      0.000001  0.045664  20040616  
 2     -0.152977  0.026692  20040616  
 3     -0.208290  0.117376  20040616  
 4     -0.139966  0.154307  20040616  
 5      0.262880  0.465885  20040616  
 6     -0.016326  0.017307  20040616  
 7      0.047922  0.074826  20040616  
 8      0.770377  1.034297  20040616  
 9     -0.079948  0.018859  20040616  
 10     0.189839  0.547843  20040616  
 11     0.498407  0.839260  20040616  
 12     0.112342  0.358604  20040616  
 13     0.222864  0.387611  20040616  
 14     0.000001  0.023827  20040616  
 15     0.051094  0.218636  20040616  
 16     0.411152  0.583618  20040616  
 17     0.144889  0.293094  20040616  
 18     0.365350  0.688487  20040616  
 19     0.017401  0.172359  20040616  
 20     0.327419  0.481221  20040616  
 21     0.061131  0.161397  20040616  
 22     0.438148  0.681642  20040616  
 23    -0.023155  0.208950  20040616  
 24     0.299315  0.532112  20040616  
 25     0.118431  0.320031  20040616  
 26     0.001046  0.172515  20040616  
 27     0.081591  0.455543  20040616  
 28     0.360781  0.490981  20040616  
 29     0.183167  0.422556  20040616  
 ...         ...       ...       ...  
 12403  0.000001  0.059573  20040616  
 12404  0.701378  0.963425  20040616  
 12405  0.700716  1.117071  20040616  
 12406  1.341342  1.582344  20040616  
 12407  0.305838  0.671631  20040616  
 12408  1.148357  1.434209  20040616  
 12409  1.060809  1.286276  20040616  
 12410  0.208567  0.475052  20040616  
 12411  1.010964  1.315003  20040616  
 12412  0.897528  1.211765  20040616  
 12413  0.927776  1.181173  20040616  
 12414  1.234374  1.437485  20040616  
 12415  0.269772  0.381501  20040616  
 12416  0.052190  0.361270  20040616  
 12417  0.447433  0.758911  20040616  
 12418  1.040900  1.288135  20040616  
 12419  0.675960  0.966297  20040616  
 12420  0.210848  0.292203  20040616  
 12421  1.141375  1.354615  20040616  
 12422  1.036362  1.388715  20040616  
 12423  0.000001  0.068427  20040616  
 12424  1.133212  1.433962  20040616  
 12425  1.306588  1.522177  20040616  
 12426  0.436566  0.691376  20040616  
 12427  0.536698  0.884772  20040616  
 12428  0.873835  1.123541  20040616  
 12429  0.402345  0.730555  20040616  
 12430  0.743891  1.069406  20040616  
 12431  0.976971  1.291117  20040616  
 12432  1.442159  1.628311  20040616  
 
 [12433 rows x 92 columns],
 '20040617':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.624            0.000               0.0   
 1      USA0011             0.817            0.000               0.0   
 2      USA0031             0.044            0.000               0.0   
 3      USA0062            -0.296            0.432               0.0   
 4      USA00E2             0.186            0.000               0.0   
 5      USA00F1             0.033            0.000               0.0   
 6      USA00G2             0.364            0.000               0.0   
 7      USA00H1            -0.409            0.000               0.0   
 8      USA00I1            -2.064            0.000               0.0   
 9      USA00J1            -0.162            0.000               0.0   
 10     USA00K1            -1.940            0.000               0.0   
 11     USA00P1            -0.032            0.000               0.0   
 12     USA00R1            -0.091            0.000               0.0   
 13     USA00S1            -0.460            0.000               0.0   
 14     USA00V1             0.428            0.000               0.0   
 15     USA0131            -0.307            1.000               0.0   
 16     USA0161            -1.038            1.000               0.0   
 17     USA01I1             0.042            0.000               0.0   
 18     USA01J2             0.425            0.000               0.0   
 19     USA01L1             0.866            0.000               0.0   
 20     USA01P1            -1.145            0.000               0.0   
 21     USA01Q1            -1.283            0.000               0.0   
 22     USA0202            -0.401            0.000               0.0   
 23     USA0231            -0.830            0.000               0.0   
 24     USA0281             0.279            0.000               0.0   
 25     USA0291            -0.836            0.000               0.0   
 26     USA02A1             0.137            0.000               0.0   
 27     USA02B1             0.235            0.000               0.0   
 28     USA02H1            -0.147            0.000               0.0   
 29     USA02P1             0.345            0.144               0.0   
 ...        ...               ...              ...               ...   
 12403  USAZY41             0.680            0.000               0.0   
 12404  USAZY51             0.168            0.000               0.0   
 12405  USAZY61             0.915            0.000               0.0   
 12406  USAZY71             0.470            0.000               0.0   
 12407  USAZYI1             2.832            0.000               0.0   
 12408  USAZYJ1             2.832            0.000               0.0   
 12409  USAZYK1             0.029            0.000               0.0   
 12410  USAZYM1            -0.011            0.000               0.0   
 12411  USAZYR1             2.832            0.000               0.0   
 12412  USAZYS1             0.178            0.000               0.0   
 12413  USAZYT1             2.832            0.000               0.0   
 12414  USAZYV1             2.832            0.000               0.0   
 12415  USAZYX1             0.737            0.000               0.0   
 12416  USAZZ41             2.832            0.000               0.0   
 12417  USAZZ51             0.301            0.000               0.0   
 12418  USAZZ61             0.529            0.000               0.0   
 12419  USAZZ71             0.281            0.000               0.0   
 12420  USAZZ81            -0.095            0.000               0.0   
 12421  USAZZ91             1.060            0.000               0.0   
 12422  USAZZA1            -2.694            0.000               0.0   
 12423  USAZZB1            -0.360            0.000               0.0   
 12424  USAZZD1            -0.079            0.000               0.0   
 12425  USAZZF1            -1.435            0.000               0.0   
 12426  USAZZI1             0.047            0.000               0.0   
 12427  USAZZJ1             2.832            0.000               0.0   
 12428  USAZZL1             0.665            0.000               0.0   
 12429  USAZZP1            -0.030            0.000               0.0   
 12430  USAZZR1             0.339            0.000               0.0   
 12431  USAZZX1             2.832            0.000               0.0   
 12432  USAZZY1             1.316            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12403               0.0              0.0           0.0          0.000   
 12404               0.0              0.0           0.0          0.000   
 12405               0.0              0.0           0.0          0.000   
 12406               0.0              0.0           0.0          0.000   
 12407               0.0              0.0           0.0          0.000   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.065           0.000  ...           NaN          NaN   
 1            -2.064           0.000  ...           NaN          NaN   
 2            -2.382           0.000  ...           NaN       3000.0   
 3            -2.439           0.000  ...           NaN          NaN   
 4            -2.354           0.000  ...           NaN       3024.0   
 5            -1.516           0.000  ...           NaN        120.0   
 6            -2.098           0.000  ...           NaN          NaN   
 7            -1.965           0.000  ...           NaN          NaN   
 8            -0.461           0.000  ...           NaN          NaN   
 9            -2.230           0.865  ...           NaN      29000.0   
 10           -1.669           0.000  ...           NaN          NaN   
 11           -1.027           0.000  ...           NaN          NaN   
 12           -1.832           0.000  ...           NaN          NaN   
 13           -1.599           0.000  ...           NaN          NaN   
 14           -2.064           0.000  ...           NaN          NaN   
 15           -1.963           0.000  ...           NaN          NaN   
 16           -1.213           0.000  ...           NaN       4496.0   
 17           -1.762           0.000  ...           NaN       2670.0   
 18           -1.304           0.000  ...           NaN          NaN   
 19           -2.028           0.000  ...           NaN          NaN   
 20           -1.385           0.000  ...           NaN          NaN   
 21           -1.944           1.000  ...           NaN      37925.0   
 22           -1.156           0.000  ...           NaN          NaN   
 23           -2.116           0.000  ...           NaN       9285.0   
 24           -1.441           0.000  ...           NaN          NaN   
 25           -1.820           0.000  ...           NaN          NaN   
 26           -2.062           0.000  ...           NaN          NaN   
 27           -1.904           0.000  ...           NaN          NaN   
 28           -1.323           0.000  ...           NaN       2553.0   
 29           -1.683           0.000  ...           NaN       8745.0   
 ...             ...             ...  ...           ...          ...   
 12403        -2.064           0.000  ...           NaN          NaN   
 12404        -0.603           0.000  ...           NaN          NaN   
 12405        -0.606           0.000  ...           NaN          NaN   
 12406         0.729           0.000  ...           NaN      45000.0   
 12407        -1.419           0.000  ...           NaN      62928.0   
 12408         0.340           0.000  ...           NaN       3000.0   
 12409         0.146           0.000  ...           NaN       2000.0   
 12410        -1.629           0.000  ...           NaN          NaN   
 12411         0.067           0.000  ...           NaN     296039.0   
 12412        -0.196           0.000  ...           NaN          NaN   
 12413        -0.122           0.000  ...           NaN     123950.0   
 12414         0.527           0.000  ...           NaN       3000.0   
 12415        -1.501           0.000  ...           NaN       2400.0   
 12416        -1.878           0.000  ...           NaN    2168285.0   
 12417        -1.132           0.000  ...           NaN          NaN   
 12418         0.102           0.000  ...           NaN       1515.0   
 12419        -0.657           0.000  ...           NaN          NaN   
 12420        -1.624           1.000  ...           NaN      24200.0   
 12421         0.311           0.000  ...           NaN          NaN   
 12422        -0.033           0.000  ...           NaN     155900.0   
 12423        -2.064           0.000  ...           NaN          NaN   
 12424         0.296           0.000  ...           NaN    4509820.0   
 12425         0.659           0.000  ...           NaN       9144.0   
 12426        -1.154           1.000  ...           NaN          NaN   
 12427        -0.913           0.000  ...           NaN          0.0   
 12428        -0.241           0.000  ...           NaN       3100.0   
 12429        -1.226           1.000  ...           NaN          NaN   
 12430        -0.515           0.000  ...           NaN          NaN   
 12431        -0.006           0.000  ...           NaN        500.0   
 12432         0.941           0.000  ...           NaN      78200.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.285142e+10  0.162390   14.033803    9.435544   
 1             NaN     6.243737e+09  0.000000   17.122580   12.164277   
 2             NaN     6.750558e+10  2.523659   26.788899   23.902386   
 3             NaN     3.106260e+10  2.225519   24.679523   22.551931   
 4             NaN     4.861714e+10  2.555556   22.354143   18.728466   
 5             NaN     1.885226e+11  0.409277   20.257114   17.863664   
 6             NaN     1.283126e+10  5.729795   19.092903   12.671877   
 7             NaN     6.908527e+10  0.000000   20.952375   14.909635   
 8             NaN     1.697290e+10  0.488301   36.792239   29.212993   
 9             NaN     4.363918e+10  1.651962   20.251040   17.617802   
 10            NaN     3.085497e+10  0.000000   36.106653   28.488709   
 11            NaN     2.570240e+10  1.260410   19.158167   15.054606   
 12            NaN     6.724927e+09  2.506775   13.205233    9.291306   
 13            NaN     2.064426e+10  1.263253   23.669852   21.186026   
 14            NaN     1.326127e+10  1.192369   13.665813    9.075899   
 15            NaN     3.963758e+10  1.746725   27.886493   25.031628   
 16            NaN     3.963758e+10  1.746725   26.667828   23.621447   
 17            NaN     3.003736e+10  0.177226   17.589426   15.579120   
 18            NaN     2.551118e+10  1.964167   27.109812   24.087237   
 19            NaN     9.925020e+10  3.230088   24.219371   18.980374   
 20            NaN     1.605477e+11  0.000000   29.619560   25.777808   
 21            NaN     1.249285e+11  1.947420   20.545575   17.906243   
 22            NaN     1.622846e+10  0.000000   30.207361   27.376631   
 23            NaN     8.900041e+10  0.000000   19.729469   16.480096   
 24            NaN     4.375087e+10  3.240741   22.889457   19.762847   
 25            NaN     2.697263e+10  0.000000   16.457945   12.970028   
 26            NaN     7.314323e+09  1.909855   11.281158    7.614326   
 27            NaN     7.314323e+09  1.909855   30.153368   28.192927   
 28            NaN     6.931291e+10  3.072378   21.578496   18.791479   
 29            NaN     3.411834e+11  2.570694   21.337630   18.479840   
 ...           ...              ...       ...         ...         ...   
 12403         NaN     5.056250e+06       NaN   19.250722   13.439656   
 12404         NaN     7.543200e+06  0.000000   72.595871   70.300963   
 12405         NaN     2.231800e+06  0.000000   66.257349   62.892091   
 12406      257.74     4.904000e+05  0.000000   84.495089   80.367285   
 12407     7712.57     2.926750e+06  0.000000   74.840630   72.324063   
 12408     1491.64     3.608400e+07       NaN   79.406912   75.960337   
 12409       29.38     6.832300e+05       NaN   68.603978   64.953601   
 12410         NaN     1.362060e+06       NaN   57.463050   54.815376   
 12411   117062.75     2.136140e+07  0.000000  102.990140  100.295765   
 12412         NaN     5.030700e+01  0.000000   33.071399   24.399992   
 12413    13145.29     1.974000e+07  0.000000  121.032766  119.322221   
 12414     3038.20     1.038667e+07  0.000000  150.486030  148.408468   
 12415    27556.80     6.230400e+07  1.333333   37.078988   32.341106   
 12416    33545.67     4.396680e+06       NaN   68.878888   66.963199   
 12417         NaN     2.224200e+05  0.000000   67.062503   64.317752   
 12418     1293.83     2.224400e+06  0.000000  143.520888  141.605021   
 12419         NaN     1.192920e+07  0.000000   83.356243   81.003133   
 12420  2171158.60     3.072125e+10  4.850000   21.683044   19.079985   
 12421         NaN     1.591600e+03  0.000000   56.641230   48.890327   
 12422     2447.45     2.717750e+06  0.000000   79.140657   75.720635   
 12423         NaN     1.251480e+06       NaN   24.513351   17.697284   
 12424   151225.51     3.055626e+06       NaN   76.575101   73.097233   
 12425    48583.45     3.963976e+07       NaN   94.624634   91.083393   
 12426         NaN     4.347500e+05  0.000000   78.241910   76.201502   
 12427         NaN     7.275889e+06  0.000000   77.725196   73.402688   
 12428    18531.32     3.852900e+07  0.000000   54.322491   50.761138   
 12429         NaN     2.558040e+06       NaN   65.050934   62.476904   
 12430         NaN     3.367200e+05       NaN   43.014951   38.458186   
 12431     1314.63     1.015930e+06  0.000000  144.437520  142.471833   
 12432  5100567.50     8.408910e+08  0.543478   41.093574   30.275496   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000269  0.135070  20040617  
 1      0.000003  0.050459  20040617  
 2     -0.152688  0.029553  20040617  
 3     -0.208915  0.114402  20040617  
 4     -0.139195  0.155723  20040617  
 5      0.263014  0.461380  20040617  
 6     -0.016229  0.021299  20040617  
 7      0.047791  0.060732  20040617  
 8      0.769885  1.013875  20040617  
 9     -0.079643  0.018155  20040617  
 10     0.189573  0.510521  20040617  
 11     0.497926  0.817831  20040617  
 12     0.111558  0.361958  20040617  
 13     0.223289  0.391493  20040617  
 14     0.000003  0.037536  20040617  
 15     0.048748  0.193195  20040617  
 16     0.408611  0.556906  20040617  
 17     0.145084  0.287475  20040617  
 18     0.365092  0.687287  20040617  
 19     0.017670  0.188628  20040617  
 20     0.326243  0.465926  20040617  
 21     0.057729  0.147013  20040617  
 22     0.436059  0.683115  20040617  
 23    -0.024779  0.203173  20040617  
 24     0.299202  0.560068  20040617  
 25     0.117469  0.308592  20040617  
 26     0.001078  0.170892  20040617  
 27     0.076754  0.430678  20040617  
 28     0.355915  0.475563  20040617  
 29     0.182970  0.425928  20040617  
 ...         ...       ...       ...  
 12403  0.000003  0.059496  20040617  
 12404  0.701613  0.947692  20040617  
 12405  0.700124  1.115576  20040617  
 12406  1.341043  1.586511  20040617  
 12407  0.309573  0.776274  20040617  
 12408  1.154251  1.472572  20040617  
 12409  1.060900  1.278927  20040617  
 12410  0.208968  0.532654  20040617  
 12411  1.022966  1.348126  20040617  
 12412  0.897083  1.204873  20040617  
 12413  0.932397  1.214417  20040617  
 12414  1.244093  1.512970  20040617  
 12415  0.270582  0.385135  20040617  
 12416  0.089516  0.432849  20040617  
 12417  0.447568  0.763984  20040617  
 12418  1.040045  1.349335  20040617  
 12419  0.675803  0.965942  20040617  
 12420  0.211495  0.327655  20040617  
 12421  1.140445  1.346671  20040617  
 12422  0.975312  1.289622  20040617  
 12423  0.000003  0.064079  20040617  
 12424  1.133043  1.419154  20040617  
 12425  1.307526  1.458798  20040617  
 12426  0.436987  0.683034  20040617  
 12427  0.552505  0.941109  20040617  
 12428  0.875483  1.121566  20040617  
 12429  0.402356  0.720060  20040617  
 12430  0.743980  1.071323  20040617  
 12431  0.988142  1.351577  20040617  
 12432  1.442760  1.640337  20040617  
 
 [12433 rows x 92 columns],
 '20040618':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             1.133            0.000               0.0   
 1      USA0011             0.244            0.000               0.0   
 2      USA0031            -0.114            0.000               0.0   
 3      USA0062             0.147            0.432               0.0   
 4      USA00E2            -0.054            0.000               0.0   
 5      USA00F1            -0.210            0.000               0.0   
 6      USA00G2             0.363            0.000               0.0   
 7      USA00H1            -0.192            0.000               0.0   
 8      USA00I1             2.385            0.000               0.0   
 9      USA00J1             0.001            0.000               0.0   
 10     USA00K1            -0.179            0.000               0.0   
 11     USA00P1            -0.216            0.000               0.0   
 12     USA00R1            -0.235            0.000               0.0   
 13     USA00S1            -0.221            0.000               0.0   
 14     USA00V1             0.300            0.000               0.0   
 15     USA0131             0.468            1.000               0.0   
 16     USA0161             0.602            1.000               0.0   
 17     USA01I1            -0.175            0.000               0.0   
 18     USA01J2            -0.227            0.000               0.0   
 19     USA01L1             0.024            0.000               0.0   
 20     USA01P1            -2.082            0.000               0.0   
 21     USA01Q1             0.043            0.000               0.0   
 22     USA0202            -2.954            0.000               0.0   
 23     USA0231            -0.935            0.000               0.0   
 24     USA0281             0.751            0.000               0.0   
 25     USA0291            -0.248            0.000               0.0   
 26     USA02A1             0.270            0.000               0.0   
 27     USA02B1            -0.911            0.000               0.0   
 28     USA02H1             0.005            0.000               0.0   
 29     USA02P1             0.604            0.144               0.0   
 ...        ...               ...              ...               ...   
 12404  USAZY41            -0.126            0.000               0.0   
 12405  USAZY51            -1.123            0.000               0.0   
 12406  USAZY61            -0.419            0.000               0.0   
 12407  USAZY71             0.045            0.000               0.0   
 12408  USAZYI1             0.268            0.000               0.0   
 12409  USAZYJ1            -2.954            0.000               0.0   
 12410  USAZYK1            -0.379            0.000               0.0   
 12411  USAZYM1             0.085            0.000               0.0   
 12412  USAZYR1            -2.954            0.000               0.0   
 12413  USAZYS1             0.318            0.000               0.0   
 12414  USAZYT1            -2.954            0.000               0.0   
 12415  USAZYV1            -0.004            0.000               0.0   
 12416  USAZYX1            -0.040            0.000               0.0   
 12417  USAZZ41             2.875            0.000               0.0   
 12418  USAZZ51             0.112            0.000               0.0   
 12419  USAZZ61             0.070            0.000               0.0   
 12420  USAZZ71            -0.261            0.000               0.0   
 12421  USAZZ81            -1.366            0.000               0.0   
 12422  USAZZ91             0.152            0.000               0.0   
 12423  USAZZA1             2.705            0.000               0.0   
 12424  USAZZB1             0.452            0.000               0.0   
 12425  USAZZD1            -0.260            0.000               0.0   
 12426  USAZZF1            -0.369            0.000               0.0   
 12427  USAZZI1             0.009            0.000               0.0   
 12428  USAZZJ1             0.706            0.000               0.0   
 12429  USAZZL1            -2.954            0.000               0.0   
 12430  USAZZP1             0.179            0.000               0.0   
 12431  USAZZR1             0.098            0.000               0.0   
 12432  USAZZX1            -0.125            0.000               0.0   
 12433  USAZZY1             0.005            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12404               0.0              0.0           0.0          0.000   
 12405               0.0              0.0           0.0          0.000   
 12406               0.0              0.0           0.0          0.000   
 12407               0.0              0.0           0.0          0.000   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.067           0.000  ...           NaN          NaN   
 1            -2.067           0.000  ...           NaN          NaN   
 2            -2.385           0.000  ...           NaN       3000.0   
 3            -2.439           0.000  ...           NaN          NaN   
 4            -2.357           0.000  ...           NaN       3024.0   
 5            -1.520           0.000  ...           NaN        120.0   
 6            -2.101           0.000  ...           NaN       1072.0   
 7            -1.967           0.000  ...           NaN          NaN   
 8            -0.486           0.000  ...           NaN        387.0   
 9            -2.233           0.865  ...           NaN      29000.0   
 10           -1.671           0.000  ...           NaN          NaN   
 11           -1.043           0.000  ...           NaN          NaN   
 12           -1.866           0.000  ...           NaN          NaN   
 13           -1.605           0.000  ...           NaN          NaN   
 14           -2.067           0.000  ...           NaN          NaN   
 15           -1.967           0.000  ...           NaN          NaN   
 16           -1.215           0.000  ...           NaN        350.0   
 17           -1.765           0.000  ...           NaN       2670.0   
 18           -1.306           0.000  ...           NaN          NaN   
 19           -2.030           0.000  ...           NaN          NaN   
 20           -1.372           0.000  ...           NaN       3915.0   
 21           -1.947           1.000  ...           NaN          NaN   
 22           -1.032           0.000  ...           NaN       1900.0   
 23           -2.111           0.000  ...           NaN        865.0   
 24           -1.445           0.000  ...           NaN          NaN   
 25           -1.822           0.000  ...           NaN          NaN   
 26           -2.064           0.000  ...           NaN          NaN   
 27           -1.901           0.000  ...           NaN         40.0   
 28           -1.324           0.000  ...           NaN       2553.0   
 29           -1.686           0.000  ...           NaN       8745.0   
 ...             ...             ...  ...           ...          ...   
 12404        -2.067           0.000  ...           NaN          NaN   
 12405        -0.604           0.000  ...           NaN        137.0   
 12406        -0.606           0.000  ...           NaN          NaN   
 12407         0.729           0.000  ...           NaN          NaN   
 12408        -1.418           0.000  ...           NaN      10000.0   
 12409         0.358           0.000  ...           NaN       8775.0   
 12410         0.145           0.000  ...           NaN       2000.0   
 12411        -1.629           0.000  ...           NaN          NaN   
 12412         0.093           0.000  ...           NaN     262699.0   
 12413        -0.196           0.000  ...           NaN          NaN   
 12414        -0.098           0.000  ...           NaN      64065.0   
 12415         0.527           0.000  ...           NaN       2750.0   
 12416        -1.507           0.000  ...           NaN       1800.0   
 12417        -1.889           0.000  ...           NaN     505435.0   
 12418        -1.132           0.000  ...           NaN          NaN   
 12419         0.103           0.000  ...           NaN       9800.0   
 12420        -0.657           0.000  ...           NaN      15000.0   
 12421        -1.616           1.000  ...           NaN      33400.0   
 12422         0.312           0.000  ...           NaN          NaN   
 12423        -0.084           0.000  ...           NaN       7014.0   
 12424        -2.067           0.000  ...           NaN          NaN   
 12425         0.296           0.000  ...           NaN   27118030.0   
 12426         0.657           0.000  ...           NaN      39943.0   
 12427        -1.158           1.000  ...           NaN          NaN   
 12428        -0.915           0.000  ...           NaN          0.0   
 12429        -0.219           0.000  ...           NaN       3000.0   
 12430        -1.226           1.000  ...           NaN          NaN   
 12431        -0.515           0.000  ...           NaN          NaN   
 12432        -0.007           0.000  ...           NaN     105000.0   
 12433         0.935           0.000  ...           NaN     110700.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.379099e+10  0.162390   14.355154    9.591259   
 1             NaN     6.168284e+09  0.000000   16.901323   12.034319   
 2             NaN     6.722418e+10  2.523659   26.534422   23.637463   
 3             NaN     3.138035e+10  2.225519   24.372000   22.229206   
 4             NaN     4.947030e+10  2.555556   22.137872   18.476477   
 5             NaN     1.882878e+11  0.409277   20.030123   17.628895   
 6             NaN     1.295822e+10  5.729795   19.041672   12.607439   
 7             NaN     6.882926e+10  0.000000   20.818763   14.730138   
 8             NaN     1.700265e+10  0.488301   37.168982   29.508930   
 9             NaN     4.377700e+10  1.651962   20.044316   17.400686   
 10            NaN     3.050187e+10  0.000000   35.823165   28.172506   
 11            NaN     2.568471e+10  1.260410   19.061815   14.970784   
 12            NaN     6.749228e+09  2.506775   13.259470    9.319489   
 13            NaN     2.079962e+10  1.263253   23.432123   20.942312   
 14            NaN     1.339793e+10  1.192369   13.583321    9.001676   
 15            NaN     3.990199e+10  1.746725   27.640784   24.771784   
 16            NaN     3.990199e+10  1.746725   26.474312   23.410165   
 17            NaN     2.973720e+10  0.177226   17.449274   15.400455   
 18            NaN     2.540875e+10  1.964167   26.841238   23.824091   
 19            NaN     9.993483e+10  3.230088   23.966186   18.768349   
 20            NaN     1.609600e+11  0.000000   29.833586   25.858015   
 21            NaN     1.256621e+11  1.947420   20.326764   17.713883   
 22            NaN     1.672718e+10  0.000000   34.925211   32.220731   
 23            NaN     8.912843e+10  0.000000   19.737769   16.458233   
 24            NaN     4.408080e+10  3.240741   22.825312   19.604523   
 25            NaN     2.735899e+10  0.000000   16.295992   12.812173   
 26            NaN     7.294260e+09  1.909855   11.253530    7.588473   
 27            NaN     7.294260e+09  1.909855   29.976283   28.012733   
 28            NaN     6.968289e+10  3.072378   21.383307   18.543206   
 29            NaN     3.435029e+11  2.570694   21.206226   18.227291   
 ...           ...              ...       ...         ...         ...   
 12404         NaN     5.056250e+06       NaN   19.182412   13.276430   
 12405      338.44     7.576875e+06  0.000000   72.223944   69.910510   
 12406         NaN     2.231800e+06  0.000000   65.658498   62.336579   
 12407         NaN     4.904000e+05  0.000000   85.276423   81.325272   
 12408     7817.11     2.926750e+06  0.000000   73.880609   71.362850   
 12409     1950.34     4.149660e+07       NaN   81.376008   78.108099   
 12410       23.36     6.832300e+05       NaN   68.366254   64.725762   
 12411         NaN     1.362060e+06       NaN   56.758934   54.073568   
 12412   109930.52     2.393950e+07  0.000000  102.929163  100.343873   
 12413         NaN     5.030700e+01  0.000000   32.874445   24.152769   
 12414    13810.14     2.220750e+07  0.000000  120.586241  118.852000   
 12415     2436.88     1.038667e+07  0.000000  148.900111  146.751619   
 12416    26885.05     6.204440e+07  1.333333   36.718244   31.947373   
 12417    36248.49     4.071000e+06       NaN   68.267436   66.271054   
 12418         NaN     2.224200e+05  0.000000   66.293948   63.534740   
 12419     1278.70     2.224400e+06  0.000000  141.932698  140.014719   
 12420     3124.59     1.192920e+07  0.000000   83.248471   80.841364   
 12421  2150485.80     3.136025e+10  4.850000   20.068496   17.132192   
 12422         NaN     1.591600e+03  0.000000   56.071203   48.293854   
 12423     2353.37     1.630650e+06  0.000000   83.649611   80.675248   
 12424         NaN     1.251480e+06       NaN   24.507324   17.700133   
 12425   133429.86     3.055626e+06       NaN   75.637014   72.126277   
 12426    52195.05     3.963976e+07       NaN   93.780006   90.226588   
 12427         NaN     4.347500e+05  0.000000   77.673648   75.634061   
 12428         NaN     7.211514e+06  0.000000   76.821742   72.526915   
 12429    19080.59     4.152570e+07  0.000000   56.014456   52.618887   
 12430         NaN     2.558040e+06       NaN   64.471808   61.919692   
 12431         NaN     3.367200e+05       NaN   42.572559   37.977068   
 12432     1358.36     1.015930e+06  0.000000  142.856322  140.874078   
 12433  4867643.85     8.378029e+08  0.543478   40.636355   29.900489   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000275  0.151435  20040618  
 1      0.000001  0.055795  20040618  
 2     -0.152604  0.030952  20040618  
 3     -0.209931  0.127164  20040618  
 4     -0.139055  0.150718  20040618  
 5      0.262123  0.457181  20040618  
 6     -0.016322  0.024978  20040618  
 7      0.047916  0.061144  20040618  
 8      0.757809  1.076155  20040618  
 9     -0.079889  0.023136  20040618  
 10     0.189718  0.525827  20040618  
 11     0.490942  0.808558  20040618  
 12     0.096389  0.343828  20040618  
 13     0.221567  0.392163  20040618  
 14     0.000001  0.036612  20040618  
 15     0.047741  0.200568  20040618  
 16     0.408273  0.574047  20040618  
 17     0.144845  0.282896  20040618  
 18     0.364840  0.674874  20040618  
 19     0.017304  0.176853  20040618  
 20     0.333184  0.445748  20040618  
 21     0.057434  0.156060  20040618  
 22     0.495988  0.671776  20040618  
 23    -0.021410  0.202034  20040618  
 24     0.297842  0.575575  20040618  
 25     0.117360  0.311021  20040618  
 26     0.001019  0.173431  20040618  
 27     0.079365  0.407239  20040618  
 28     0.356199  0.478810  20040618  
 29     0.182674  0.436976  20040618  
 ...         ...       ...       ...  
 12404  0.000001  0.051137  20040618  
 12405  0.701229  0.924441  20040618  
 12406  0.700431  1.094116  20040618  
 12407  1.340685  1.575819  20040618  
 12408  0.310823  0.745203  20040618  
 12409  1.162526  1.351858  20040618  
 12410  1.060625  1.270082  20040618  
 12411  0.209611  0.534564  20040618  
 12412  1.035555  1.260801  20040618  
 12413  0.897128  1.212615  20040618  
 12414  0.944267  1.114097  20040618  
 12415  1.243730  1.542773  20040618  
 12416  0.268164  0.378975  20040618  
 12417  0.084933  0.503148  20040618  
 12418  0.448039  0.773056  20040618  
 12419  1.040524  1.341243  20040618  
 12420  0.675929  0.978377  20040618  
 12421  0.215932  0.306309  20040618  
 12422  1.140850  1.338396  20040618  
 12423  0.950677  1.246797  20040618  
 12424  0.000001  0.073443  20040618  
 12425  1.132967  1.417627  20040618  
 12426  1.306269  1.465615  20040618  
 12427  0.435767  0.680158  20040618  
 12428  0.552320  0.960998  20040618  
 12429  0.885845  1.063615  20040618  
 12430  0.402991  0.717593  20040618  
 12431  0.744014  1.072987  20040618  
 12432  0.987565  1.328033  20040618  
 12433  1.439643  1.624093  20040618  
 
 [12434 rows x 92 columns],
 '20040621':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.358            0.000               0.0   
 1      USA0011             0.551            0.000               0.0   
 2      USA0031            -0.166            0.000               0.0   
 3      USA0062            -0.140            0.432               0.0   
 4      USA00E2            -0.187            0.000               0.0   
 5      USA00F1            -0.406            0.000               0.0   
 6      USA00G2            -0.282            0.000               0.0   
 7      USA00H1            -0.678            0.000               0.0   
 8      USA00I1            -0.518            0.000               0.0   
 9      USA00J1             0.157            0.000               0.0   
 10     USA00K1            -0.120            0.000               0.0   
 11     USA00P1            -0.361            0.000               0.0   
 12     USA00R1            -0.023            0.000               0.0   
 13     USA00S1             0.020            0.000               0.0   
 14     USA00V1            -0.023            0.000               0.0   
 15     USA0131            -0.322            1.000               0.0   
 16     USA0161            -0.844            1.000               0.0   
 17     USA01I1            -0.253            0.000               0.0   
 18     USA01J2            -0.072            0.000               0.0   
 19     USA01L1             0.311            0.000               0.0   
 20     USA01P1            -0.347            0.000               0.0   
 21     USA01Q1             0.148            0.000               0.0   
 22     USA0202            -0.126            0.000               0.0   
 23     USA0231            -0.456            0.000               0.0   
 24     USA0281            -0.042            0.000               0.0   
 25     USA0291            -0.183            0.000               0.0   
 26     USA02A1             0.063            0.000               0.0   
 27     USA02B1             1.112            0.000               0.0   
 28     USA02H1            -0.187            0.000               0.0   
 29     USA02P1             0.260            0.144               0.0   
 ...        ...               ...              ...               ...   
 12402  USAZY41             0.042            0.000               0.0   
 12403  USAZY51            -0.136            0.000               0.0   
 12404  USAZY61            -0.148            0.000               0.0   
 12405  USAZY71            -0.599            0.000               0.0   
 12406  USAZYI1            -0.107            0.000               0.0   
 12407  USAZYJ1            -0.327            0.000               0.0   
 12408  USAZYK1             0.030            0.000               0.0   
 12409  USAZYM1            -2.549            0.000               0.0   
 12410  USAZYR1             2.631            0.000               0.0   
 12411  USAZYS1            -0.492            0.000               0.0   
 12412  USAZYT1             2.798            0.000               0.0   
 12413  USAZYV1            -0.434            0.000               0.0   
 12414  USAZYX1             0.638            0.000               0.0   
 12415  USAZZ41            -2.399            0.000               0.0   
 12416  USAZZ51            -0.369            0.000               0.0   
 12417  USAZZ61            -0.430            0.000               0.0   
 12418  USAZZ71            -0.339            0.000               0.0   
 12419  USAZZ81            -0.600            0.000               0.0   
 12420  USAZZ91             0.399            0.000               0.0   
 12421  USAZZA1            -2.744            0.000               0.0   
 12422  USAZZB1            -0.081            0.000               0.0   
 12423  USAZZD1            -0.322            0.000               0.0   
 12424  USAZZF1             1.547            0.000               0.0   
 12425  USAZZI1             0.443            0.000               0.0   
 12426  USAZZJ1            -2.043            0.000               0.0   
 12427  USAZZL1            -0.240            0.000               0.0   
 12428  USAZZP1             0.338            0.000               0.0   
 12429  USAZZR1            -0.420            0.000               0.0   
 12430  USAZZX1            -2.744            0.000               0.0   
 12431  USAZZY1             1.350            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12402               0.0              0.0           0.0          0.000   
 12403               0.0              0.0           0.0          0.000   
 12404               0.0              0.0           0.0          0.000   
 12405               0.0              0.0           0.0          0.000   
 12406               0.0              0.0           0.0          0.000   
 12407               0.0              0.0           0.0          0.000   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.062           0.000  ...           NaN          NaN   
 1            -2.061           0.000  ...           NaN          NaN   
 2            -2.384           0.000  ...           NaN       3000.0   
 3            -2.444           0.000  ...           NaN          NaN   
 4            -2.350           0.000  ...           NaN       3024.0   
 5            -1.514           0.000  ...           NaN        120.0   
 6            -2.095           0.000  ...           NaN          NaN   
 7            -1.962           0.000  ...           NaN          NaN   
 8            -0.484           0.000  ...           NaN          NaN   
 9            -2.226           0.865  ...           NaN      29000.0   
 10           -1.668           0.000  ...           NaN          NaN   
 11           -1.038           0.000  ...           NaN          NaN   
 12           -1.861           0.000  ...           NaN          NaN   
 13           -1.593           0.000  ...           NaN          NaN   
 14           -2.061           0.000  ...           NaN          NaN   
 15           -1.959           0.000  ...           NaN          NaN   
 16           -1.219           0.000  ...           NaN       6210.0   
 17           -1.745           0.000  ...           NaN       2670.0   
 18           -1.303           0.000  ...           NaN          NaN   
 19           -2.024           0.000  ...           NaN          NaN   
 20           -1.367           0.000  ...           NaN          NaN   
 21           -1.941           1.000  ...           NaN          NaN   
 22           -1.024           0.000  ...           NaN          NaN   
 23           -2.105           0.000  ...           NaN        865.0   
 24           -1.442           0.000  ...           NaN          NaN   
 25           -1.817           0.000  ...           NaN          NaN   
 26           -2.059           0.000  ...           NaN          NaN   
 27           -1.874           0.000  ...           NaN         20.0   
 28           -1.321           0.000  ...           NaN       2553.0   
 29           -1.681           0.000  ...           NaN       8745.0   
 ...             ...             ...  ...           ...          ...   
 12402        -2.061           0.000  ...           NaN          NaN   
 12403        -0.602           0.000  ...           NaN          NaN   
 12404        -0.606           0.000  ...           NaN          NaN   
 12405         0.730           0.000  ...           NaN          NaN   
 12406        -1.417           0.000  ...           NaN          NaN   
 12407         0.359           0.000  ...           NaN          NaN   
 12408         0.146           0.000  ...           NaN      55000.0   
 12409        -1.667           0.000  ...           NaN      10000.0   
 12410         0.161           0.000  ...           NaN     168286.0   
 12411        -0.194           0.000  ...           NaN          NaN   
 12412         0.040           0.000  ...           NaN      13057.0   
 12413         0.526           0.000  ...           NaN       2400.0   
 12414        -1.508           0.000  ...           NaN        100.0   
 12415        -1.938           0.000  ...           NaN     220100.0   
 12416        -1.130           0.000  ...           NaN          NaN   
 12417         0.102           0.000  ...           NaN      77500.0   
 12418        -0.654           0.000  ...           NaN          NaN   
 12419        -1.623           1.000  ...           NaN      49600.0   
 12420         0.311           0.000  ...           NaN          NaN   
 12421        -0.135           0.000  ...           NaN      90000.0   
 12422        -2.061           0.000  ...           NaN          NaN   
 12423         0.296           0.000  ...           NaN   11027250.0   
 12424         0.674           0.000  ...           NaN       4500.0   
 12425        -1.151           1.000  ...           NaN          NaN   
 12426        -0.982           0.000  ...           NaN          0.0   
 12427        -0.218           0.000  ...           NaN          NaN   
 12428        -1.208           1.000  ...           NaN          NaN   
 12429        -0.512           0.000  ...           NaN          NaN   
 12430        -0.061           0.000  ...           NaN      40000.0   
 12431         0.973           0.000  ...           NaN      95600.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.403088e+10  0.162390   14.070319    9.662680   
 1             NaN     6.155708e+09  0.000000   16.618073   12.170679   
 2             NaN     6.653630e+10  2.523659   26.282845   23.791755   
 3             NaN     3.113989e+10  2.225519   24.210141   22.334254   
 4             NaN     4.915036e+10  2.555556   21.975892   18.613189   
 5             NaN     1.867224e+11  0.409277   20.067216   17.768748   
 6             NaN     1.278365e+10  5.729795   18.676728   12.702866   
 7             NaN     6.761319e+10  0.000000   20.591886   14.945118   
 8             NaN     1.673123e+10  0.488301   36.734645   29.669828   
 9             NaN     4.376078e+10  1.651962   19.951582   17.541473   
 10            NaN     3.031690e+10  0.000000   35.409872   28.338956   
 11            NaN     2.543695e+10  1.260410   19.153413   15.179392   
 12            NaN     6.837598e+09  2.506775   13.094295    9.405208   
 13            NaN     2.088907e+10  1.263253   23.438667   21.083164   
 14            NaN     1.346626e+10  1.192369   13.371142    9.075367   
 15            NaN     3.966161e+10  1.746725   27.526362   24.829927   
 16            NaN     3.966161e+10  1.746725   26.548432   23.608452   
 17            NaN     2.932394e+10  0.177226   17.451847   15.561703   
 18            NaN     2.559995e+10  1.964167   26.877623   23.978573   
 19            NaN     9.980646e+10  3.230088   23.750359   18.908052   
 20            NaN     1.571800e+11  0.000000   29.665050   26.040701   
 21            NaN     1.251242e+11  1.947420   20.323576   17.838674   
 22            NaN     1.625542e+10  0.000000   35.027496   32.409715   
 23            NaN     8.864195e+10  0.000000   19.605659   16.599449   
 24            NaN     4.434075e+10  3.240741   22.794395   19.738659   
 25            NaN     2.670701e+10  0.000000   16.174717   12.941661   
 26            NaN     7.231206e+09  1.909855   11.135627    7.666776   
 27            NaN     7.231206e+09  1.909855   30.170673   28.333112   
 28            NaN     6.863137e+10  3.072378   21.342446   18.671716   
 29            NaN     3.437138e+11  2.570694   21.003453   18.196348   
 ...           ...              ...       ...         ...         ...   
 12402         NaN     5.056250e+06       NaN   18.900565   13.436907   
 12403         NaN     7.576875e+06  0.000000   73.750578   71.623063   
 12404         NaN     2.231800e+06  0.000000   66.490521   63.310911   
 12405         NaN     4.904000e+05  0.000000   84.818803   80.865339   
 12406         NaN     2.926750e+06  0.000000   74.897047   72.558451   
 12407         NaN     4.149660e+07       NaN   80.558511   77.401409   
 12408       50.57     6.832300e+05       NaN   68.154491   64.621960   
 12409      534.34     1.513400e+06       NaN   58.272552   55.845531   
 12410   107195.70     2.136140e+07  0.000000  104.511306  101.940703   
 12411         NaN     5.030700e+01  0.000000   32.784381   24.371306   
 12412    14385.86     1.727250e+07  0.000000  123.993221  122.272151   
 12413     2377.35     1.038667e+07  0.000000  149.961001  147.854372   
 12414    24639.84     6.230400e+07  1.333333   36.650014   32.245947   
 12415    37798.58     4.396680e+06       NaN   68.776635   66.835333   
 12416         NaN     2.224200e+05  0.000000   66.100098   63.476716   
 12417     1249.46     2.224400e+06  0.000000  142.915648  141.079645   
 12418         NaN     1.192920e+07  0.000000   84.300410   81.942488   
 12419  2269764.00     3.148300e+10  4.850000   22.356777   19.924815   
 12420         NaN     1.591600e+03  0.000000   55.694254   48.265044   
 12421     2340.77     1.956780e+06  0.000000   83.361716   80.528185   
 12422         NaN     1.251480e+06       NaN   24.162453   17.861686   
 12423   125729.78     3.055626e+06       NaN   76.434012   73.054819   
 12424    53920.14     3.870486e+07       NaN   94.187644   90.674066   
 12425         NaN     4.347500e+05  0.000000   78.705580   76.830309   
 12426         NaN     7.607762e+06  0.000000   77.405826   73.528945   
 12427         NaN     4.152570e+07  0.000000   56.159271   53.038618   
 12428         NaN     2.558040e+06       NaN   65.070306   62.685490   
 12429         NaN     3.367200e+05       NaN   42.682934   38.244850   
 12430     1359.00     1.219116e+06  0.000000  145.066330  143.242532   
 12431  4531655.74     8.208183e+08  0.543478   40.842529   30.331477   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000263  0.148219  20040621  
 1      0.000004  0.071346  20040621  
 2     -0.154833  0.068125  20040621  
 3     -0.208379  0.129901  20040621  
 4     -0.138935  0.156993  20040621  
 5      0.262759  0.452034  20040621  
 6     -0.016092  0.019063  20040621  
 7      0.047573  0.052503  20040621  
 8      0.757839  1.084174  20040621  
 9     -0.079191  0.031787  20040621  
 10     0.189042  0.541767  20040621  
 11     0.491889  0.808090  20040621  
 12     0.096312  0.346145  20040621  
 13     0.224887  0.402854  20040621  
 14     0.000004  0.038469  20040621  
 15     0.049302  0.201041  20040621  
 16     0.404629  0.562048  20040621  
 17     0.151849  0.278954  20040621  
 18     0.364512  0.677657  20040621  
 19     0.018051  0.184958  20040621  
 20     0.333657  0.467549  20040621  
 21     0.057920  0.170909  20040621  
 22     0.498217  0.694946  20040621  
 23    -0.020813  0.209905  20040621  
 24     0.297526  0.575689  20040621  
 25     0.117537  0.316256  20040621  
 26     0.001141  0.177042  20040621  
 27     0.090108  0.448568  20040621  
 28     0.355699  0.475241  20040621  
 29     0.182520  0.436354  20040621  
 ...         ...       ...       ...  
 12402  0.000004  0.043509  20040621  
 12403  0.701241  0.926777  20040621  
 12404  0.699439  1.101922  20040621  
 12405  1.341283  1.566923  20040621  
 12406  0.309547  0.739271  20040621  
 12407  1.163093  1.415274  20040621  
 12408  1.060567  1.275503  20040621  
 12409  0.189578  0.457838  20040621  
 12410  1.067747  1.359073  20040621  
 12411  0.897359  1.201488  20040621  
 12412  1.009749  1.276240  20040621  
 12413  1.243286  1.537080  20040621  
 12414  0.266060  0.377771  20040621  
 12415  0.059014  0.430424  20040621  
 12416  0.447542  0.770776  20040621  
 12417  1.039617  1.328198  20040621  
 12418  0.676221  0.980305  20040621  
 12419  0.210432  0.306237  20040621  
 12420  1.139645  1.336617  20040621  
 12421  0.925338  1.160176  20040621  
 12422  0.000004  0.073508  20040621  
 12423  1.132559  1.409358  20040621  
 12424  1.314179  1.520690  20040621  
 12425  0.437450  0.684433  20040621  
 12426  0.518635  0.873773  20040621  
 12427  0.885812  1.037016  20040621  
 12428  0.409789  0.726627  20040621  
 12429  0.744209  1.065832  20040621  
 12430  0.961210  1.243862  20040621  
 12431  1.457716  1.649079  20040621  
 
 [12432 rows x 92 columns],
 '20040622':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.438            0.000               0.0   
 1      USA0011            -0.355            0.000               0.0   
 2      USA0031            -0.585            0.000               0.0   
 3      USA0062            -0.010            0.432               0.0   
 4      USA00E2            -0.410            0.000               0.0   
 5      USA00F1             0.096            0.000               0.0   
 6      USA00G2            -1.160            0.000               0.0   
 7      USA00H1            -0.593            0.000               0.0   
 8      USA00I1             1.796            0.000               0.0   
 9      USA00J1             0.254            0.000               0.0   
 10     USA00K1             2.170            0.000               0.0   
 11     USA00P1             0.810            0.000               0.0   
 12     USA00R1             0.739            0.000               0.0   
 13     USA00S1             0.515            0.000               0.0   
 14     USA00V1            -0.371            0.000               0.0   
 15     USA0131             0.156            1.000               0.0   
 16     USA0161             1.422            1.000               0.0   
 17     USA01I1            -0.463            0.000               0.0   
 18     USA01J2             0.258            0.000               0.0   
 19     USA01L1            -0.201            0.000               0.0   
 20     USA01P1             0.930            0.000               0.0   
 21     USA01Q1             0.237            0.000               0.0   
 22     USA0202             0.223            0.000               0.0   
 23     USA0231             0.506            0.000               0.0   
 24     USA0281            -0.221            0.000               0.0   
 25     USA0291             0.237            0.000               0.0   
 26     USA02A1             0.067            0.000               0.0   
 27     USA02B1             0.266            0.000               0.0   
 28     USA02H1             0.258            0.000               0.0   
 29     USA02P1             0.732            0.144               0.0   
 ...        ...               ...              ...               ...   
 12408  USAZY41            -0.070            0.000               0.0   
 12409  USAZY51             0.320            0.000               0.0   
 12410  USAZY61            -0.108            0.000               0.0   
 12411  USAZY71             0.622            0.000               0.0   
 12412  USAZYI1             0.284            0.000               0.0   
 12413  USAZYJ1             2.706            0.000               0.0   
 12414  USAZYK1             0.401            0.000               0.0   
 12415  USAZYM1             0.345            0.000               0.0   
 12416  USAZYR1             2.706            0.000               0.0   
 12417  USAZYS1             0.594            0.000               0.0   
 12418  USAZYT1             0.741            0.000               0.0   
 12419  USAZYV1             0.818            0.000               0.0   
 12420  USAZYX1            -1.063            0.000               0.0   
 12421  USAZZ41             2.706            0.000               0.0   
 12422  USAZZ51             0.253            0.000               0.0   
 12423  USAZZ61             0.607            0.000               0.0   
 12424  USAZZ71             0.033            0.000               0.0   
 12425  USAZZ81            -0.855            0.000               0.0   
 12426  USAZZ91             0.528            0.000               0.0   
 12427  USAZZA1            -2.786            0.000               0.0   
 12428  USAZZB1            -0.395            0.000               0.0   
 12429  USAZZD1             2.706            0.000               0.0   
 12430  USAZZF1            -0.030            0.000               0.0   
 12431  USAZZI1             0.072            0.000               0.0   
 12432  USAZZJ1             2.247            0.000               0.0   
 12433  USAZZL1             2.706            0.000               0.0   
 12434  USAZZP1             0.078            0.000               0.0   
 12435  USAZZR1             0.697            0.000               0.0   
 12436  USAZZX1             0.065            0.000               0.0   
 12437  USAZZY1             1.710            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.060           0.000  ...           NaN          NaN   
 1            -2.059           0.000  ...           NaN          NaN   
 2            -2.380           0.000  ...           NaN       3000.0   
 3            -2.448           0.000  ...           NaN          NaN   
 4            -2.348           0.000  ...           NaN       3024.0   
 5            -1.517           0.000  ...           NaN        120.0   
 6            -2.093           0.000  ...           NaN          NaN   
 7            -1.960           0.000  ...           NaN          NaN   
 8            -0.492           0.000  ...           NaN          NaN   
 9            -2.224           0.865  ...           NaN      29000.0   
 10           -1.667           0.000  ...           NaN          NaN   
 11           -1.051           0.000  ...           NaN          NaN   
 12           -1.875           0.000  ...           NaN          NaN   
 13           -1.596           0.000  ...           NaN          NaN   
 14           -2.059           0.000  ...           NaN          NaN   
 15           -1.960           0.000  ...           NaN          NaN   
 16           -1.242           0.000  ...           NaN        870.0   
 17           -1.747           0.000  ...           NaN       2670.0   
 18           -1.305           0.000  ...           NaN          NaN   
 19           -2.023           0.000  ...           NaN          NaN   
 20           -1.371           0.000  ...           NaN          NaN   
 21           -1.940           1.000  ...           NaN          NaN   
 22           -1.036           0.000  ...           NaN          NaN   
 23           -2.104           0.000  ...           NaN        865.0   
 24           -1.443           0.000  ...           NaN          NaN   
 25           -1.817           0.000  ...           NaN          NaN   
 26           -2.057           0.000  ...           NaN          NaN   
 27           -1.875           0.000  ...           NaN          NaN   
 28           -1.322           0.000  ...           NaN       2553.0   
 29           -1.682           0.000  ...           NaN       8745.0   
 ...             ...             ...  ...           ...          ...   
 12408        -2.059           0.000  ...           NaN          NaN   
 12409        -0.602           0.000  ...           NaN          NaN   
 12410        -0.607           0.000  ...           NaN          NaN   
 12411         0.723           0.000  ...           NaN          NaN   
 12412        -1.409           0.000  ...           NaN      15000.0   
 12413         0.312           0.000  ...           NaN       2000.0   
 12414         0.140           0.000  ...           NaN      19000.0   
 12415        -1.662           0.000  ...           NaN          NaN   
 12416         0.124           0.000  ...           NaN     120525.0   
 12417        -0.195           0.000  ...           NaN          NaN   
 12418         0.038           0.000  ...           NaN       1189.0   
 12419         0.521           0.000  ...           NaN      59200.0   
 12420        -1.513           0.000  ...           NaN        200.0   
 12421        -1.970           0.000  ...           NaN     405500.0   
 12422        -1.127           0.000  ...           NaN          NaN   
 12423         0.101           0.000  ...           NaN     685150.0   
 12424        -0.653           0.000  ...           NaN          NaN   
 12425        -1.612           1.000  ...           NaN     168800.0   
 12426         0.307           0.000  ...           NaN          NaN   
 12427        -0.117           0.000  ...           NaN      30400.0   
 12428        -2.059           0.000  ...           NaN          NaN   
 12429         0.273           0.000  ...           NaN   19182240.0   
 12430         0.667           0.000  ...           NaN      14614.0   
 12431        -1.151           1.000  ...           NaN          NaN   
 12432        -0.999           0.000  ...           NaN          0.0   
 12433        -0.263           0.000  ...           NaN       2500.0   
 12434        -1.207           1.000  ...           NaN          NaN   
 12435        -0.514           0.000  ...           NaN          NaN   
 12436        -0.065           0.000  ...           NaN          NaN   
 12437         0.928           0.000  ...           NaN     221700.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.501044e+10  0.162390   14.340246    9.783077   
 1             NaN     6.268888e+09  0.000000   16.986671   12.260176   
 2             NaN     6.569209e+10  2.523659   26.710521   24.088850   
 3             NaN     3.156929e+10  2.225519   24.467611   22.521253   
 4             NaN     4.925701e+10  2.555556   22.288946   18.767258   
 5             NaN     1.886269e+11  0.409277   20.109282   17.874053   
 6             NaN     1.297409e+10  5.729795   19.272493   13.029857   
 7             NaN     6.797161e+10  0.000000   20.959557   15.123606   
 8             NaN     1.725547e+10  0.488301   37.689744   30.294404   
 9             NaN     4.372025e+10  1.651962   20.156521   17.684730   
 10            NaN     3.119127e+10  0.000000   36.818908   29.144604   
 11            NaN     2.571420e+10  1.260410   19.458273   15.549387   
 12            NaN     6.914921e+09  2.506775   13.388810    9.739913   
 13            NaN     2.148227e+10  1.263253   23.953886   21.310595   
 14            NaN     1.327139e+10  1.192369   13.578737    9.177689   
 15            NaN     3.979782e+10  1.746725   27.616193   24.936825   
 16            NaN     3.979782e+10  1.746725   26.964817   24.081619   
 17            NaN     2.975460e+10  0.177226   17.668601   15.723315   
 18            NaN     2.617013e+10  1.964167   26.982801   24.210765   
 19            NaN     1.003734e+11  3.230088   23.971515   19.059947   
 20            NaN     1.595855e+11  0.000000   30.335396   26.522840   
 21            NaN     1.247574e+11  1.947420   20.451267   18.000714   
 22            NaN     1.651152e+10  0.000000   35.401027   32.822451   
 23            NaN     8.969172e+10  0.000000   19.941599   16.857410   
 24            NaN     4.399082e+10  3.240741   22.963043   19.899978   
 25            NaN     2.697263e+10  0.000000   16.357601   13.079939   
 26            NaN     7.320055e+09  1.909855   11.350744    7.749203   
 27            NaN     7.320055e+09  1.909855   30.414717   28.517722   
 28            NaN     6.923502e+10  3.072378   21.535592   18.802366   
 29            NaN     3.463496e+11  2.570694   21.435979   18.528833   
 ...           ...              ...       ...         ...         ...   
 12408         NaN     5.056250e+06       NaN   19.265735   13.553250   
 12409         NaN     7.576875e+06  0.000000   74.618295   72.495901   
 12410         NaN     2.231800e+06  0.000000   63.357108   60.088088   
 12411         NaN     4.904000e+05  0.000000   84.913102   81.037851   
 12412     7111.43     2.926750e+06  0.000000   75.156881   72.776406   
 12413     2042.15     3.644484e+07       NaN   83.358452   80.320619   
 12414       56.90     6.832300e+05       NaN   69.087350   65.672228   
 12415         NaN     1.513400e+06       NaN   60.629462   58.448619   
 12416   105281.51     1.988820e+07  0.000000  105.928442  103.320511   
 12417         NaN     5.030700e+01  0.000000   32.957045   24.708057   
 12418    13750.87     1.727250e+07  0.000000  125.112328  123.345556   
 12419     2457.65     1.038667e+07  0.000000  151.283043  149.224773   
 12420    23527.85     6.230400e+07  1.333333   37.048409   32.526246   
 12421    38292.28     3.908160e+06       NaN   70.580506   68.768449   
 12422         NaN     2.224200e+05  0.000000   66.395781   63.744106   
 12423     1317.24     2.224400e+06  0.000000  144.167174  142.365404   
 12424         NaN     1.192920e+07  0.000000   85.698402   83.373088   
 12425  2424590.20     3.103604e+10  4.850000   23.788154   21.536957   
 12426         NaN     1.591600e+03  0.000000   56.070727   48.715569   
 12427     2234.37     2.174200e+06  0.000000   84.659416   81.830243   
 12428         NaN     1.251480e+06       NaN   24.564299   18.032398   
 12429   124374.39     2.546355e+06       NaN   77.196077   73.748383   
 12430    52850.91     3.889184e+07       NaN   94.479936   91.117817   
 12431         NaN     4.347500e+05  0.000000   77.931789   75.994281   
 12432         NaN     7.442530e+06  0.000000   78.275820   74.310724   
 12433    17614.68     3.852900e+07  0.000000   58.203215   55.119662   
 12434         NaN     2.558040e+06       NaN   65.755708   63.374713   
 12435         NaN     3.367200e+05       NaN   43.078126   38.717099   
 12436         NaN     1.219116e+06  0.000000  146.206376  144.552514   
 12437  4603292.95     8.029073e+08  0.543478   41.064711   30.869844   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000273  0.150784  20040622  
 1      0.000001  0.038959  20040622  
 2     -0.154741  0.057887  20040622  
 3     -0.209234  0.137879  20040622  
 4     -0.139301  0.145929  20040622  
 5      0.261329  0.459473  20040622  
 6     -0.016243 -0.004386  20040622  
 7      0.047732  0.045230  20040622  
 8      0.755485  1.115950  20040622  
 9     -0.079526  0.044031  20040622  
 10     0.189007  0.598168  20040622  
 11     0.485951  0.831060  20040622  
 12     0.088835  0.349416  20040622  
 13     0.223234  0.391753  20040622  
 14     0.000001  0.019454  20040622  
 15     0.047962  0.206657  20040622  
 16     0.393906  0.575518  20040622  
 17     0.150522  0.270682  20040622  
 18     0.363678  0.670435  20040622  
 19     0.017397  0.168992  20040622  
 20     0.331418  0.488550  20040622  
 21     0.057339  0.153180  20040622  
 22     0.492930  0.672927  20040622  
 23    -0.021717  0.221532  20040622  
 24     0.296810  0.542720  20040622  
 25     0.116790  0.321601  20040622  
 26     0.001028  0.179043  20040622  
 27     0.088779  0.442108  20040622  
 28     0.355459  0.487769  20040622  
 29     0.181924  0.450748  20040622  
 ...         ...       ...       ...  
 12408  0.000001  0.047613  20040622  
 12409  0.702415  0.938329  20040622  
 12410  0.700059  1.108998  20040622  
 12411  1.340787  1.593471  20040622  
 12412  0.313346  0.755689  20040622  
 12413  1.142961  1.442375  20040622  
 12414  1.060149  1.281321  20040622  
 12415  0.191551  0.435220  20040622  
 12416  1.052291  1.402322  20040622  
 12417  0.898547  1.226013  20040622  
 12418  1.010992  1.349730  20040622  
 12419  1.243612  1.569320  20040622  
 12420  0.263175  0.354002  20040622  
 12421  0.043069  0.464520  20040622  
 12422  0.449042  0.788779  20040622  
 12423  1.041174  1.352729  20040622  
 12424  0.677519  0.990665  20040622  
 12425  0.215315  0.283838  20040622  
 12426  1.140338  1.343547  20040622  
 12427  0.936122  1.136928  20040622  
 12428  0.000001  0.060356  20040622  
 12429  1.123899  1.469393  20040622  
 12430  1.313745  1.503812  20040622  
 12431  0.437643  0.696924  20040622  
 12432  0.510826  0.912938  20040622  
 12433  0.865745  1.080688  20040622  
 12434  0.410887  0.717944  20040622  
 12435  0.744837  1.089453  20040622  
 12436  0.961179  1.212576  20040622  
 12437  1.439822  1.655627  20040622  
 
 [12438 rows x 92 columns],
 '20040623':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.124            0.000               0.0   
 1      USA0011            -0.315            0.000               0.0   
 2      USA0031            -0.406            0.000               0.0   
 3      USA0062             0.204            0.432               0.0   
 4      USA00E2             0.165            0.000               0.0   
 5      USA00F1            -0.033            0.000               0.0   
 6      USA00G2            -0.014            0.000               0.0   
 7      USA00H1             0.390            0.000               0.0   
 8      USA00I1             1.004            0.000               0.0   
 9      USA00J1            -0.163            0.000               0.0   
 10     USA00K1             0.513            0.000               0.0   
 11     USA00P1             0.242            0.000               0.0   
 12     USA00R1            -0.719            0.000               0.0   
 13     USA00S1            -1.907            0.000               0.0   
 14     USA00V1            -0.180            0.000               0.0   
 15     USA0131             0.588            1.000               0.0   
 16     USA0161             0.866            1.000               0.0   
 17     USA01I1            -0.211            0.000               0.0   
 18     USA01J2             0.515            0.000               0.0   
 19     USA01L1             0.675            0.000               0.0   
 20     USA01P1             2.714            0.000               0.0   
 21     USA01Q1             0.056            0.000               0.0   
 22     USA0202             0.983            0.000               0.0   
 23     USA0231             0.111            0.000               0.0   
 24     USA0281             0.333            0.000               0.0   
 25     USA0291             0.151            0.000               0.0   
 26     USA02A1            -0.015            0.000               0.0   
 27     USA02B1             1.303            0.000               0.0   
 28     USA02H1             0.044            0.000               0.0   
 29     USA02P1             0.147            0.144               0.0   
 ...        ...               ...              ...               ...   
 12408  USAZY41            -1.310            0.000               0.0   
 12409  USAZY51            -0.358            0.000               0.0   
 12410  USAZY61             0.226            0.000               0.0   
 12411  USAZY71             1.446            0.000               0.0   
 12412  USAZYI1             0.148            0.000               0.0   
 12413  USAZYJ1             0.589            0.000               0.0   
 12414  USAZYK1             0.883            0.000               0.0   
 12415  USAZYM1            -0.167            0.000               0.0   
 12416  USAZYR1            -2.669            0.000               0.0   
 12417  USAZYS1             0.697            0.000               0.0   
 12418  USAZYT1            -0.093            0.000               0.0   
 12419  USAZYV1            -2.840            0.000               0.0   
 12420  USAZYX1             0.011            0.000               0.0   
 12421  USAZZ41            -2.840            0.000               0.0   
 12422  USAZZ51             0.482            0.000               0.0   
 12423  USAZZ61             0.873            0.000               0.0   
 12424  USAZZ71             0.714            0.000               0.0   
 12425  USAZZ81            -2.728            0.000               0.0   
 12426  USAZZ91             1.363            0.000               0.0   
 12427  USAZZA1             0.616            0.000               0.0   
 12428  USAZZB1            -0.618            0.000               0.0   
 12429  USAZZD1             0.157            0.000               0.0   
 12430  USAZZF1             0.840            0.000               0.0   
 12431  USAZZI1             0.463            0.000               0.0   
 12432  USAZZJ1             2.020            0.000               0.0   
 12433  USAZZL1             1.568            0.000               0.0   
 12434  USAZZP1            -2.840            0.000               0.0   
 12435  USAZZR1             0.607            0.000               0.0   
 12436  USAZZX1             2.556            0.000               0.0   
 12437  USAZZY1             0.526            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.046           0.000  ...           NaN          NaN   
 1            -2.045           0.000  ...           NaN          NaN   
 2            -2.361           0.000  ...           NaN       3000.0   
 3            -2.451           0.000  ...           NaN          NaN   
 4            -2.350           0.000  ...           NaN      18160.0   
 5            -1.521           0.000  ...           NaN        120.0   
 6            -2.079           0.000  ...           NaN          NaN   
 7            -1.947           0.000  ...           NaN          NaN   
 8            -0.512           0.000  ...           NaN          NaN   
 9            -2.210           0.865  ...           NaN      29000.0   
 10           -1.660           0.000  ...           NaN          NaN   
 11           -1.081           0.000  ...           NaN          NaN   
 12           -1.908           0.000  ...           NaN          NaN   
 13           -1.498           0.000  ...           NaN       7226.0   
 14           -2.045           0.000  ...           NaN          NaN   
 15           -1.957           0.000  ...           NaN          NaN   
 16           -1.249           0.000  ...           NaN        744.0   
 17           -1.742           0.000  ...           NaN       2670.0   
 18           -1.307           0.000  ...           NaN          NaN   
 19           -2.014           0.000  ...           NaN          NaN   
 20           -1.451           0.000  ...           NaN       5000.0   
 21           -1.932           1.000  ...           NaN          NaN   
 22           -1.050           0.000  ...           NaN          NaN   
 23           -2.091           0.000  ...           NaN        865.0   
 24           -1.442           0.000  ...           NaN          NaN   
 25           -1.808           0.000  ...           NaN          NaN   
 26           -2.044           0.000  ...           NaN          NaN   
 27           -1.906           0.000  ...           NaN        160.0   
 28           -1.320           0.000  ...           NaN       2553.0   
 29           -1.677           0.000  ...           NaN       8745.0   
 ...             ...             ...  ...           ...          ...   
 12408        -2.045           0.000  ...           NaN          NaN   
 12409        -0.616           0.000  ...           NaN        592.0   
 12410        -0.609           0.000  ...           NaN       1000.0   
 12411         0.713           0.000  ...           NaN        400.0   
 12412        -1.497           0.000  ...           NaN      32500.0   
 12413         0.293           0.000  ...           NaN          NaN   
 12414         0.083           0.000  ...           NaN      10000.0   
 12415        -1.661           0.000  ...           NaN          NaN   
 12416         0.164           0.000  ...           NaN     362847.0   
 12417        -0.196           0.000  ...           NaN          NaN   
 12418         0.016           0.000  ...           NaN       1925.0   
 12419         0.589           0.000  ...           NaN      47000.0   
 12420        -1.523           0.000  ...           NaN        900.0   
 12421        -1.824           0.000  ...           NaN     259000.0   
 12422        -1.128           0.000  ...           NaN          NaN   
 12423         0.102           0.000  ...           NaN     230000.0   
 12424        -0.652           0.000  ...           NaN          NaN   
 12425        -1.468           1.000  ...           NaN      55900.0   
 12426         0.309           0.000  ...           NaN          NaN   
 12427        -0.124           0.000  ...           NaN          NaN   
 12428        -2.045           0.000  ...           NaN          NaN   
 12429         0.266           0.000  ...           NaN    8351900.0   
 12430         0.654           0.000  ...           NaN      13245.0   
 12431        -1.167           1.000  ...           NaN        100.0   
 12432        -1.010           0.000  ...           NaN          0.0   
 12433        -0.327           0.000  ...           NaN       5500.0   
 12434        -0.853           1.000  ...           NaN       4000.0   
 12435        -0.518           0.000  ...           NaN          NaN   
 12436        -0.221           0.000  ...           NaN      50689.0   
 12437         0.918           0.000  ...           NaN      97200.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.614992e+10  0.162390   14.282526    9.658910   
 1             NaN     6.250024e+09  0.000000   17.061211   12.135675   
 2             NaN     6.558266e+10  2.523659   26.533388   23.764441   
 3             NaN     3.221339e+10  2.225519   24.411961   22.487330   
 4             NaN     4.916370e+10  2.555556   22.283409   18.608179   
 5             NaN     1.880530e+11  0.409277   19.958220   17.649465   
 6             NaN     1.302171e+10  5.729795   19.497885   12.919367   
 7             NaN     6.940529e+10  0.000000   21.097685   14.945312   
 8             NaN     1.730009e+10  0.488301   37.629352   30.113064   
 9             NaN     4.380942e+10  1.651962   20.090608   17.454792   
 10            NaN     3.194793e+10  0.000000   36.843365   28.895542   
 11            NaN     2.602096e+10  1.260410   19.307137   15.329128   
 12            NaN     6.987826e+09  2.506775   13.840845    9.975796   
 13            NaN     2.150110e+10  1.263253   24.342681   21.605884   
 14            NaN     1.315750e+10  1.192369   13.699618    9.063641   
 15            NaN     4.059907e+10  1.746725   27.503744   24.699463   
 16            NaN     4.059907e+10  1.746725   26.882836   23.901542   
 17            NaN     3.038536e+10  0.177226   17.640683   15.523453   
 18            NaN     2.659349e+10  1.964167   26.781374   23.953219   
 19            NaN     1.014966e+11  3.230088   24.179291   18.936091   
 20            NaN     1.647401e+11  0.000000   31.344375   27.250658   
 21            NaN     1.254420e+11  1.947420   20.443217   17.743641   
 22            NaN     1.694284e+10  0.000000   35.538076   32.768384   
 23            NaN     9.020381e+10  0.000000   19.918887   16.697852   
 24            NaN     4.439074e+10  3.240741   22.873663   19.692790   
 25            NaN     2.772120e+10  0.000000   16.392300   13.013037   
 26            NaN     7.403172e+09  1.909855   11.256399    7.800562   
 27            NaN     7.403172e+09  1.909855   30.204904   28.350503   
 28            NaN     6.900135e+10  3.072378   21.503837   18.531640   
 29            NaN     3.523593e+11  2.570694   21.131232   18.237357   
 ...           ...              ...       ...         ...         ...   
 12408         NaN     5.056250e+06       NaN   20.045970   13.701723   
 12409      327.94     7.610550e+06  0.000000   74.442947   72.194720   
 12410       39.39     2.231800e+06  0.000000   65.027549   61.795298   
 12411      164.29     4.904000e+05  0.000000   87.743935   83.996246   
 12412     6078.70     2.926750e+06  0.000000   74.076474   71.601387   
 12413         NaN     3.644484e+07       NaN   82.687742   79.682475   
 12414       59.85     6.832300e+05       NaN   65.385857   61.574008   
 12415         NaN     1.513400e+06       NaN   60.325745   58.035868   
 12416   109209.12     2.102993e+07  0.000000  104.961102  102.385562   
 12417         NaN     5.030700e+01  0.000000   33.176207   24.736351   
 12418    13478.49     1.727250e+07  0.000000  124.072441  122.289672   
 12419     2594.47     1.187048e+07  0.000000  150.729371  148.574314   
 12420    21188.90     6.230400e+07  1.333333   37.004586   32.131680   
 12421    38436.01     4.389970e+06       NaN   70.323444   68.165425   
 12422         NaN     2.224200e+05  0.000000   66.189878   63.423577   
 12423     1324.15     2.224400e+06  0.000000  143.046473  141.184753   
 12424         NaN     1.192920e+07  0.000000   85.369167   82.929108   
 12425  1968371.20     3.325928e+10  4.850000   29.388415   27.233441   
 12426         NaN     1.591600e+03  0.000000   55.867569   48.242396   
 12427         NaN     2.174200e+06  0.000000   84.221391   81.402096   
 12428         NaN     1.251480e+06       NaN   24.788626   17.886225   
 12429   110436.64     2.546355e+06       NaN   77.477285   74.168566   
 12430    53593.00     3.926580e+07       NaN   94.363083   90.879915   
 12431      106.80     4.347500e+05  0.000000   77.445069   75.407143   
 12432         NaN     7.319533e+06  0.000000   77.784058   73.645708   
 12433    18714.68     3.767280e+07  0.000000   57.739142   54.567059   
 12434      154.67     3.837060e+06       NaN   68.581642   65.906111   
 12435         NaN     3.367200e+05       NaN   43.009354   38.456615   
 12436     1270.86     1.015930e+06  0.000000  146.306347  144.607625   
 12437  4384507.90     8.171126e+08  0.543478   40.929857   30.553871   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000300  0.136117  20040623  
 1     -0.000007  0.038764  20040623  
 2     -0.153523  0.055157  20040623  
 3     -0.210105  0.138548  20040623  
 4     -0.148512  0.140341  20040623  
 5      0.255140  0.455814  20040623  
 6     -0.016595  0.019869  20040623  
 7      0.047798  0.067655  20040623  
 8      0.745784  1.121163  20040623  
 9     -0.080326  0.052696  20040623  
 10     0.187392  0.603424  20040623  
 11     0.468954  0.814826  20040623  
 12     0.066474  0.293203  20040623  
 13     0.265952  0.386609  20040623  
 14    -0.000007  0.009931  20040623  
 15     0.042892  0.219741  20040623  
 16     0.387260  0.580709  20040623  
 17     0.147262  0.276520  20040623  
 18     0.359190  0.660181  20040623  
 19     0.015236  0.173519  20040623  
 20     0.288798  0.504391  20040623  
 21     0.055071  0.138563  20040623  
 22     0.484141  0.670798  20040623  
 23    -0.022175  0.228040  20040623  
 24     0.293577  0.550367  20040623  
 25     0.115127  0.314835  20040623  
 26     0.000712  0.167162  20040623  
 27     0.067435  0.436625  20040623  
 28     0.352473  0.495963  20040623  
 29     0.179142  0.434100  20040623  
 ...         ...       ...       ...  
 12408 -0.000007  0.036864  20040623  
 12409  0.695130  0.929239  20040623  
 12410  0.698404  1.122416  20040623  
 12411  1.341683  1.612858  20040623  
 12412  0.266739  0.737567  20040623  
 12413  1.137458  1.399829  20040623  
 12414  1.035085  1.360998  20040623  
 12415  0.186598  0.434254  20040623  
 12416  1.074695  1.327387  20040623  
 12417  0.899430  1.234355  20040623  
 12418  1.002742  1.331987  20040623  
 12419  1.281616  1.544867  20040623  
 12420  0.253888  0.376976  20040623  
 12421  0.107355  0.467019  20040623  
 12422  0.446212  0.829557  20040623  
 12423  1.044447  1.366126  20040623  
 12424  0.677699  1.019740  20040623  
 12425  0.280632  0.293648  20040623  
 12426  1.145230  1.383481  20040623  
 12427  0.934712  1.209539  20040623  
 12428 -0.000007  0.059373  20040623  
 12429  1.124283  1.423725  20040623  
 12430  1.312812  1.514262  20040623  
 12431  0.427092  0.711715  20040623  
 12432  0.503277  0.942347  20040623  
 12433  0.835836  1.103568  20040623  
 12434  0.579897  0.817346  20040623  
 12435  0.742840  1.103674  20040623  
 12436  0.887169  1.203816  20040623  
 12437  1.441208  1.653065  20040623  
 
 [12438 rows x 92 columns],
 '20040624':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.267            0.000               0.0   
 1      USA0011             0.161            0.000               0.0   
 2      USA0031             0.129            0.000               0.0   
 3      USA0062             0.284            0.432               0.0   
 4      USA00E2             0.085            0.000               0.0   
 5      USA00F1             0.293            0.000               0.0   
 6      USA00G2            -1.320            0.000               0.0   
 7      USA00H1             2.592            0.000               0.0   
 8      USA00I1            -0.547            0.000               0.0   
 9      USA00J1             0.086            0.000               0.0   
 10     USA00K1            -0.463            0.000               0.0   
 11     USA00P1            -0.049            0.000               0.0   
 12     USA00R1            -0.240            0.000               0.0   
 13     USA00S1            -0.147            0.000               0.0   
 14     USA00V1            -0.256            0.000               0.0   
 15     USA0131             0.030            1.000               0.0   
 16     USA0161            -0.934            1.000               0.0   
 17     USA01I1             0.218            0.000               0.0   
 18     USA01J2             0.493            0.000               0.0   
 19     USA01L1            -0.206            0.000               0.0   
 20     USA01P1            -1.440            0.000               0.0   
 21     USA01Q1             0.006            0.000               0.0   
 22     USA0202            -0.085            0.000               0.0   
 23     USA0231             0.281            0.000               0.0   
 24     USA0281            -0.024            0.000               0.0   
 25     USA0291             0.155            0.000               0.0   
 26     USA02A1             0.014            0.000               0.0   
 27     USA02B1            -1.973            0.000               0.0   
 28     USA02H1             0.277            0.000               0.0   
 29     USA02P1            -0.165            0.144               0.0   
 ...        ...               ...              ...               ...   
 12411  USAZY41            -0.337            0.000               0.0   
 12412  USAZY51             0.007            0.000               0.0   
 12413  USAZY61             0.477            0.000               0.0   
 12414  USAZY71            -0.359            0.000               0.0   
 12415  USAZYI1             2.824            0.000               0.0   
 12416  USAZYJ1             1.222            0.000               0.0   
 12417  USAZYK1             0.051            0.000               0.0   
 12418  USAZYM1            -2.875            0.000               0.0   
 12419  USAZYR1             0.432            0.000               0.0   
 12420  USAZYS1            -0.012            0.000               0.0   
 12421  USAZYT1             0.159            0.000               0.0   
 12422  USAZYV1            -0.020            0.000               0.0   
 12423  USAZYX1             0.388            0.000               0.0   
 12424  USAZZ41             2.817            0.000               0.0   
 12425  USAZZ51             0.257            0.000               0.0   
 12426  USAZZ61            -2.849            0.000               0.0   
 12427  USAZZ71             0.472            0.000               0.0   
 12428  USAZZ81             1.314            0.000               0.0   
 12429  USAZZ91            -0.830            0.000               0.0   
 12430  USAZZA1             0.032            0.000               0.0   
 12431  USAZZB1            -0.046            0.000               0.0   
 12432  USAZZD1            -2.875            0.000               0.0   
 12433  USAZZF1             0.325            0.000               0.0   
 12434  USAZZI1             0.125            0.000               0.0   
 12435  USAZZJ1            -0.613            0.000               0.0   
 12436  USAZZL1            -2.626            0.000               0.0   
 12437  USAZZP1             0.006            0.000               0.0   
 12438  USAZZR1             0.049            0.000               0.0   
 12439  USAZZX1            -2.794            0.000               0.0   
 12440  USAZZY1             1.971            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.048           0.000  ...           NaN          NaN   
 1            -2.048           0.000  ...           NaN          NaN   
 2            -2.363           0.000  ...           NaN       3000.0   
 3            -2.452           0.000  ...           NaN          NaN   
 4            -2.353           0.000  ...           NaN      18160.0   
 5            -1.522           0.000  ...           NaN        120.0   
 6            -2.081           0.000  ...           NaN          NaN   
 7            -1.908           0.000  ...           NaN       1000.0   
 8            -0.514           0.000  ...           NaN          NaN   
 9            -2.212           0.865  ...           NaN      29000.0   
 10           -1.663           0.000  ...           NaN          NaN   
 11           -1.085           0.000  ...           NaN          NaN   
 12           -1.916           0.000  ...           NaN          NaN   
 13           -1.498           0.000  ...           NaN          NaN   
 14           -2.048           0.000  ...           NaN          NaN   
 15           -1.956           0.000  ...           NaN          NaN   
 16           -1.261           0.000  ...           NaN        364.0   
 17           -1.744           0.000  ...           NaN       2670.0   
 18           -1.310           0.000  ...           NaN          NaN   
 19           -2.015           0.000  ...           NaN          NaN   
 20           -1.472           0.000  ...           NaN       1500.0   
 21           -1.934           1.000  ...           NaN          NaN   
 22           -1.048           0.000  ...           NaN          NaN   
 23           -2.092           0.000  ...           NaN        865.0   
 24           -1.444           0.000  ...           NaN          NaN   
 25           -1.811           0.000  ...           NaN          NaN   
 26           -2.046           0.000  ...           NaN          NaN   
 27           -1.929           0.000  ...           NaN         80.0   
 28           -1.326           0.000  ...           NaN       2553.0   
 29           -1.684           0.000  ...           NaN       8745.0   
 ...             ...             ...  ...           ...          ...   
 12411        -2.048           0.000  ...           NaN          NaN   
 12412        -0.616           0.000  ...           NaN          NaN   
 12413        -0.613           0.000  ...           NaN       5000.0   
 12414         0.715           0.000  ...           NaN          NaN   
 12415        -1.417           0.000  ...           NaN      71604.0   
 12416         0.296           0.000  ...           NaN       2000.0   
 12417         0.083           0.000  ...           NaN       6500.0   
 12418        -1.637           0.000  ...           NaN      25400.0   
 12419         0.165           0.000  ...           NaN     180961.0   
 12420        -0.198           0.000  ...           NaN          NaN   
 12421         0.016           0.000  ...           NaN      14850.0   
 12422         0.589           0.000  ...           NaN      24500.0   
 12423        -1.522           0.000  ...           NaN       1300.0   
 12424        -1.779           0.000  ...           NaN     111500.0   
 12425        -1.132           0.000  ...           NaN          NaN   
 12426         0.034           0.000  ...           NaN      82000.0   
 12427        -0.655           0.000  ...           NaN          NaN   
 12428        -1.449           1.000  ...           NaN      41600.0   
 12429         0.308           0.000  ...           NaN          NaN   
 12430        -0.124           0.000  ...           NaN      10000.0   
 12431        -2.048           0.000  ...           NaN          NaN   
 12432         0.248           0.000  ...           NaN    3977225.0   
 12433         0.656           0.000  ...           NaN       8443.0   
 12434        -1.173           1.000  ...           NaN          NaN   
 12435        -1.016           0.000  ...           NaN          0.0   
 12436        -0.368           0.000  ...           NaN       2000.0   
 12437        -0.855           1.000  ...           NaN          NaN   
 12438        -0.520           0.000  ...           NaN          NaN   
 12439        -0.269           0.000  ...           NaN      50000.0   
 12440         0.923           0.000  ...           NaN     148600.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.563016e+10  0.162390   14.463812    9.794846   
 1             NaN     6.212298e+09  0.000000   16.894114   12.285992   
 2             NaN     6.552012e+10  2.523659   26.689984   24.033990   
 3             NaN     3.182693e+10  2.225519   24.510486   22.691949   
 4             NaN     4.907038e+10  2.555556   22.399275   18.835024   
 5             NaN     1.862789e+11  0.409277   20.284740   17.835032   
 6             NaN     1.175207e+10  5.729795   20.382366   13.866442   
 7             NaN     6.978931e+10  0.000000   21.998995   16.244442   
 8             NaN     1.710303e+10  0.488301   37.934476   30.533748   
 9             NaN     4.377700e+10  1.651962   20.173005   17.655758   
 10            NaN     3.172934e+10  0.000000   36.944737   29.289867   
 11            NaN     2.580269e+10  1.260410   19.416248   15.515866   
 12            NaN     6.938118e+09  2.506775   14.169198   10.187534   
 13            NaN     2.133161e+10  1.263253   24.374608   21.875949   
 14            NaN     1.303350e+10  1.192369   13.758630    9.205403   
 15            NaN     4.034267e+10  1.746725   27.479168   24.770950   
 16            NaN     4.034267e+10  1.746725   27.273730   24.279807   
 17            NaN     3.051587e+10  0.177226   17.673675   15.699091   
 18            NaN     2.700661e+10  1.964167   27.235784   24.264935   
 19            NaN     1.009832e+11  3.230088   24.224855   19.172980   
 20            NaN     1.624033e+11  0.000000   31.763416   27.871404   
 21            NaN     1.248063e+11  1.947420   20.655826   18.045086   
 22            NaN     1.683501e+10  0.000000   35.917973   33.208400   
 23            NaN     8.941008e+10  0.000000   20.024265   16.895759   
 24            NaN     4.396083e+10  3.240741   23.068740   19.934784   
 25            NaN     2.786609e+10  0.000000   16.543176   13.161174   
 26            NaN     7.557943e+09  1.909855   11.511881    7.894395   
 27            NaN     7.557943e+09  1.909855   31.121705   29.133283   
 28            NaN     6.864111e+10  3.072378   21.605841   18.754568   
 29            NaN     3.507778e+11  2.570694   21.436071   18.514806   
 ...           ...              ...       ...         ...         ...   
 12411         NaN     5.056250e+06       NaN   19.835345   13.902449   
 12412         NaN     7.610550e+06  0.000000   75.732266   73.583326   
 12413       62.11     2.231800e+06  0.000000   66.219214   63.040331   
 12414         NaN     4.904000e+05  0.000000   93.795040   90.272209   
 12415     6547.10     2.417750e+06  0.000000   76.514508   74.043811   
 12416     2133.06     3.608400e+07       NaN   83.163293   80.103253   
 12417       60.53     6.832300e+05       NaN   66.480720   62.641049   
 12418      717.87     2.724120e+06       NaN   62.911187   60.589102   
 12419   104701.18     2.099310e+07  0.000000  106.402601  103.769061   
 12420         NaN     5.030700e+01  0.000000   33.421090   25.026645   
 12421    12917.02     1.727250e+07  0.000000  125.814452  124.024298   
 12422     2645.21     1.187048e+07  0.000000  152.821376  150.782987   
 12423    21746.40     6.230400e+07  1.333333   37.049010   32.526877   
 12424    37995.78     4.052280e+06       NaN   72.218820   70.291087   
 12425         NaN     2.224200e+05  0.000000   66.901086   64.215724   
 12426     1324.04     2.780500e+06  0.000000  147.116879  145.320132   
 12427         NaN     1.192920e+07  0.000000   86.076227   83.686490   
 12428  1754476.05     3.280023e+10  4.850000   25.487199   23.020200   
 12429         NaN     1.591600e+03  0.000000   56.413042   48.814264   
 12430     2266.00     2.174200e+06  0.000000   84.622158   81.794133   
 12431         NaN     1.251480e+06       NaN   24.735205   18.104483   
 12432   104896.30     3.055626e+06       NaN   80.756704   77.561457   
 12433    53343.80     3.926580e+07       NaN   94.822436   91.242769   
 12434         NaN     4.347500e+05  0.000000   78.351216   76.378833   
 12435         NaN     7.319757e+06  0.000000   78.570189   74.588640   
 12436    15568.32     4.066950e+07  0.000000   59.784965   56.774466   
 12437         NaN     3.837060e+06       NaN   72.436603   70.072685   
 12438         NaN     3.367200e+05       NaN   43.416580   38.896058   
 12439     1240.32     1.219116e+06  0.000000  149.952499  148.206696   
 12440  4230149.70     8.127892e+08  0.543478   42.242365   31.484879   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000290  0.143186  20040624  
 1     -0.000004  0.062667  20040624  
 2     -0.153307  0.074989  20040624  
 3     -0.208790  0.157080  20040624  
 4     -0.148536  0.153585  20040624  
 5      0.255362  0.455646  20040624  
 6     -0.016403 -0.018254  20040624  
 7      0.067645  0.139227  20040624  
 8      0.745268  1.120990  20040624  
 9     -0.079717  0.042679  20040624  
 10     0.186654  0.604406  20040624  
 11     0.467898  0.795277  20040624  
 12     0.063950  0.315179  20040624  
 13     0.267041  0.434779  20040624  
 14    -0.000004  0.028467  20040624  
 15     0.044519  0.239961  20040624  
 16     0.382296  0.570101  20040624  
 17     0.147315  0.264625  20040624  
 18     0.358509  0.682088  20040624  
 19     0.015805  0.183611  20040624  
 20     0.279635  0.471702  20040624  
 21     0.055428  0.180114  20040624  
 22     0.485573  0.699705  20040624  
 23    -0.021687  0.250359  20040624  
 24     0.293186  0.565911  20040624  
 25     0.115186  0.324318  20040624  
 26     0.000807  0.178168  20040624  
 27     0.057410  0.386676  20040624  
 28     0.350721  0.484265  20040624  
 29     0.176791  0.432754  20040624  
 ...         ...       ...       ...  
 12411 -0.000004  0.018894  20040624  
 12412  0.695586  0.906984  20040624  
 12413  0.696757  1.090516  20040624  
 12414  1.342281  1.549816  20040624  
 12415  0.306498  0.796080  20040624  
 12416  1.138683  1.395384  20040624  
 12417  1.035259  1.343945  20040624  
 12418  0.199269  0.399251  20040624  
 12419  1.074841  1.370210  20040624  
 12420  0.898364  1.201930  20040624  
 12421  1.002368  1.296447  20040624  
 12422  1.280920  1.517230  20040624  
 12423  0.255379  0.350769  20040624  
 12424  0.130546  0.551239  20040624  
 12425  0.444777  0.803441  20040624  
 12426  1.011492  1.248698  20040624  
 12427  0.676795  0.997226  20040624  
 12428  0.291057  0.403161  20040624  
 12429  1.144653  1.321424  20040624  
 12430  0.934536  1.178032  20040624  
 12431 -0.000004  0.073336  20040624  
 12432  1.115260  1.336688  20040624  
 12433  1.313620  1.532068  20040624  
 12434  0.425143  0.695289  20040624  
 12435  0.501279  0.876007  20040624  
 12436  0.815932  0.997825  20040624  
 12437  0.579457  0.764424  20040624  
 12438  0.742226  1.074392  20040624  
 12439  0.864283  1.161996  20040624  
 12440  1.442993  1.657490  20040624  
 
 [12441 rows x 92 columns],
 '20040625':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -1.313            0.000               0.0   
 1      USA0011            -0.612            0.000               0.0   
 2      USA0031            -1.051            0.000               0.0   
 3      USA0062            -1.440            0.432               0.0   
 4      USA00E2            -0.764            0.000               0.0   
 5      USA00F1             0.593            0.000               0.0   
 6      USA00G2            -0.463            0.000               0.0   
 7      USA00H1            -0.610            0.000               0.0   
 8      USA00I1             0.056            0.000               0.0   
 9      USA00J1            -0.847            0.000               0.0   
 10     USA00K1            -0.058            0.000               0.0   
 11     USA00P1             0.080            0.000               0.0   
 12     USA00R1            -0.337            0.000               0.0   
 13     USA00S1            -0.095            0.000               0.0   
 14     USA00V1            -0.694            0.000               0.0   
 15     USA0131            -0.132            1.000               0.0   
 16     USA0161            -1.177            1.000               0.0   
 17     USA01I1            -0.282            0.000               0.0   
 18     USA01J2            -1.946            0.000               0.0   
 19     USA01L1            -0.712            0.000               0.0   
 20     USA01P1            -0.270            0.000               0.0   
 21     USA01Q1             0.045            0.000               0.0   
 22     USA0202             0.074            0.000               0.0   
 23     USA0231            -0.077            0.000               0.0   
 24     USA0281            -0.434            0.000               0.0   
 25     USA0291            -0.023            0.000               0.0   
 26     USA02A1            -0.504            0.000               0.0   
 27     USA02B1            -1.944            0.000               0.0   
 28     USA02H1            -0.430            0.000               0.0   
 29     USA02P1            -0.759            0.144               0.0   
 ...        ...               ...              ...               ...   
 12415  USAZY41             0.031            0.000               0.0   
 12416  USAZY51             1.170            0.000               0.0   
 12417  USAZY61             0.947            0.000               0.0   
 12418  USAZY71            -2.550            0.000               0.0   
 12419  USAZYI1            -1.281            0.000               0.0   
 12420  USAZYJ1             1.581            0.000               0.0   
 12421  USAZYK1             0.878            0.000               0.0   
 12422  USAZYM1            -2.950            0.000               0.0   
 12423  USAZYR1             2.750            0.000               0.0   
 12424  USAZYS1            -2.945            0.000               0.0   
 12425  USAZYT1            -2.300            0.000               0.0   
 12426  USAZYV1             2.750            0.000               0.0   
 12427  USAZYX1             1.074            0.000               0.0   
 12428  USAZZ41             0.222            0.000               0.0   
 12429  USAZZ51             0.380            0.000               0.0   
 12430  USAZZ61             2.750            0.000               0.0   
 12431  USAZZ71             1.039            0.000               0.0   
 12432  USAZZ81            -0.027            0.000               0.0   
 12433  USAZZ91             0.601            0.000               0.0   
 12434  USAZZA1             0.812            0.000               0.0   
 12435  USAZZB1            -0.165            0.000               0.0   
 12436  USAZZD1             2.750            0.000               0.0   
 12437  USAZZF1             2.750            0.000               0.0   
 12438  USAZZI1             0.348            0.000               0.0   
 12439  USAZZJ1             1.848            0.000               0.0   
 12440  USAZZL1             2.441            0.000               0.0   
 12441  USAZZP1             0.412            0.000               0.0   
 12442  USAZZR1             0.782            0.000               0.0   
 12443  USAZZX1             0.753            0.000               0.0   
 12444  USAZZY1            -2.409            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.075           0.000  ...           NaN          NaN   
 1            -2.074           0.000  ...           NaN          NaN   
 2            -2.394           0.000  ...           NaN       3000.0   
 3            -2.470           0.000  ...           NaN         76.0   
 4            -2.389           0.000  ...           NaN      18160.0   
 5            -1.522           0.000  ...           NaN         70.0   
 6            -2.108           0.000  ...           NaN          NaN   
 7            -1.935           0.000  ...           NaN          NaN   
 8            -0.525           0.000  ...           NaN          NaN   
 9            -2.239           0.865  ...           NaN      29000.0   
 10           -1.687           0.000  ...           NaN          NaN   
 11           -1.121           0.000  ...           NaN          NaN   
 12           -1.953           0.000  ...           NaN          NaN   
 13           -1.516           0.000  ...           NaN          NaN   
 14           -2.074           0.000  ...           NaN          NaN   
 15           -1.979           0.000  ...           NaN          NaN   
 16           -1.304           0.000  ...           NaN       1576.0   
 17           -1.768           0.000  ...           NaN       2670.0   
 18           -1.373           0.000  ...           NaN         90.0   
 19           -2.046           0.000  ...           NaN          NaN   
 20           -1.492           0.000  ...           NaN          NaN   
 21           -1.932           1.000  ...           NaN         70.0   
 22           -1.061           0.000  ...           NaN          NaN   
 23           -2.127           0.000  ...           NaN        865.0   
 24           -1.465           0.000  ...           NaN          NaN   
 25           -1.839           0.000  ...           NaN          NaN   
 26           -2.072           0.000  ...           NaN          NaN   
 27           -2.011           0.000  ...           NaN        555.0   
 28           -1.345           0.000  ...           NaN       2553.0   
 29           -1.709           0.000  ...           NaN       8745.0   
 ...             ...             ...  ...           ...          ...   
 12415        -2.074           0.000  ...           NaN          NaN   
 12416        -0.630           0.000  ...           NaN          NaN   
 12417        -0.626           0.000  ...           NaN          NaN   
 12418         0.603           0.000  ...           NaN      11700.0   
 12419        -1.452           0.000  ...           NaN      50400.0   
 12420         0.294           0.000  ...           NaN          NaN   
 12421         0.081           0.000  ...           NaN     332090.0   
 12422        -1.692           0.000  ...           NaN      32000.0   
 12423         0.177           0.000  ...           NaN      90185.0   
 12424        -0.441           0.000  ...           NaN        100.0   
 12425        -0.051           0.000  ...           NaN      18291.0   
 12426         0.604           0.000  ...           NaN     162700.0   
 12427        -1.540           0.000  ...           NaN       1200.0   
 12428        -1.817           0.000  ...           NaN      44000.0   
 12429        -1.146           0.000  ...           NaN          NaN   
 12430         0.105           0.000  ...           NaN    1135482.0   
 12431        -0.673           0.000  ...           NaN          NaN   
 12432        -1.451           1.000  ...           NaN      33200.0   
 12433         0.303           0.000  ...           NaN          NaN   
 12434        -0.131           0.000  ...           NaN      10000.0   
 12435        -2.074           0.000  ...           NaN          NaN   
 12436         0.258           0.000  ...           NaN   11603240.0   
 12437         0.660           0.000  ...           NaN       7120.0   
 12438        -1.191           1.000  ...           NaN          NaN   
 12439        -1.031           0.000  ...           NaN          0.0   
 12440        -0.371           0.000  ...           NaN       5800.0   
 12441        -0.862           1.000  ...           NaN          NaN   
 12442        -0.530           0.000  ...           NaN          NaN   
 12443        -0.284           0.000  ...           NaN      23320.0   
 12444         0.844           0.000  ...           NaN     380900.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.487050e+10  0.162390   16.460530   12.123066   
 1             NaN     6.382067e+09  0.000000   18.274224   13.858672   
 2             NaN     6.340960e+10  2.523659   29.964625   27.356704   
 3             NaN     3.161223e+10  2.225519   27.721744   25.923749   
 4             NaN     4.859047e+10  2.555556   24.750756   21.361386   
 5             NaN     1.871920e+11  0.409277   22.272062   19.901249   
 6             NaN     1.179175e+10  5.729795   21.866293   15.555017   
 7             NaN     6.867565e+10  0.000000   23.602624   18.549143   
 8             NaN     1.717368e+10  0.488301   41.089577   34.197683   
 9             NaN     4.355000e+10  1.651962   22.760199   20.335893   
 10            NaN     3.201519e+10  0.000000   39.966170   32.859323   
 11            NaN     2.503581e+10  1.260410   21.044458   17.335746   
 12            NaN     7.016546e+09  2.506775   15.329964   11.630983   
 13            NaN     2.138811e+10  1.263253   26.835853   24.480449   
 14            NaN     1.280826e+10  1.192369   14.948244   10.640438   
 15            NaN     4.110385e+10  1.746725   30.428953   27.910192   
 16            NaN     4.110385e+10  1.746725   30.298373   27.568096   
 17            NaN     2.999386e+10  0.177226   19.534315   17.681659   
 18            NaN     2.668226e+10  1.964167   30.994750   28.392689   
 19            NaN     9.990274e+10  3.230088   26.400006   21.647415   
 20            NaN     1.578673e+11  0.000000   34.769125   31.290032   
 21            NaN     1.225077e+11  1.947420   22.951365   20.431122   
 22            NaN     1.706415e+10  0.000000   39.689368   37.211815   
 23            NaN     9.222654e+10  0.000000   21.893921   18.970282   
 24            NaN     4.375087e+10  3.240741   25.363792   22.445638   
 25            NaN     2.784194e+10  0.000000   17.877659   14.709808   
 26            NaN     7.552210e+09  1.909855   12.370181    8.991929   
 27            NaN     7.552210e+09  1.909855   35.285470   33.614208   
 28            NaN     6.830033e+10  3.072378   23.912660   21.248276   
 29            NaN     3.392855e+11  2.570694   24.104966   21.282253   
 ...           ...              ...       ...         ...         ...   
 12415         NaN     5.056250e+06       NaN   21.295767   15.558940   
 12416         NaN     7.610550e+06  0.000000   83.931227   81.840707   
 12417         NaN     2.231800e+06  0.000000   74.428658   71.393601   
 12418      178.10     9.808000e+05  0.000000  102.389751   99.062473   
 12419     6834.74     2.481375e+06  0.000000   85.442167   83.197899   
 12420         NaN     3.608400e+07       NaN   97.476384   94.351392   
 12421      210.57     6.832300e+05       NaN   74.817996   71.155353   
 12422     1052.05     3.480820e+06       NaN   70.646358   68.328534   
 12423   101080.74     2.025650e+07  0.000000  118.985202  116.287570   
 12424         NaN     1.006140e+04  0.000000   35.963295   28.139628   
 12425    12952.58     1.974000e+07  0.000000  140.925592  139.235562   
 12426     3128.28     1.112858e+07  0.000000  170.473703  168.440420   
 12427    22049.40     6.230400e+07  1.333333   40.891571   36.562629   
 12428    36987.65     4.052280e+06       NaN   81.493614   79.652233   
 12429         NaN     2.224200e+05  0.000000   74.209017   71.618768   
 12430     1386.49     2.224400e+06  0.000000  165.801394  164.171680   
 12431         NaN     1.192920e+07  0.000000   96.239592   93.942471   
 12432  1720815.25     3.242856e+10  4.850000   26.975705   24.735658   
 12433         NaN     1.591600e+03  0.000000   61.776341   54.530761   
 12434     2094.10     2.174200e+06  0.000000   95.180318   92.440956   
 12435         NaN     1.251480e+06       NaN   26.684904   20.231001   
 12436   104730.26     2.546355e+06       NaN   89.839220   86.570912   
 12437    51689.07     3.833090e+07       NaN  106.481243  102.887543   
 12438         NaN     4.347500e+05  0.000000   87.014639   85.136038   
 12439         NaN     7.171586e+06  0.000000   87.261960   83.430708   
 12440    16248.77     3.981330e+07  0.000000   66.961444   64.032461   
 12441         NaN     3.837060e+06       NaN   83.419404   81.215440   
 12442         NaN     3.367200e+05       NaN   47.856435   43.376446   
 12443     1211.68     1.316868e+06  0.000000  166.942247  165.380931   
 12444  4499065.80     8.600372e+08  0.543478   45.849350   36.165119   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000280  0.091972  20040625  
 1     -0.000002  0.028926  20040625  
 2     -0.153849  0.020918  20040625  
 3     -0.221665  0.094512  20040625  
 4     -0.151138  0.101355  20040625  
 5      0.265642  0.446965  20040625  
 6     -0.016210 -0.043880  20040625  
 7      0.067132  0.078766  20040625  
 8      0.744968  1.121048  20040625  
 9     -0.079361 -0.004097  20040625  
 10     0.186235  0.591125  20040625  
 11     0.458152  0.773946  20040625  
 12     0.058443  0.280941  20040625  
 13     0.268181  0.414501  20040625  
 14    -0.000002 -0.007954  20040625  
 15     0.046001  0.210415  20040625  
 16     0.370301  0.525462  20040625  
 17     0.146987  0.234514  20040625  
 18     0.336982  0.597872  20040625  
 19     0.013355  0.142150  20040625  
 20     0.279989  0.455477  20040625  
 21     0.068444  0.166837  20040625  
 22     0.487071  0.682171  20040625  
 23    -0.025157  0.217732  20040625  
 24     0.292761  0.535381  20040625  
 25     0.112975  0.287935  20040625  
 26     0.000843  0.144537  20040625  
 27     0.030173  0.313870  20040625  
 28     0.350510  0.449511  20040625  
 29     0.175537  0.386740  20040625  
 ...         ...       ...       ...  
 12415 -0.000002  0.002235  20040625  
 12416  0.694312  0.924804  20040625  
 12417  0.696248  1.097993  20040625  
 12418  1.287053  1.467603  20040625  
 12419  0.298924  0.694863  20040625  
 12420  1.138614  1.434916  20040625  
 12421  1.035929  1.358639  20040625  
 12422  0.183824  0.326846  20040625  
 12423  1.082456  1.423243  20040625  
 12424  0.785258  1.043262  20040625  
 12425  0.972598  1.232564  20040625  
 12426  1.287655  1.580425  20040625  
 12427  0.256869  0.347512  20040625  
 12428  0.123589  0.512892  20040625  
 12429  0.446125  0.792028  20040625  
 12430  1.047838  1.257460  20040625  
 12431  0.673544  1.002438  20040625  
 12432  0.299375  0.369937  20040625  
 12433  1.143008  1.337281  20040625  
 12434  0.934040  1.190338  20040625  
 12435 -0.000002  0.057029  20040625  
 12436  1.121303  1.438114  20040625  
 12437  1.314678  1.590961  20040625  
 12438  0.424794  0.685020  20040625  
 12439  0.501320  0.902375  20040625  
 12440  0.819032  1.025050  20040625  
 12441  0.582663  0.756457  20040625  
 12442  0.742512  1.095346  20040625  
 12443  0.860400  1.123602  20040625  
 12444  1.402778  1.586438  20040625  
 
 [12445 rows x 92 columns],
 '20040628':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.273            0.000               0.0   
 1      USA0011             0.003            0.000               0.0   
 2      USA0031            -0.066            0.000               0.0   
 3      USA0062            -0.380            0.432               0.0   
 4      USA00E2            -0.237            0.000               0.0   
 5      USA00F1             0.091            0.000               0.0   
 6      USA00G2             0.231            0.000               0.0   
 7      USA00H1            -0.042            0.000               0.0   
 8      USA00I1            -0.661            0.000               0.0   
 9      USA00J1             0.452            0.000               0.0   
 10     USA00K1            -0.395            0.000               0.0   
 11     USA00P1             0.039            0.000               0.0   
 12     USA00R1             0.160            0.000               0.0   
 13     USA00S1            -0.084            0.000               0.0   
 14     USA00V1             0.016            0.000               0.0   
 15     USA0131            -0.724            1.000               0.0   
 16     USA0161            -0.340            1.000               0.0   
 17     USA01I1            -0.027            0.000               0.0   
 18     USA01J2            -0.256            0.000               0.0   
 19     USA01L1            -0.640            0.000               0.0   
 20     USA01P1            -0.094            0.000               0.0   
 21     USA01Q1             0.486            0.000               0.0   
 22     USA0202            -0.307            0.000               0.0   
 23     USA0231            -0.509            0.000               0.0   
 24     USA0281             0.333            0.000               0.0   
 25     USA0291            -0.308            0.000               0.0   
 26     USA02A1             0.033            0.000               0.0   
 27     USA02B1             0.136            0.000               0.0   
 28     USA02H1            -0.028            0.000               0.0   
 29     USA02P1            -0.222            0.144               0.0   
 ...        ...               ...              ...               ...   
 12414  USAZY41             0.315            0.000               0.0   
 12415  USAZY51             0.036            0.000               0.0   
 12416  USAZY61             0.217            0.000               0.0   
 12417  USAZY71             2.862            0.000               0.0   
 12418  USAZYI1             1.320            0.000               0.0   
 12419  USAZYJ1            -1.249            0.000               0.0   
 12420  USAZYK1            -0.379            0.000               0.0   
 12421  USAZYM1             2.862            0.000               0.0   
 12422  USAZYR1            -2.562            0.000               0.0   
 12423  USAZYS1            -0.453            0.000               0.0   
 12424  USAZYT1             2.862            0.000               0.0   
 12425  USAZYV1            -0.360            0.000               0.0   
 12426  USAZYX1            -0.438            0.000               0.0   
 12427  USAZZ41            -2.774            0.000               0.0   
 12428  USAZZ51            -0.319            0.000               0.0   
 12429  USAZZ61            -0.080            0.000               0.0   
 12430  USAZZ71            -0.230            0.000               0.0   
 12431  USAZZ81            -0.405            0.000               0.0   
 12432  USAZZ91            -1.661            0.000               0.0   
 12433  USAZZA1            -0.208            0.000               0.0   
 12434  USAZZB1            -0.685            0.000               0.0   
 12435  USAZZD1            -0.237            0.000               0.0   
 12436  USAZZF1             0.333            0.000               0.0   
 12437  USAZZI1            -0.111            0.000               0.0   
 12438  USAZZJ1             1.742            0.000               0.0   
 12439  USAZZL1             2.862            0.000               0.0   
 12440  USAZZP1            -0.055            0.000               0.0   
 12441  USAZZR1            -0.393            0.000               0.0   
 12442  USAZZX1             0.574            0.000               0.0   
 12443  USAZZY1             1.161            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.069           0.000  ...           NaN          NaN   
 1            -2.069           0.000  ...           NaN          NaN   
 2            -2.389           0.000  ...           NaN       3000.0   
 3            -2.465           0.000  ...           NaN          NaN   
 4            -2.384           0.000  ...           NaN      18160.0   
 5            -1.515           0.000  ...           NaN       3500.0   
 6            -2.102           0.000  ...           NaN          NaN   
 7            -1.930           0.000  ...           NaN          NaN   
 8            -0.519           0.000  ...           NaN          NaN   
 9            -2.233           0.865  ...           NaN      29000.0   
 10           -1.682           0.000  ...           NaN          NaN   
 11           -1.117           0.000  ...           NaN          NaN   
 12           -1.949           0.000  ...           NaN          NaN   
 13           -1.509           0.000  ...           NaN          NaN   
 14           -2.069           0.000  ...           NaN          NaN   
 15           -1.971           0.000  ...           NaN          NaN   
 16           -1.292           0.000  ...           NaN        320.0   
 17           -1.764           0.000  ...           NaN       2670.0   
 18           -1.368           0.000  ...           NaN          NaN   
 19           -2.040           0.000  ...           NaN          NaN   
 20           -1.486           0.000  ...           NaN          NaN   
 21           -1.926           1.000  ...           NaN          NaN   
 22           -1.054           0.000  ...           NaN          NaN   
 23           -2.123           0.000  ...           NaN        865.0   
 24           -1.460           0.000  ...           NaN          NaN   
 25           -1.835           0.000  ...           NaN          NaN   
 26           -2.067           0.000  ...           NaN          NaN   
 27           -2.011           0.000  ...           NaN          NaN   
 28           -1.343           0.000  ...           NaN       2553.0   
 29           -1.704           0.000  ...           NaN       8745.0   
 ...             ...             ...  ...           ...          ...   
 12414        -2.069           0.000  ...           NaN          NaN   
 12415        -0.627           0.000  ...           NaN        562.0   
 12416        -0.624           0.000  ...           NaN          NaN   
 12417         0.616           0.000  ...           NaN       8000.0   
 12418        -1.421           0.000  ...           NaN       5400.0   
 12419         0.297           0.000  ...           NaN       4000.0   
 12420         0.060           0.000  ...           NaN       9000.0   
 12421        -1.536           0.000  ...           NaN      15000.0   
 12422         0.166           0.000  ...           NaN      64826.0   
 12423        -0.436           0.000  ...           NaN          NaN   
 12424        -0.025           0.000  ...           NaN      26400.0   
 12425         0.602           0.000  ...           NaN      50762.0   
 12426        -1.540           0.000  ...           NaN       2200.0   
 12427        -1.839           0.000  ...           NaN      64500.0   
 12428        -1.143           0.000  ...           NaN          NaN   
 12429         0.109           0.000  ...           NaN       5000.0   
 12430        -0.679           0.000  ...           NaN          NaN   
 12431        -1.467           1.000  ...           NaN      30200.0   
 12432         0.306           0.000  ...           NaN          NaN   
 12433        -0.128           0.000  ...           NaN          NaN   
 12434        -2.069           0.000  ...           NaN          NaN   
 12435         0.260           0.000  ...           NaN    4942999.0   
 12436         0.680           0.000  ...           NaN      12699.0   
 12437        -1.184           1.000  ...           NaN          NaN   
 12438        -0.982           0.000  ...           NaN          0.0   
 12439        -0.338           0.000  ...           NaN      14940.0   
 12440        -0.860           1.000  ...           NaN          NaN   
 12441        -0.527           0.000  ...           NaN          NaN   
 12442        -0.281           0.000  ...           NaN          NaN   
 12443         0.890           0.000  ...           NaN     167300.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.463061e+10  0.162390   16.484007   11.992682   
 1             NaN     6.262600e+09  0.000000   18.320589   13.734162   
 2             NaN     6.375354e+10  2.523659   29.665476   26.925305   
 3             NaN     3.120860e+10  2.225519   27.721496   25.770164   
 4             NaN     4.865713e+10  2.555556   24.603459   21.017110   
 5             NaN     1.866181e+11  0.409277   22.134317   19.497472   
 6             NaN     1.144260e+10  5.729795   21.922391   15.350731   
 7             NaN     6.852204e+10  0.000000   23.584940   18.248770   
 8             NaN     1.695803e+10  0.488301   41.185060   33.734630   
 9             NaN     4.368782e+10  1.651962   22.591429   19.975642   
 10            NaN     3.169571e+10  0.000000   39.836048   32.329346   
 11            NaN     2.494142e+10  1.260410   21.139364   17.028642   
 12            NaN     7.113753e+09  2.506775   15.439257   11.462731   
 13            NaN     2.136928e+10  1.263253   26.507006   24.061835   
 14            NaN     1.278042e+10  1.192369   15.016316   10.508363   
 15            NaN     4.023050e+10  1.746725   30.294030   27.515851   
 16            NaN     4.023050e+10  1.746725   30.167435   27.212054   
 17            NaN     2.971980e+10  0.177226   19.340554   17.360146   
 18            NaN     2.645351e+10  1.964167   30.712291   28.033178   
 19            NaN     9.929299e+10  3.230088   26.397656   21.357521   
 20            NaN     1.602040e+11  0.000000   34.475804   30.772013   
 21            NaN     1.232169e+11  1.947420   22.903886   20.198033   
 22            NaN     1.683501e+10  0.000000   39.238270   36.564505   
 23            NaN     9.040864e+10  0.000000   21.831682   18.693529   
 24            NaN     4.372088e+10  3.240741   25.243919   22.069075   
 25            NaN     2.711752e+10  0.000000   17.947527   14.519244   
 26            NaN     7.721311e+09  1.909855   12.423790    8.821910   
 27            NaN     7.721311e+09  1.909855   34.925291   33.228898   
 28            NaN     6.985815e+10  3.072378   23.735246   20.838044   
 29            NaN     3.406562e+11  2.570694   23.994892   20.997616   
 ...           ...              ...       ...         ...         ...   
 12414         NaN     5.056250e+06       NaN   21.422467   15.364619   
 12415      225.25     7.644450e+06  0.000000   82.122258   79.822244   
 12416         NaN     2.231800e+06  0.000000   71.887609   68.466043   
 12417      197.93     7.356000e+05  0.000000   99.649330   95.979240   
 12418     6835.23     2.417750e+06  0.000000   84.254695   81.797687   
 12419     2384.25     3.644484e+07       NaN   95.929429   92.533918   
 12420      223.79     6.832300e+05       NaN   73.550850   69.551168   
 12421     1140.48     2.270100e+06       NaN   70.797535   68.452792   
 12422   104597.69     2.099310e+07  0.000000  117.289645  114.528664   
 12423         NaN     1.006140e+04  0.000000   36.047524   28.017642   
 12424    13586.99     1.776600e+07  0.000000  139.449618  137.601019   
 12425     3335.44     1.112858e+07  0.000000  168.243890  166.006326   
 12426    24050.26     6.303088e+07  1.333333   40.382409   35.915267   
 12427    37713.50     4.221125e+06       NaN   81.625537   79.550880   
 12428         NaN     2.224200e+05  0.000000   73.181514   70.362826   
 12429     1430.86     2.224400e+06  0.000000  163.694120  161.788250   
 12430         NaN     1.192920e+07  0.000000   93.374608   90.995290   
 12431  1714659.95     3.305613e+10  4.850000   24.866957   22.321846   
 12432         NaN     1.591600e+03  0.000000   61.936627   54.136711   
 12433         NaN     2.174200e+06  0.000000   93.441735   90.427663   
 12434         NaN     1.251480e+06       NaN   26.809678   19.948340   
 12435   103819.05     2.546355e+06       NaN   88.517302   85.084961   
 12436    43446.30     3.739600e+07       NaN  103.695949   99.738899   
 12437         NaN     4.347500e+05  0.000000   85.737288   83.704320   
 12438         NaN     6.670494e+06  0.000000   86.814607   82.577847   
 12439    16374.52     3.681660e+07  0.000000   68.603839   65.247584   
 12440         NaN     3.837060e+06       NaN   81.960402   79.571266   
 12441         NaN     3.367200e+05       NaN   47.507959   42.607862   
 12442         NaN     1.316868e+06  0.000000  164.640541  162.922467   
 12443  4093117.74     8.180390e+08  0.543478   46.396691   35.566644   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000272  0.101761  20040628  
 1      0.000000  0.025232  20040628  
 2     -0.154081  0.031858  20040628  
 3     -0.222544  0.099555  20040628  
 4     -0.151726  0.103509  20040628  
 5      0.266317  0.440979  20040628  
 6     -0.016086 -0.026411  20040628  
 7      0.066815  0.075136  20040628  
 8      0.746029  1.115706  20040628  
 9     -0.079243  0.009433  20040628  
 10     0.186085  0.585848  20040628  
 11     0.458335  0.779640  20040628  
 12     0.057597  0.283353  20040628  
 13     0.269482  0.417117  20040628  
 14     0.000000 -0.001358  20040628  
 15     0.046862  0.202341  20040628  
 16     0.373900  0.531957  20040628  
 17     0.146502  0.233003  20040628  
 18     0.337456  0.601440  20040628  
 19     0.013777  0.122902  20040628  
 20     0.280504  0.459638  20040628  
 21     0.068635  0.175385  20040628  
 22     0.488486  0.690829  20040628  
 23    -0.026029  0.205897  20040628  
 24     0.292915  0.540453  20040628  
 25     0.112581  0.285351  20040628  
 26     0.000912  0.142601  20040628  
 27     0.027854  0.314954  20040628  
 28     0.349157  0.449231  20040628  
 29     0.175329  0.384818  20040628  
 ...         ...       ...       ...  
 12414  0.000000  0.015242  20040628  
 12415  0.694275  0.924003  20040628  
 12416  0.695455  1.087892  20040628  
 12417  1.292654  1.470155  20040628  
 12418  0.311601  0.762679  20040628  
 12419  1.138737  1.410548  20040628  
 12420  1.024893  1.335448  20040628  
 12421  0.256330  0.509278  20040628  
 12422  1.075724  1.312979  20040628  
 12423  0.786000  1.024982  20040628  
 12424  0.983683  1.264279  20040628  
 12425  1.285513  1.560998  20040628  
 12426  0.254688  0.336966  20040628  
 12427  0.110545  0.449142  20040628  
 12428  0.445417  0.784632  20040628  
 12429  1.048330  1.327455  20040628  
 12430  0.668924  0.978591  20040628  
 12431  0.289492  0.355912  20040628  
 12432  1.143144  1.290906  20040628  
 12433  0.934062  1.173870  20040628  
 12434  0.000000  0.048553  20040628  
 12435  1.120971  1.394254  20040628  
 12436  1.323305  1.595673  20040628  
 12437  0.425949  0.682030  20040628  
 12438  0.523198  0.939347  20040628  
 12439  0.833141  1.095697  20040628  
 12440  0.581997  0.751261  20040628  
 12441  0.742281  1.084469  20040628  
 12442  0.860814  1.144752  20040628  
 12443  1.424275  1.640296  20040628  
 
 [12444 rows x 92 columns],
 '20040629':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.613            0.000               0.0   
 1      USA0011            -0.861            0.000               0.0   
 2      USA0031            -0.162            0.000               0.0   
 3      USA0062             0.413            0.432               0.0   
 4      USA00E2            -0.563            0.000               0.0   
 5      USA00F1            -0.109            0.000               0.0   
 6      USA00G2             0.207            0.000               0.0   
 7      USA00H1             0.350            0.000               0.0   
 8      USA00I1             0.612            0.000               0.0   
 9      USA00J1            -0.091            0.000               0.0   
 10     USA00K1             1.169            0.000               0.0   
 11     USA00P1            -0.422            0.000               0.0   
 12     USA00R1            -0.304            0.000               0.0   
 13     USA00S1             0.135            0.000               0.0   
 14     USA00V1             0.534            0.000               0.0   
 15     USA0131             0.459            1.000               0.0   
 16     USA0161             2.236            1.000               0.0   
 17     USA01I1             0.469            0.000               0.0   
 18     USA01J2            -0.269            0.000               0.0   
 19     USA01L1            -0.031            0.000               0.0   
 20     USA01P1             1.021            0.000               0.0   
 21     USA01Q1            -0.019            0.000               0.0   
 22     USA0202             0.792            0.000               0.0   
 23     USA0231             0.204            0.000               0.0   
 24     USA0281             0.627            0.000               0.0   
 25     USA0291             0.714            0.000               0.0   
 26     USA02A1             0.053            0.000               0.0   
 27     USA02B1             0.146            0.000               0.0   
 28     USA02H1            -0.358            0.000               0.0   
 29     USA02P1             0.265            0.144               0.0   
 ...        ...               ...              ...               ...   
 12416  USAZY41             0.416            0.000               0.0   
 12417  USAZY51             2.001            0.000               0.0   
 12418  USAZY61             0.684            0.000               0.0   
 12419  USAZY71             0.993            0.000               0.0   
 12420  USAZYI1             0.894            0.000               0.0   
 12421  USAZYJ1             2.789            0.000               0.0   
 12422  USAZYK1             1.514            0.000               0.0   
 12423  USAZYM1            -2.816            0.000               0.0   
 12424  USAZYR1            -2.816            0.000               0.0   
 12425  USAZYS1             2.789            0.000               0.0   
 12426  USAZYT1             2.782            0.000               0.0   
 12427  USAZYV1            -2.816            0.000               0.0   
 12428  USAZYX1            -2.816            0.000               0.0   
 12429  USAZZ41             2.789            0.000               0.0   
 12430  USAZZ51             0.756            0.000               0.0   
 12431  USAZZ61             0.968            0.000               0.0   
 12432  USAZZ71            -2.816            0.000               0.0   
 12433  USAZZ81             1.068            0.000               0.0   
 12434  USAZZ91             1.270            0.000               0.0   
 12435  USAZZA1             0.739            0.000               0.0   
 12436  USAZZB1             1.575            0.000               0.0   
 12437  USAZZD1             0.472            0.000               0.0   
 12438  USAZZF1             1.446            0.000               0.0   
 12439  USAZZI1             0.750            0.000               0.0   
 12440  USAZZJ1            -2.298            0.000               0.0   
 12441  USAZZL1            -0.265            0.000               0.0   
 12442  USAZZP1             0.903            0.000               0.0   
 12443  USAZZR1             0.478            0.000               0.0   
 12444  USAZZX1             0.371            0.000               0.0   
 12445  USAZZY1            -0.684            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.063           0.000  ...           NaN          NaN   
 1            -2.063           0.000  ...           NaN          NaN   
 2            -2.381           0.000  ...           NaN       3000.0   
 3            -2.467           0.000  ...           NaN          NaN   
 4            -2.377           0.000  ...           NaN      18160.0   
 5            -1.513           0.000  ...           NaN       3500.0   
 6            -2.096           0.000  ...           NaN          NaN   
 7            -1.924           0.000  ...           NaN          NaN   
 8            -0.521           0.000  ...           NaN          NaN   
 9            -2.227           0.865  ...           NaN      29000.0   
 10           -1.678           0.000  ...           NaN          NaN   
 11           -1.117           0.000  ...           NaN          NaN   
 12           -1.944           0.000  ...           NaN          NaN   
 13           -1.508           0.000  ...           NaN          NaN   
 14           -2.063           0.000  ...           NaN          NaN   
 15           -1.969           0.000  ...           NaN          NaN   
 16           -1.312           0.000  ...           NaN        160.0   
 17           -1.763           0.000  ...           NaN       2670.0   
 18           -1.366           0.000  ...           NaN          NaN   
 19           -2.035           0.000  ...           NaN          NaN   
 20           -1.486           0.000  ...           NaN          NaN   
 21           -1.923           1.000  ...           NaN          NaN   
 22           -1.061           0.000  ...           NaN          NaN   
 23           -2.118           0.000  ...           NaN        865.0   
 24           -1.461           0.000  ...           NaN          NaN   
 25           -1.831           0.000  ...           NaN          NaN   
 26           -2.061           0.000  ...           NaN          NaN   
 27           -2.004           0.000  ...           NaN          NaN   
 28           -1.348           0.000  ...           NaN       2553.0   
 29           -1.701           0.000  ...           NaN       8745.0   
 ...             ...             ...  ...           ...          ...   
 12416        -2.063           0.000  ...           NaN          NaN   
 12417        -0.636           0.000  ...           NaN      22688.0   
 12418        -0.636           0.000  ...           NaN          NaN   
 12419         0.626           0.000  ...           NaN        300.0   
 12420        -1.417           0.000  ...           NaN          NaN   
 12421         0.280           0.000  ...           NaN        833.0   
 12422         0.057           0.000  ...           NaN          NaN   
 12423        -1.450           0.000  ...           NaN       6820.0   
 12424         0.189           0.000  ...           NaN     279484.0   
 12425        -0.334           0.000  ...           NaN        771.0   
 12426        -0.039           0.000  ...           NaN      86255.0   
 12427         0.608           0.000  ...           NaN      74600.0   
 12428        -1.505           0.000  ...           NaN       1700.0   
 12429        -1.853           0.000  ...           NaN      54500.0   
 12430        -1.144           0.000  ...           NaN          NaN   
 12431         0.102           0.000  ...           NaN      23615.0   
 12432        -0.652           0.000  ...           NaN      19800.0   
 12433        -1.477           1.000  ...           NaN      65200.0   
 12434         0.305           0.000  ...           NaN          NaN   
 12435        -0.145           0.000  ...           NaN          NaN   
 12436        -2.063           0.000  ...           NaN          NaN   
 12437         0.260           0.000  ...           NaN   22425510.0   
 12438         0.706           0.000  ...           NaN       2400.0   
 12439        -1.184           1.000  ...           NaN          NaN   
 12440        -0.950           0.000  ...           NaN          0.0   
 12441        -0.335           0.000  ...           NaN       4950.0   
 12442        -0.861           1.000  ...           NaN          NaN   
 12443        -0.529           0.000  ...           NaN          NaN   
 12444        -0.288           0.000  ...           NaN          NaN   
 12445         0.883           0.000  ...           NaN     133800.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.598999e+10  0.162390   16.968346   11.960517   
 1             NaN     6.199722e+09  0.000000   19.044169   13.737950   
 2             NaN     6.456648e+10  2.523659   29.568645   26.456258   
 3             NaN     3.147482e+10  2.225519   27.710683   25.465485   
 4             NaN     4.832386e+10  2.555556   24.809200   20.721140   
 5             NaN     1.861484e+11  0.409277   21.980852   19.127409   
 6             NaN     1.164098e+10  5.729795   22.455909   15.205689   
 7             NaN     6.918768e+10  0.000000   24.005068   18.003377   
 8             NaN     1.715881e+10  0.488301   41.252885   33.261338   
 9             NaN     4.395535e+10  1.651962   22.589807   19.662538   
 10            NaN     3.302407e+10  0.000000   40.551447   31.984434   
 11            NaN     2.488833e+10  1.260410   21.015228   16.824452   
 12            NaN     7.101602e+09  2.506775   15.716006   11.330861   
 13            NaN     2.141636e+10  1.263253   26.383518   23.710152   
 14            NaN     1.276776e+10  1.192369   15.513940   10.461383   
 15            NaN     4.047087e+10  1.746725   30.261259   27.105615   
 16            NaN     4.047087e+10  1.746725   30.800011   27.426568   
 17            NaN     3.023311e+10  0.177226   19.400285   17.169434   
 18            NaN     2.691102e+10  1.964167   30.491673   27.621228   
 19            NaN     9.995623e+10  3.230088   26.696940   21.030185   
 20            NaN     1.629531e+11  0.000000   34.705652   30.455594   
 21            NaN     1.235836e+11  1.947420   22.923548   19.885010   
 22            NaN     1.740112e+10  0.000000   38.889501   35.981934   
 23            NaN     9.127919e+10  0.000000   22.048968   18.441857   
 24            NaN     4.414079e+10  3.240741   25.348395   21.827626   
 25            NaN     2.757632e+10  0.000000   18.370015   14.491272   
 26            NaN     7.698382e+09  1.909855   12.730377    8.716592   
 27            NaN     7.698382e+09  1.909855   34.548634   32.589379   
 28            NaN     6.946869e+10  3.072378   23.650333   20.481633   
 29            NaN     3.408671e+11  2.570694   24.025526   20.696022   
 ...           ...              ...       ...         ...         ...   
 12416         NaN     5.056250e+06       NaN   21.966227   15.210044   
 12417     1354.57     7.475325e+06  0.000000   81.409244   78.833392   
 12418         NaN     2.231800e+06  0.000000   71.400341   67.759602   
 12419      189.35     7.356000e+05  0.000000  102.567776   99.008120   
 12420         NaN     2.417750e+06  0.000000   83.760153   81.079468   
 12421     2312.22     3.464064e+07       NaN   95.318147   91.580979   
 12422         NaN     6.832300e+05       NaN   73.899422   69.628129   
 12423     1150.64     3.026800e+06       NaN   74.064664   71.325140   
 12424   107719.62     2.283460e+07  0.000000  116.305864  113.342950   
 12425         NaN     5.030700e+01  0.000000   58.689335   53.478229   
 12426    14341.64     1.727250e+07  0.000000  137.660735  135.542056   
 12427     3455.10     1.187048e+07  0.000000  165.846295  163.469260   
 12428    24415.25     6.510768e+07  1.333333   41.694842   36.375833   
 12429    36271.75     3.714590e+06       NaN   81.677486   79.514414   
 12430         NaN     2.224200e+05  0.000000   72.066098   68.956211   
 12431     1370.11     2.224400e+06  0.000000  161.160454  159.106714   
 12432     3108.95     1.312212e+07  0.000000   93.328640   90.637758   
 12433  1913312.55     3.247070e+10  4.850000   24.339162   21.436027   
 12434         NaN     1.591600e+03  0.000000   61.798718   53.300196   
 12435         NaN     2.174200e+06  0.000000   92.208252   89.005504   
 12436         NaN     1.251480e+06       NaN   27.877887   20.293825   
 12437   104196.71     2.546355e+06       NaN   87.950944   84.308359   
 12438    41689.65     3.739600e+07       NaN  102.805978   98.446260   
 12439         NaN     4.347500e+05  0.000000   84.894808   82.620608   
 12440         NaN     6.966566e+06  0.000000   86.156193   81.525391   
 12441    16608.98     3.724470e+07  0.000000   67.678020   64.187631   
 12442         NaN     3.837060e+06       NaN   78.507193   75.775410   
 12443         NaN     3.367200e+05       NaN   47.017290   41.841256   
 12444         NaN     1.316868e+06  0.000000  162.199177  160.345682   
 12445  4078681.95     8.192743e+08  0.543478   46.297465   35.031562   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000281  0.117750  20040629  
 1     -0.000002 -0.001451  20040629  
 2     -0.154191  0.028653  20040629  
 3     -0.224814  0.108360  20040629  
 4     -0.152042  0.093143  20040629  
 5      0.265655  0.434527  20040629  
 6     -0.016248 -0.024609  20040629  
 7      0.067205  0.080249  20040629  
 8      0.745188  1.129682  20040629  
 9     -0.079761  0.001118  20040629  
 10     0.186085  0.609365  20040629  
 11     0.457259  0.767128  20040629  
 12     0.057094  0.273703  20040629  
 13     0.268366  0.416363  20040629  
 14    -0.000002  0.011147  20040629  
 15     0.045209  0.213544  20040629  
 16     0.362885  0.571568  20040629  
 17     0.145062  0.237035  20040629  
 18     0.336834  0.593663  20040629  
 19     0.013139  0.129001  20040629  
 20     0.278719  0.485835  20040629  
 21     0.067621  0.165016  20040629  
 22     0.484064  0.705440  20040629  
 23    -0.026958  0.217676  20040629  
 24     0.291014  0.543686  20040629  
 25     0.112051  0.303500  20040629  
 26     0.000798  0.156880  20040629  
 27     0.028390  0.319175  20040629  
 28     0.345528  0.438281  20040629  
 29     0.174977  0.391943  20040629  
 ...         ...       ...       ...  
 12416 -0.000002  0.024701  20040629  
 12417  0.689783  0.963249  20040629  
 12418  0.689545  1.094125  20040629  
 12419  1.300081  1.429943  20040629  
 12420  0.312295  0.759471  20040629  
 12421  1.132442  1.476563  20040629  
 12422  1.024736  1.378072  20040629  
 12423  0.296169  0.409288  20040629  
 12424  1.088875  1.319504  20040629  
 12425  0.836018  1.176020  20040629  
 12426  0.978633  1.353182  20040629  
 12427  1.291203  1.510079  20040629  
 12428  0.269734  0.297272  20040629  
 12429  0.101100  0.536207  20040629  
 12430  0.444301  0.809650  20040629  
 12431  1.046601  1.353538  20040629  
 12432  0.682050  0.930473  20040629  
 12433  0.283191  0.364579  20040629  
 12434  1.144641  1.337178  20040629  
 12435  0.927413  1.194048  20040629  
 12436 -0.000002  0.091701  20040629  
 12437  1.122914  1.412031  20040629  
 12438  1.338635  1.647765  20040629  
 12439  0.424709  0.701866  20040629  
 12440  0.537813  0.865509  20040629  
 12441  0.835455  1.082467  20040629  
 12442  0.581041  0.776781  20040629  
 12443  0.741581  1.100686  20040629  
 12444  0.858164  1.136658  20040629  
 12445  1.424297  1.614412  20040629  
 
 [12446 rows x 92 columns],
 '20040630':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.059            0.000               0.0   
 1      USA0011             0.021            0.000               0.0   
 2      USA0031            -0.278            0.000               0.0   
 3      USA0062            -1.019            0.432               0.0   
 4      USA00E2            -0.140            0.000               0.0   
 5      USA00F1             0.204            0.000               0.0   
 6      USA00G2            -1.501            0.000               0.0   
 7      USA00H1             0.677            0.000               0.0   
 8      USA00I1             0.604            0.000               0.0   
 9      USA00J1            -0.065            0.000               0.0   
 10     USA00K1             0.880            0.000               0.0   
 11     USA00P1             0.441            0.000               0.0   
 12     USA00R1             0.256            0.000               0.0   
 13     USA00S1             0.308            0.000               0.0   
 14     USA00V1             0.296            0.000               0.0   
 15     USA0131             0.282            1.000               0.0   
 16     USA0161            -0.732            1.000               0.0   
 17     USA01I1             0.483            0.000               0.0   
 18     USA01J2             0.653            0.000               0.0   
 19     USA01L1             0.605            0.000               0.0   
 20     USA01P1             0.523            0.000               0.0   
 21     USA01Q1            -0.051            0.000               0.0   
 22     USA0202             0.555            0.000               0.0   
 23     USA0231             0.151            0.000               0.0   
 24     USA0281             0.059            0.000               0.0   
 25     USA0291             0.009            0.000               0.0   
 26     USA02A1             0.008            0.000               0.0   
 27     USA02B1            -0.164            0.000               0.0   
 28     USA02H1             0.094            0.000               0.0   
 29     USA02P1             0.147            0.144               0.0   
 ...        ...               ...              ...               ...   
 12431  USAZY41            -0.412            0.000               0.0   
 12432  USAZY51            -2.322            0.000               0.0   
 12433  USAZY61            -0.521            0.000               0.0   
 12434  USAZY71            -0.026            0.000               0.0   
 12435  USAZYI1             2.001            0.000               0.0   
 12436  USAZYJ1             0.087            0.000               0.0   
 12437  USAZYK1             2.753            0.000               0.0   
 12438  USAZYM1             2.011            0.000               0.0   
 12439  USAZYR1             1.408            0.000               0.0   
 12440  USAZYS1            -0.301            0.000               0.0   
 12441  USAZYT1             2.360            0.000               0.0   
 12442  USAZYV1            -2.863            0.000               0.0   
 12443  USAZYX1            -2.863            0.000               0.0   
 12444  USAZZ41            -2.863            0.000               0.0   
 12445  USAZZ51            -0.291            0.000               0.0   
 12446  USAZZ61            -0.194            0.000               0.0   
 12447  USAZZ71            -0.151            0.000               0.0   
 12448  USAZZ81             0.129            0.000               0.0   
 12449  USAZZ91             0.471            0.000               0.0   
 12450  USAZZA1             1.753            0.000               0.0   
 12451  USAZZB1            -0.874            0.000               0.0   
 12452  USAZZD1             0.068            0.000               0.0   
 12453  USAZZF1             2.453            0.000               0.0   
 12454  USAZZI1            -2.863            0.000               0.0   
 12455  USAZZJ1            -2.716            0.000               0.0   
 12456  USAZZL1             2.608            0.000               0.0   
 12457  USAZZP1            -0.580            0.000               0.0   
 12458  USAZZR1            -0.040            0.000               0.0   
 12459  USAZZX1             0.121            0.000               0.0   
 12460  USAZZY1             2.462            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 12456               0.0              0.0           0.0          0.000   
 12457               0.0              0.0           0.0          0.000   
 12458               0.0              0.0           0.0          0.000   
 12459               0.0              0.0           0.0          0.000   
 12460               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.068           0.000  ...           NaN          0.0   
 1            -2.068           0.000  ...           NaN          0.0   
 2            -2.387           0.000  ...           NaN       3000.0   
 3            -2.463           0.000  ...           NaN       3280.0   
 4            -2.385           0.000  ...           NaN      18160.0   
 5            -1.518           0.000  ...           NaN       2100.0   
 6            -2.058           0.000  ...           NaN       1072.0   
 7            -1.928           0.000  ...           NaN       1000.0   
 8            -0.532           0.000  ...           NaN       7218.0   
 9            -2.234           0.865  ...           NaN      29000.0   
 10           -1.684           0.000  ...           NaN          0.0   
 11           -1.122           0.000  ...           NaN          NaN   
 12           -1.949           0.000  ...           NaN          NaN   
 13           -1.519           0.000  ...           NaN      21805.0   
 14           -2.068           0.000  ...           NaN          NaN   
 15           -1.980           0.000  ...           NaN         33.0   
 16           -1.294           0.000  ...           NaN        757.0   
 17           -1.771           0.000  ...           NaN       2670.0   
 18           -1.374           0.000  ...           NaN       2210.0   
 19           -2.043           0.000  ...           NaN       9776.0   
 20           -1.494           0.000  ...           NaN      78245.0   
 21           -1.930           1.000  ...           NaN      99760.0   
 22           -1.073           0.000  ...           NaN       1900.0   
 23           -2.125           0.000  ...           NaN        865.0   
 24           -1.468           0.000  ...           NaN          NaN   
 25           -1.837           0.000  ...           NaN          0.0   
 26           -2.066           0.000  ...           NaN       2925.0   
 27           -2.005           0.000  ...           NaN         25.0   
 28           -1.354           0.000  ...           NaN       2553.0   
 29           -1.708           0.000  ...           NaN       8745.0   
 ...             ...             ...  ...           ...          ...   
 12431        -2.068           0.000  ...           NaN          NaN   
 12432        -0.619           0.000  ...           NaN      32000.0   
 12433        -0.645           0.000  ...           NaN          NaN   
 12434         0.631           0.000  ...           NaN        850.0   
 12435        -1.534           0.000  ...           NaN     128500.0   
 12436         0.276           0.000  ...           NaN          NaN   
 12437        -0.181           0.000  ...           NaN       8275.0   
 12438        -1.534           0.000  ...           NaN       1800.0   
 12439         0.174           0.000  ...           NaN     188428.0   
 12440        -0.336           0.000  ...           NaN        771.0   
 12441        -0.112           0.000  ...           NaN      60000.0   
 12442         0.632           0.000  ...           NaN      15600.0   
 12443        -1.418           0.000  ...           NaN       4600.0   
 12444        -1.720           0.000  ...           NaN      32000.0   
 12445        -1.157           0.000  ...           NaN          NaN   
 12446         0.102           0.000  ...           NaN     128412.0   
 12447        -0.659           0.000  ...           NaN          NaN   
 12448        -1.493           1.000  ...           NaN      73700.0   
 12449         0.310           0.000  ...           NaN      10000.0   
 12450        -0.157           0.000  ...           NaN          NaN   
 12451        -2.068           0.000  ...           NaN          NaN   
 12452         0.264           0.000  ...           NaN   11187520.0   
 12453         0.658           0.000  ...           NaN       8081.0   
 12454        -1.180           1.000  ...           NaN          NaN   
 12455        -0.825           0.000  ...           NaN          0.0   
 12456        -0.423           0.000  ...           NaN      13300.0   
 12457        -0.870           1.000  ...           NaN          NaN   
 12458        -0.537           0.000  ...           NaN          NaN   
 12459        -0.289           0.000  ...           NaN       2600.0   
 12460         0.841           0.000  ...           NaN      97700.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.624988e+10  0.150875   16.376063   11.586674   
 1             NaN     6.243737e+09  0.000000   18.376033   13.332765   
 2             NaN     6.372227e+10  2.551521   28.702105   25.722394   
 3             NaN     3.145765e+10  2.047502   26.985041   24.766740   
 4             NaN     4.820388e+10  2.544248   24.066827   20.105655   
 5             NaN     1.859658e+11  0.420875   21.204943   18.554813   
 6             NaN     1.160924e+10  6.493506   21.927532   15.054191   
 7             NaN     6.985331e+10  0.000000   23.378284   17.595717   
 8             NaN     1.750458e+10  0.509771   39.911322   32.543504   
 9             NaN     4.377700e+10  1.629630   21.924471   19.076398   
 10            NaN     3.299044e+10  0.000000   39.461669   31.335090   
 11            NaN     2.470546e+10  1.337154   20.275046   16.385982   
 12            NaN     7.070673e+09  2.312139   15.130258   10.975722   
 13            NaN     2.172237e+10  1.213697   25.674898   23.080957   
 14            NaN     1.310942e+10  1.158301   15.002575   10.144521   
 15            NaN     4.093559e+10  1.565864   29.290797   26.338007   
 16            NaN     4.093559e+10  1.565864   29.772680   26.717900   
 17            NaN     3.047237e+10  0.171306   18.856165   16.707340   
 18            NaN     2.712270e+10  2.064451   29.765292   27.014136   
 19            NaN     1.006729e+11  3.102752   26.006065   20.477749   
 20            NaN     1.628844e+11  0.000000   33.790679   29.786957   
 21            NaN     1.234369e+11  1.980983   22.183419   19.282315   
 22            NaN     1.760330e+10  0.000000   37.888536   35.241606   
 23            NaN     9.171446e+10  0.000000   21.337404   17.886565   
 24            NaN     4.441073e+10  3.151733   24.478593   21.203594   
 25            NaN     2.752802e+10  0.000000   17.717756   14.052360   
 26            NaN     7.732776e+09  1.853225   12.293316    8.433280   
 27            NaN     7.732776e+09  1.853225   33.543968   31.690298   
 28            NaN     6.947843e+10  2.914798   22.793838   19.814613   
 29            NaN     3.416051e+11  2.469136   23.220181   20.083890   
 ...           ...              ...       ...         ...         ...   
 12431         NaN     5.056250e+06       NaN   21.496449   15.077128   
 12432     3012.75     7.712100e+06  0.000000   75.942811   73.494861   
 12433         NaN     2.231800e+06  0.000000   69.138324   65.795538   
 12434      190.50     7.356000e+05  0.000000   95.216351   91.776189   
 12435     7400.67     1.908750e+06  0.000000   80.628253   78.036530   
 12436         NaN     3.464064e+07       NaN   86.951943   83.354371   
 12437      213.80     3.416150e+04       NaN   68.510165   64.485899   
 12438     1162.91     2.270100e+06       NaN   70.739237   68.363844   
 12439   112944.21     2.246630e+07  0.000000  107.243838  104.421659   
 12440         NaN     5.030700e+01  0.000000   56.440300   51.279837   
 12441    15187.09     1.529850e+07  0.000000  125.414486  123.313546   
 12442     3515.38     1.261239e+07  0.000000  146.988669  144.634997   
 12443    26144.05     6.853440e+07  1.136364   41.468593   36.212472   
 12444    36453.57     4.221125e+06       NaN   79.118676   76.873542   
 12445         NaN     2.224200e+05  0.000000   68.465305   65.537826   
 12446     1393.46     2.224400e+06  0.000000  143.098980  141.048277   
 12447         NaN     1.312212e+07  0.000000   88.178164   85.701183   
 12448  1940727.71     3.208318e+10  4.540667   24.014156   21.457707   
 12449        0.05     1.591600e+03  0.000000   59.327472   51.310347   
 12450         NaN     2.119845e+06  0.000000   86.630231   83.553761   
 12451         NaN     1.251480e+06  0.000000   27.211329   19.934861   
 12452   106739.32     2.546355e+06       NaN   83.634704   80.229986   
 12453    42369.19     3.459130e+07       NaN   95.764989   91.501551   
 12454         NaN     4.523750e+05  0.000000   80.441277   78.126063   
 12455         NaN     7.675526e+06  0.000000   82.840127   78.324995   
 12456    18996.93     3.381990e+07  0.000000   66.942384   63.587913   
 12457         NaN     3.837060e+06       NaN   73.583581   70.902377   
 12458         NaN     3.367200e+05       NaN   45.131166   40.361756   
 12459     1139.68     1.316868e+06  0.000000  143.891574  142.006451   
 12460  4006304.86     8.087747e+08  0.610920   45.607615   34.753366   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000291  0.104879  20040630  
 1     -0.000015  0.017518  20040630  
 2     -0.154133  0.023537  20040630  
 3     -0.210582  0.088731  20040630  
 4     -0.153271  0.090590  20040630  
 5      0.265091  0.434971  20040630  
 6      0.004783 -0.029043  20040630  
 7      0.067500  0.086097  20040630  
 8      0.741031  1.127142  20040630  
 9     -0.080413 -0.000263  20040630  
 10     0.185191  0.619065  20040630  
 11     0.456466  0.776499  20040630  
 12     0.057086  0.281367  20040630  
 13     0.264554  0.427789  20040630  
 14    -0.000015  0.008119  20040630  
 15     0.042371  0.215824  20040630  
 16     0.373039  0.536325  20040630  
 17     0.142942  0.239561  20040630  
 18     0.334491  0.608933  20040630  
 19     0.011991  0.154915  20040630  
 20     0.276672  0.493079  20040630  
 21     0.066579  0.162091  20040630  
 22     0.480162  0.713923  20040630  
 23    -0.027560  0.226839  20040630  
 24     0.289323  0.530951  20040630  
 25     0.111178  0.294555  20040630  
 26     0.000630  0.150073  20040630  
 27     0.030330  0.321005  20040630  
 28     0.344424  0.442764  20040630  
 29     0.173577  0.391060  20040630  
 ...         ...       ...       ...  
 12431 -0.000015 -0.001930  20040630  
 12432  0.698984  0.885002  20040630  
 12433  0.686449  1.050955  20040630  
 12434  1.302469  1.403562  20040630  
 12435  0.257306  0.735311  20040630  
 12436  1.130833  1.453878  20040630  
 12437  0.910543  1.311990  20040630  
 12438  0.257266  0.493887  20040630  
 12439  1.081570  1.349032  20040630  
 12440  0.835371  1.227554  20040630  
 12441  0.943567  1.330951  20040630  
 12442  1.302710  1.487227  20040630  
 12443  0.313644  0.307873  20040630  
 12444  0.167896  0.499153  20040630  
 12445  0.439535  0.778336  20040630  
 12446  1.047178  1.314589  20040630  
 12447  0.679718  0.927310  20040630  
 12448  0.277307  0.355992  20040630  
 12449  1.147543  1.329411  20040630  
 12450  0.921865  1.200881  20040630  
 12451 -0.000015  0.046665  20040630  
 12452  1.124919  1.403391  20040630  
 12453  1.315247  1.645698  20040630  
 12454  0.428243  0.624972  20040630  
 12455  0.599803  0.911857  20040630  
 12456  0.793711  1.102989  20040630  
 12457  0.577839  0.739271  20040630  
 12458  0.738773  1.071472  20040630  
 12459  0.858063  1.135714  20040630  
 12460  1.403672  1.661173  20040630  
 
 [12461 rows x 92 columns],
 '20040701':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.187            0.000               0.0   
 1      USA0011            -0.394            0.000               0.0   
 2      USA0031             0.573            0.000               0.0   
 3      USA0062             0.680            0.432               0.0   
 4      USA00E2             0.637            0.000               0.0   
 5      USA00F1             0.281            0.000               0.0   
 6      USA00G2             0.897            0.000               0.0   
 7      USA00H1             0.493            0.000               0.0   
 8      USA00I1            -1.376            0.000               0.0   
 9      USA00J1             0.098            0.000               0.0   
 10     USA00K1            -1.172            0.000               0.0   
 11     USA00P1            -0.378            0.000               0.0   
 12     USA00R1            -0.065            0.000               0.0   
 13     USA00S1             1.396            0.000               0.0   
 14     USA00V1            -0.052            0.000               0.0   
 15     USA0131            -0.213            1.000               0.0   
 16     USA0161             0.155            1.000               0.0   
 17     USA01I1            -0.029            0.000               0.0   
 18     USA01J2             0.229            0.000               0.0   
 19     USA01L1             1.412            0.000               0.0   
 20     USA01P1            -0.109            0.000               0.0   
 21     USA01Q1            -0.084            0.000               0.0   
 22     USA0202            -0.084            0.000               0.0   
 23     USA0231            -0.130            0.000               0.0   
 24     USA0281            -0.398            0.000               0.0   
 25     USA0291            -0.134            0.000               0.0   
 26     USA02A1             0.054            0.000               0.0   
 27     USA02B1             0.220            0.000               0.0   
 28     USA02H1            -0.055            0.000               0.0   
 29     USA02P1            -2.219            0.144               0.0   
 ...        ...               ...              ...               ...   
 12418  USAZY41            -0.097            0.000               0.0   
 12419  USAZY51            -0.155            0.000               0.0   
 12420  USAZY61             0.205            0.000               0.0   
 12421  USAZY71            -2.758            0.000               0.0   
 12422  USAZYI1             2.785            0.000               0.0   
 12423  USAZYJ1             0.328            0.000               0.0   
 12424  USAZYK1            -0.715            0.000               0.0   
 12425  USAZYM1            -0.343            0.000               0.0   
 12426  USAZYR1            -2.758            0.000               0.0   
 12427  USAZYS1            -1.656            0.000               0.0   
 12428  USAZYT1             1.433            0.000               0.0   
 12429  USAZYV1            -1.841            0.000               0.0   
 12430  USAZYX1            -1.439            0.000               0.0   
 12431  USAZZ41            -2.758            0.000               0.0   
 12432  USAZZ51            -0.807            0.000               0.0   
 12433  USAZZ61            -1.555            0.000               0.0   
 12434  USAZZ71            -2.758            0.000               0.0   
 12435  USAZZ81             0.352            0.000               0.0   
 12436  USAZZ91            -0.345            0.000               0.0   
 12437  USAZZA1            -1.540            0.000               0.0   
 12438  USAZZB1            -0.888            0.000               0.0   
 12439  USAZZD1            -1.355            0.000               0.0   
 12440  USAZZF1            -1.055            0.000               0.0   
 12441  USAZZI1            -0.519            0.000               0.0   
 12442  USAZZJ1             0.942            0.000               0.0   
 12443  USAZZL1            -1.100            0.000               0.0   
 12444  USAZZP1            -1.114            0.000               0.0   
 12445  USAZZR1            -1.263            0.000               0.0   
 12446  USAZZX1            -2.758            0.000               0.0   
 12447  USAZZY1            -0.749            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.029           0.000  ...           NaN          NaN   
 1            -2.029           0.000  ...           NaN          NaN   
 2            -2.335           0.000  ...           NaN       3000.0   
 3            -2.436           0.000  ...           NaN          NaN   
 4            -2.331           0.000  ...           NaN      18160.0   
 5            -1.496           0.000  ...           NaN        105.0   
 6            -2.017           0.000  ...           NaN          NaN   
 7            -1.897           0.000  ...           NaN          NaN   
 8            -0.542           0.000  ...           NaN          NaN   
 9            -2.185           0.865  ...           NaN      29000.0   
 10           -1.661           0.000  ...           NaN          NaN   
 11           -1.100           0.000  ...           NaN          NaN   
 12           -1.910           0.000  ...           NaN          NaN   
 13           -1.426           0.000  ...           NaN       6634.0   
 14           -2.029           0.000  ...           NaN          NaN   
 15           -1.984           0.000  ...           NaN         27.0   
 16           -1.280           0.000  ...           NaN       1500.0   
 17           -1.754           0.000  ...           NaN       2670.0   
 18           -1.357           0.000  ...           NaN          NaN   
 19           -2.000           0.000  ...           NaN          NaN   
 20           -1.470           0.000  ...           NaN          NaN   
 21           -1.893           1.000  ...           NaN          NaN   
 22           -1.046           0.000  ...           NaN          NaN   
 23           -2.079           0.000  ...           NaN        865.0   
 24           -1.449           0.000  ...           NaN          NaN   
 25           -1.805           0.000  ...           NaN          NaN   
 26           -2.027           0.000  ...           NaN          NaN   
 27           -1.962           0.000  ...           NaN          NaN   
 28           -1.335           0.000  ...           NaN       2553.0   
 29           -1.799           0.000  ...           NaN       4750.0   
 ...             ...             ...  ...           ...          ...   
 12418        -2.029           0.000  ...           NaN          NaN   
 12419        -0.608           0.000  ...           NaN          NaN   
 12420        -0.644           0.000  ...           NaN          NaN   
 12421         0.521           0.000  ...           NaN      17500.0   
 12422        -1.280           0.000  ...           NaN      13900.0   
 12423         0.264           0.000  ...           NaN          NaN   
 12424        -0.179           0.000  ...           NaN       6470.0   
 12425        -1.501           0.000  ...           NaN          NaN   
 12426         0.127           0.000  ...           NaN      92292.0   
 12427        -0.331           0.000  ...           NaN          NaN   
 12428        -0.082           0.000  ...           NaN      17100.0   
 12429         0.617           0.000  ...           NaN          NaN   
 12430        -1.724           0.000  ...           NaN      25100.0   
 12431        -1.758           0.000  ...           NaN      33500.0   
 12432        -1.124           0.000  ...           NaN          NaN   
 12433         0.098           0.000  ...           NaN      27685.0   
 12434        -1.094           0.000  ...           NaN      15000.0   
 12435        -1.447           1.000  ...           NaN      24500.0   
 12436         0.290           0.000  ...           NaN          NaN   
 12437        -0.147           0.000  ...           NaN          NaN   
 12438        -2.029           0.000  ...           NaN          NaN   
 12439         0.260           0.000  ...           NaN    9784992.0   
 12440         0.673           0.000  ...           NaN          NaN   
 12441        -1.156           1.000  ...           NaN          NaN   
 12442        -0.816           0.000  ...           NaN          0.0   
 12443        -0.451           0.000  ...           NaN      14000.0   
 12444        -0.855           1.000  ...           NaN          NaN   
 12445        -0.518           0.000  ...           NaN          NaN   
 12446        -0.363           0.000  ...           NaN     133700.0   
 12447         0.748           0.000  ...           NaN      85500.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.537028e+10  0.150875   16.549080   11.670537   
 1             NaN     6.117982e+09  0.000000   18.659312   13.378847   
 2             NaN     6.365973e+10  2.551521   28.796112   25.764806   
 3             NaN     3.096813e+10  2.047502   27.196638   24.965441   
 4             NaN     4.813723e+10  2.544248   24.208054   20.129839   
 5             NaN     1.865398e+11  0.420875   21.229032   18.552090   
 6             NaN     1.157749e+10  6.493506   22.408332   15.265291   
 7             NaN     7.009652e+10  0.000000   23.542565   17.617797   
 8             NaN     1.667546e+10  0.509771   41.020270   32.987159   
 9             NaN     4.372025e+10  1.629630   22.109480   19.148269   
 10            NaN     3.183023e+10  0.000000   40.628261   31.923682   
 11            NaN     2.448129e+10  1.337154   20.623021   16.535765   
 12            NaN     7.068463e+09  2.312139   15.447353   11.125443   
 13            NaN     2.130337e+10  1.213697   26.241477   23.398062   
 14            NaN     1.246407e+10  1.158301   15.262013   10.221645   
 15            NaN     3.998211e+10  1.565864   29.634917   26.496892   
 16            NaN     3.998211e+10  1.565864   29.963808   26.778173   
 17            NaN     2.299457e+10  0.171306   19.294708   16.914980   
 18            NaN     2.669250e+10  2.064451   30.111184   27.123936   
 19            NaN     9.998832e+10  3.102752   26.451773   20.619210   
 20            NaN     1.586233e+11  0.000000   34.312219   30.046489   
 21            NaN     1.231435e+11  1.980983   22.436591   19.357908   
 22            NaN     1.695632e+10  0.000000   38.231440   35.378172   
 23            NaN     9.099754e+10  0.000000   21.673268   18.047198   
 24            NaN     4.387085e+10  3.151733   25.032993   21.502938   
 25            NaN     2.690019e+10  0.000000   18.123859   14.245508   
 26            NaN     7.549344e+09  1.853225   12.352289    8.466114   
 27            NaN     7.549344e+09  1.853225   33.738114   31.788325   
 28            NaN     6.817376e+10  2.914798   23.158893   19.981056   
 29            NaN     3.374932e+11  2.469136   24.714093   21.312390   
 ...           ...              ...       ...         ...         ...   
 12418         NaN     5.056250e+06       NaN   21.796347   15.174017   
 12419         NaN     7.712100e+06  0.000000   78.883741   76.437300   
 12420         NaN     2.231800e+06  0.000000   70.033527   66.504975   
 12421      221.03     9.808000e+05  0.000000  100.081163   96.636900   
 12422     7367.31     1.654250e+06  0.000000   83.015106   80.162973   
 12423         NaN     3.464064e+07       NaN   88.116010   84.302915   
 12424      213.04     3.416150e+04       NaN   68.781892   64.561921   
 12425         NaN     2.270100e+06       NaN   72.422750   69.957479   
 12426   104956.58     2.320290e+07  0.000000  108.120391  105.178199   
 12427         NaN     5.030700e+01  0.000000   57.332147   51.818606   
 12428    14697.50     1.480500e+07  0.000000  126.325775  124.132530   
 12429         NaN     1.261238e+07  0.000000  148.169345  145.749150   
 12430    40386.67     7.502440e+07  1.136364   45.134652   39.997524   
 12431    36467.43     4.389970e+06       NaN   80.853524   78.658255   
 12432         NaN     2.224200e+05  0.000000   69.100318   65.974495   
 12433     1339.62     2.224400e+06  0.000000  144.173811  141.998786   
 12434     3347.59     2.087610e+07  0.000000   88.094844   85.519322   
 12435  1866514.29     3.194590e+10  4.540667   24.251645   21.496937   
 12436         NaN     1.591600e+03  0.000000   59.822255   51.475662   
 12437         NaN     2.119845e+06  0.000000   88.497996   85.228308   
 12438         NaN     1.251480e+06  0.000000   27.724795   20.174028   
 12439   104803.26     2.546355e+06       NaN   85.209603   81.617205   
 12440         NaN     3.459130e+07       NaN   97.200145   92.855995   
 12441         NaN     4.523750e+05  0.000000   81.104080   78.833595   
 12442         NaN     7.688188e+06  0.000000   83.335260   78.672479   
 12443    21023.84     3.424800e+07  0.000000   67.148894   63.957785   
 12444         NaN     3.837060e+06       NaN   75.084407   72.236221   
 12445         NaN     3.367200e+05       NaN   45.813809   40.675583   
 12446     1218.69     1.426607e+06  0.000000  145.485502  143.473502   
 12447  3800875.52     8.140245e+08  0.610920   45.723797   34.827300   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000231  0.109826  20040701  
 1      0.000015  0.042830  20040701  
 2     -0.150155  0.061416  20040701  
 3     -0.199721  0.119394  20040701  
 4     -0.148550  0.127239  20040701  
 5      0.261422  0.450418  20040701  
 6      0.005828  0.016171  20040701  
 7      0.064645  0.097780  20040701  
 8      0.729816  1.106405  20040701  
 9     -0.076652  0.017883  20040701  
 10     0.180507  0.614883  20040701  
 11     0.456068  0.761713  20040701  
 12     0.058339  0.286934  20040701  
 13     0.295691  0.487873  20040701  
 14     0.000015  0.017919  20040701  
 15     0.021718  0.208341  20040701  
 16     0.367511  0.552673  20040701  
 17     0.134855  0.239419  20040701  
 18     0.329499  0.599234  20040701  
 19     0.013948  0.186433  20040701  
 20     0.274157  0.493512  20040701  
 21     0.066513  0.175167  20040701  
 22     0.482486  0.725501  20040701  
 23    -0.024773  0.233573  20040701  
 24     0.284646  0.532657  20040701  
 25     0.109996  0.299713  20040701  
 26     0.000997  0.159302  20040701  
 27     0.032504  0.342098  20040701  
 28     0.340650  0.450330  20040701  
 29     0.112816  0.305537  20040701  
 ...         ...       ...       ...  
 12418  0.000015  0.010896  20040701  
 12419  0.697320  0.912033  20040701  
 12420  0.679599  1.049297  20040701  
 12421  1.251468  1.291951  20040701  
 12422  0.367378  0.852688  20040701  
 12423  1.125731  1.445479  20040701  
 12424  0.907912  1.266690  20040701  
 12425  0.259057  0.455054  20040701  
 12426  1.058269  1.241133  20040701  
 12427  0.833486  1.197252  20040701  
 12428  0.955813  1.323063  20040701  
 12429  1.298752  1.452593  20040701  
 12430  0.149617  0.229024  20040701  
 12431  0.133014  0.434031  20040701  
 12432  0.443939  0.777200  20040701  
 12433  1.043955  1.280926  20040701  
 12434  0.458681  0.689534  20040701  
 12435  0.285551  0.383889  20040701  
 12436  1.138039  1.304979  20040701  
 12437  0.923675  1.136413  20040701  
 12438  0.000015  0.054059  20040701  
 12439  1.123373  1.380184  20040701  
 12440  1.326418  1.585544  20040701  
 12441  0.428576  0.643087  20040701  
 12442  0.595120  0.913895  20040701  
 12443  0.774382  1.006324  20040701  
 12444  0.576017  0.735009  20040701  
 12445  0.741669  1.052384  20040701  
 12446  0.817876  1.039746  20040701  
 12447  1.362970  1.571644  20040701  
 
 [12448 rows x 92 columns],
 '20040702':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.478            0.000               0.0   
 1      USA0011             0.786            0.000               0.0   
 2      USA0031            -0.072            0.000               0.0   
 3      USA0062            -0.638            0.432               0.0   
 4      USA00E2            -0.442            0.000               0.0   
 5      USA00F1            -0.186            0.000               0.0   
 6      USA00G2             0.303            0.000               0.0   
 7      USA00H1             0.345            0.000               0.0   
 8      USA00I1            -1.618            0.000               0.0   
 9      USA00J1            -0.115            0.000               0.0   
 10     USA00K1            -2.258            0.000               0.0   
 11     USA00P1            -0.679            0.000               0.0   
 12     USA00R1            -0.483            0.000               0.0   
 13     USA00S1            -0.192            0.000               0.0   
 14     USA00V1            -0.109            0.000               0.0   
 15     USA0131            -0.667            1.000               0.0   
 16     USA0161             0.970            1.000               0.0   
 17     USA01I1            -0.293            0.000               0.0   
 18     USA01J2            -1.019            0.000               0.0   
 19     USA01L1             0.077            0.000               0.0   
 20     USA01P1            -0.179            0.000               0.0   
 21     USA01Q1            -0.058            0.000               0.0   
 22     USA0202            -0.306            0.000               0.0   
 23     USA0231            -0.960            0.000               0.0   
 24     USA0281            -0.308            0.000               0.0   
 25     USA0291            -0.697            0.000               0.0   
 26     USA02A1            -0.542            0.000               0.0   
 27     USA02B1             1.822            0.000               0.0   
 28     USA02H1             0.074            0.000               0.0   
 29     USA02P1            -0.638            0.144               0.0   
 ...        ...               ...              ...               ...   
 12416  USAZY41             0.123            0.000               0.0   
 12417  USAZY51             1.296            0.000               0.0   
 12418  USAZY61             0.121            0.000               0.0   
 12419  USAZY71             0.793            0.000               0.0   
 12420  USAZYI1             0.341            0.000               0.0   
 12421  USAZYJ1             0.537            0.000               0.0   
 12422  USAZYK1            -0.271            0.000               0.0   
 12423  USAZYM1            -2.726            0.000               0.0   
 12424  USAZYR1             2.754            0.000               0.0   
 12425  USAZYS1             0.203            0.000               0.0   
 12426  USAZYT1            -2.726            0.000               0.0   
 12427  USAZYV1             2.754            0.000               0.0   
 12428  USAZYX1             0.544            0.000               0.0   
 12429  USAZZ41             2.754            0.000               0.0   
 12430  USAZZ51             0.442            0.000               0.0   
 12431  USAZZ61             0.570            0.000               0.0   
 12432  USAZZ71             0.398            0.000               0.0   
 12433  USAZZ81            -1.088            0.000               0.0   
 12434  USAZZ91             0.800            0.000               0.0   
 12435  USAZZA1             0.325            0.000               0.0   
 12436  USAZZB1            -0.191            0.000               0.0   
 12437  USAZZD1            -0.007            0.000               0.0   
 12438  USAZZF1            -2.726            0.000               0.0   
 12439  USAZZI1             0.335            0.000               0.0   
 12440  USAZZJ1            -0.726            0.000               0.0   
 12441  USAZZL1            -2.726            0.000               0.0   
 12442  USAZZP1             0.508            0.000               0.0   
 12443  USAZZR1             0.090            0.000               0.0   
 12444  USAZZX1             0.553            0.000               0.0   
 12445  USAZZY1             1.726            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.025           0.000  ...           NaN          NaN   
 1            -2.025           0.000  ...           NaN          NaN   
 2            -2.330           0.000  ...           NaN       3000.0   
 3            -2.430           0.000  ...           NaN          NaN   
 4            -2.327           0.000  ...           NaN      18160.0   
 5            -1.491           0.000  ...           NaN        105.0   
 6            -2.012           0.000  ...           NaN          NaN   
 7            -1.894           0.000  ...           NaN          NaN   
 8            -0.537           0.000  ...           NaN          NaN   
 9            -2.179           0.865  ...           NaN      29000.0   
 10           -1.658           0.000  ...           NaN          NaN   
 11           -1.096           0.000  ...           NaN          NaN   
 12           -1.909           0.000  ...           NaN          NaN   
 13           -1.421           0.000  ...           NaN          NaN   
 14           -2.025           0.000  ...           NaN          NaN   
 15           -1.977           0.000  ...           NaN          NaN   
 16           -1.265           0.000  ...           NaN       1000.0   
 17           -1.750           0.000  ...           NaN       2670.0   
 18           -1.354           0.000  ...           NaN          NaN   
 19           -1.995           0.000  ...           NaN          NaN   
 20           -1.465           0.000  ...           NaN          NaN   
 21           -1.888           1.000  ...           NaN          NaN   
 22           -1.038           0.000  ...           NaN          NaN   
 23           -2.075           0.000  ...           NaN        865.0   
 24           -1.445           0.000  ...           NaN          NaN   
 25           -1.801           0.000  ...           NaN          NaN   
 26           -2.022           0.000  ...           NaN          NaN   
 27           -1.932           0.000  ...           NaN        310.0   
 28           -1.340           0.000  ...           NaN       2553.0   
 29           -1.794           0.000  ...           NaN       4750.0   
 ...             ...             ...  ...           ...          ...   
 12416        -2.025           0.000  ...           NaN          NaN   
 12417        -0.598           0.000  ...           NaN        225.0   
 12418        -0.667           0.000  ...           NaN          NaN   
 12419         0.526           0.000  ...           NaN      30000.0   
 12420        -1.283           0.000  ...           NaN          NaN   
 12421         0.268           0.000  ...           NaN        940.0   
 12422        -0.152           0.000  ...           NaN        300.0   
 12423        -1.515           0.000  ...           NaN      20000.0   
 12424         0.160           0.000  ...           NaN      45643.0   
 12425        -0.329           0.000  ...           NaN          NaN   
 12426        -0.131           0.000  ...           NaN      10000.0   
 12427         0.660           0.000  ...           NaN       2565.0   
 12428        -1.735           0.000  ...           NaN      21800.0   
 12429        -1.640           0.000  ...           NaN       2533.0   
 12430        -1.119           0.000  ...           NaN          NaN   
 12431         0.098           0.000  ...           NaN     256018.0   
 12432        -1.088           0.000  ...           NaN          NaN   
 12433        -1.458           1.000  ...           NaN      37100.0   
 12434         0.289           0.000  ...           NaN          NaN   
 12435        -0.143           0.000  ...           NaN          NaN   
 12436        -2.025           0.000  ...           NaN          NaN   
 12437         0.257           0.000  ...           NaN    6776006.0   
 12438         0.681           0.000  ...           NaN      10914.0   
 12439        -1.150           1.000  ...           NaN          NaN   
 12440        -0.823           0.000  ...           NaN          0.0   
 12441        -0.529           0.000  ...           NaN      11300.0   
 12442        -0.850           1.000  ...           NaN          NaN   
 12443        -0.514           0.000  ...           NaN          NaN   
 12444        -0.374           0.000  ...           NaN     252500.0   
 12445         0.748           0.000  ...           NaN      74100.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.483052e+10  0.150875   16.119065   11.303287   
 1             NaN     6.193435e+09  0.000000   18.212712   12.883488   
 2             NaN     6.345650e+10  2.551521   27.720763   24.720267   
 3             NaN     3.081355e+10  2.047502   26.073821   23.813805   
 4             NaN     4.808391e+10  2.544248   23.399687   19.324355   
 5             NaN     1.868007e+11  0.420875   20.366169   17.786452   
 6             NaN     1.147434e+10  6.493506   21.668722   14.729910   
 7             NaN     7.065975e+10  0.000000   22.804978   16.916847   
 8             NaN     1.645238e+10  0.509771   39.863254   31.809569   
 9             NaN     4.367161e+10  1.629630   21.301311   18.370551   
 10            NaN     3.110720e+10  0.000000   39.726983   30.975355   
 11            NaN     2.353743e+10  1.337154   20.146097   16.037124   
 12            NaN     7.018755e+09  2.312139   15.049082   10.764727   
 13            NaN     2.143519e+10  1.213697   25.195244   22.452117   
 14            NaN     1.252481e+10  1.158301   14.822168    9.835191   
 15            NaN     3.967764e+10  1.565864   28.544538   25.376885   
 16            NaN     3.967764e+10  1.565864   29.016012   25.764847   
 17            NaN     2.251606e+10  0.171306   18.613929   16.208133   
 18            NaN     2.619403e+10  2.064451   29.112543   26.069974   
 19            NaN     9.975298e+10  3.102752   25.393883   19.784386   
 20            NaN     1.577298e+11  0.000000   33.055189   28.794728   
 21            NaN     1.235592e+11  1.980983   21.608002   18.566367   
 22            NaN     1.688892e+10  0.000000   36.709289   33.848581   
 23            NaN     8.994777e+10  0.000000   20.947116   17.402923   
 24            NaN     4.361090e+10  3.151733   24.191128   20.646113   
 25            NaN     2.612748e+10  0.000000   17.641138   13.764597   
 26            NaN     7.512085e+09  1.853225   12.078300    8.273395   
 27            NaN     7.512085e+09  1.853225   32.728919   30.701563   
 28            NaN     6.883583e+10  2.914798   22.357486   19.183801   
 29            NaN     3.339084e+11  2.469136   23.570343   20.563753   
 ...           ...              ...       ...         ...         ...   
 12416         NaN     5.056250e+06       NaN   21.219309   14.614300   
 12417     3018.58     7.610625e+06  0.000000   76.181128   73.636900   
 12418         NaN     2.231800e+06  0.000000   67.843305   64.371976   
 12419      236.03     9.808000e+05  0.000000   93.926833   90.387240   
 12420         NaN     1.654250e+06  0.000000   80.120668   77.449441   
 12421     1871.03     3.464064e+07       NaN   85.112818   81.248595   
 12422      208.44     3.416150e+04       NaN   65.850414   61.466124   
 12423     1317.10     2.572780e+06       NaN   71.825721   69.240454   
 12424   104852.40     2.246630e+07  0.000000  104.389972  101.302814   
 12425         NaN     5.030700e+01  0.000000   55.103658   49.652213   
 12426    12459.02     1.727250e+07  0.000000  122.949956  120.873188   
 12427     2516.09     1.038667e+07  0.000000  143.779933  141.271925   
 12428    56576.90     7.637432e+07  1.136364   43.587177   38.470043   
 12429    35825.92     3.714590e+06       NaN   79.485564   77.441563   
 12430         NaN     2.224200e+05  0.000000   66.439413   63.309391   
 12431     1383.09     2.224400e+06  0.000000  138.759971  136.634891   
 12432         NaN     2.087610e+07  0.000000   85.789951   83.456452   
 12433  1894431.33     3.227763e+10  4.540667   24.317680   21.596234   
 12434         NaN     1.591600e+03  0.000000   57.464579   49.052262   
 12435         NaN     2.119845e+06  0.000000   85.204460   82.033109   
 12436         NaN     1.251480e+06  0.000000   26.818822   19.394338   
 12437   104463.80     2.546355e+06       NaN   81.320610   77.683981   
 12438    41508.62     3.552620e+07       NaN   93.274441   88.857416   
 12439         NaN     4.523750e+05  0.000000   78.401729   76.125311   
 12440         NaN     7.790879e+06  0.000000   80.242550   75.667951   
 12441    23463.61     4.066950e+07  0.000000   71.518372   68.672697   
 12442         NaN     3.837060e+06       NaN   72.200433   69.419922   
 12443         NaN     3.367200e+05       NaN   44.029579   38.946531   
 12444     1340.85     1.426607e+06  0.000000  140.083789  138.131243   
 12445  3620567.81     8.106276e+08  0.610920   44.886458   33.662848   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000216  0.104067  20040702  
 1      0.000022  0.074825  20040702  
 2     -0.150085  0.056567  20040702  
 3     -0.199083  0.104166  20040702  
 4     -0.148348  0.113390  20040702  
 5      0.262179  0.452248  20040702  
 6      0.006200  0.019458  20040702  
 7      0.064159  0.097055  20040702  
 8      0.730643  1.084148  20040702  
 9     -0.076042  0.017264  20040702  
 10     0.180319  0.575634  20040702  
 11     0.456098  0.753922  20040702  
 12     0.057086  0.280067  20040702  
 13     0.296529  0.472869  20040702  
 14     0.000022  0.018462  20040702  
 15     0.023262  0.199405  20040702  
 16     0.373143  0.576992  20040702  
 17     0.134972  0.231670  20040702  
 18     0.329644  0.585335  20040702  
 19     0.014715  0.175084  20040702  
 20     0.274871  0.489529  20040702  
 21     0.066983  0.175574  20040702  
 22     0.484846  0.721368  20040702  
 23    -0.024640  0.251287  20040702  
 24     0.284891  0.534217  20040702  
 25     0.110104  0.291157  20040702  
 26     0.001112  0.150432  20040702  
 27     0.045773  0.393059  20040702  
 28     0.336607  0.449802  20040702  
 29     0.113329  0.328050  20040702  
 ...         ...       ...       ...  
 12416  0.000022  0.018798  20040702  
 12417  0.701078  0.946321  20040702  
 12418  0.667136  1.036633  20040702  
 12419  1.252955  1.380118  20040702  
 12420  0.364609  0.793750  20040702  
 12421  1.126335  1.452956  20040702  
 12422  0.920178  1.290374  20040702  
 12423  0.250367  0.384825  20040702  
 12424  1.073020  1.342726  20040702  
 12425  0.832897  1.226738  20040702  
 12426  0.930347  1.210823  20040702  
 12427  1.318767  1.537113  20040702  
 12428  0.142134  0.283052  20040702  
 12429  0.188898  0.566195  20040702  
 12430  0.444794  0.800617  20040702  
 12431  1.042673  1.300864  20040702  
 12432  0.460384  0.746439  20040702  
 12433  0.278585  0.354141  20040702  
 12434  1.136583  1.320039  20040702  
 12435  0.924172  1.163434  20040702  
 12436  0.000022  0.065290  20040702  
 12437  1.120700  1.397358  20040702  
 12438  1.329124  1.550551  20040702  
 12439  0.429860  0.657113  20040702  
 12440  0.590288  0.882320  20040702  
 12441  0.734730  0.936837  20040702  
 12442  0.576942  0.770958  20040702  
 12443  0.742325  1.067360  20040702  
 12444  0.811034  1.063837  20040702  
 12445  1.362262  1.611994  20040702  
 
 [12446 rows x 92 columns],
 '20040706':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             1.034            0.000               0.0   
 1      USA0011             0.805            0.000               0.0   
 2      USA0031            -0.122            0.000               0.0   
 3      USA0062             0.517            0.432               0.0   
 4      USA00E2            -0.030            0.000               0.0   
 5      USA00F1             0.251            0.000               0.0   
 6      USA00G2             0.620            0.000               0.0   
 7      USA00H1             0.644            0.000               0.0   
 8      USA00I1            -1.844            0.000               0.0   
 9      USA00J1             0.758            0.000               0.0   
 10     USA00K1            -1.012            0.000               0.0   
 11     USA00P1            -0.419            0.000               0.0   
 12     USA00R1             0.231            0.000               0.0   
 13     USA00S1             0.082            0.000               0.0   
 14     USA00V1             0.709            0.000               0.0   
 15     USA0131             0.580            1.000               0.0   
 16     USA0161             1.336            1.000               0.0   
 17     USA01I1             0.244            0.000               0.0   
 18     USA01J2             0.808            0.000               0.0   
 19     USA01L1             1.827            0.000               0.0   
 20     USA01P1             2.829            0.000               0.0   
 21     USA01Q1             0.170            0.000               0.0   
 22     USA0202            -0.505            0.000               0.0   
 23     USA0231             0.116            0.000               0.0   
 24     USA0281             0.388            0.000               0.0   
 25     USA0291            -0.541            0.000               0.0   
 26     USA02A1             0.078            0.000               0.0   
 27     USA02B1            -0.445            0.000               0.0   
 28     USA02H1             0.054            0.000               0.0   
 29     USA02P1             0.660            0.144               0.0   
 ...        ...               ...              ...               ...   
 12418  USAZY41             0.352            0.000               0.0   
 12419  USAZY51            -1.238            0.000               0.0   
 12420  USAZY61            -0.960            0.000               0.0   
 12421  USAZY71            -1.909            0.000               0.0   
 12422  USAZYI1            -2.714            0.000               0.0   
 12423  USAZYJ1            -1.065            0.000               0.0   
 12424  USAZYK1            -1.778            0.000               0.0   
 12425  USAZYM1             2.829            0.000               0.0   
 12426  USAZYR1            -0.080            0.000               0.0   
 12427  USAZYS1            -2.127            0.000               0.0   
 12428  USAZYT1             2.829            0.000               0.0   
 12429  USAZYV1            -2.714            0.000               0.0   
 12430  USAZYX1            -2.714            0.000               0.0   
 12431  USAZZ41            -0.787            0.000               0.0   
 12432  USAZZ51            -1.317            0.000               0.0   
 12433  USAZZ61            -2.302            0.000               0.0   
 12434  USAZZ71            -2.714            0.000               0.0   
 12435  USAZZ81             0.841            0.000               0.0   
 12436  USAZZ91            -0.500            0.000               0.0   
 12437  USAZZA1            -2.714            0.000               0.0   
 12438  USAZZB1            -0.893            0.000               0.0   
 12439  USAZZD1            -1.734            0.000               0.0   
 12440  USAZZF1             1.664            0.000               0.0   
 12441  USAZZI1            -0.587            0.000               0.0   
 12442  USAZZJ1             2.829            0.000               0.0   
 12443  USAZZL1             2.829            0.000               0.0   
 12444  USAZZP1            -1.020            0.000               0.0   
 12445  USAZZR1            -1.768            0.000               0.0   
 12446  USAZZX1             2.829            0.000               0.0   
 12447  USAZZY1            -2.714            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.965           0.000  ...           NaN          NaN   
 1            -1.964           0.000  ...           NaN          NaN   
 2            -2.257           0.000  ...           NaN       3000.0   
 3            -2.346           0.000  ...           NaN          NaN   
 4            -2.253           0.000  ...           NaN      18160.0   
 5            -1.450           0.000  ...           NaN        105.0   
 6            -1.951           0.000  ...           NaN          NaN   
 7            -1.842           0.000  ...           NaN          NaN   
 8            -0.533           0.000  ...           NaN          NaN   
 9            -2.110           0.865  ...           NaN      29000.0   
 10           -1.615           0.000  ...           NaN          NaN   
 11           -1.061           0.000  ...           NaN          NaN   
 12           -1.851           0.000  ...           NaN          NaN   
 13           -1.387           0.000  ...           NaN      12616.0   
 14           -1.964           0.000  ...           NaN          NaN   
 15           -1.911           0.000  ...           NaN          NaN   
 16           -1.172           0.000  ...           NaN        132.0   
 17           -1.697           0.000  ...           NaN       2670.0   
 18           -1.320           0.000  ...           NaN          NaN   
 19           -1.933           0.000  ...           NaN          NaN   
 20           -1.232           0.000  ...           NaN       5590.0   
 21           -1.858           1.000  ...           NaN      22050.0   
 22           -1.005           0.000  ...           NaN          NaN   
 23           -1.983           0.000  ...           NaN       2865.0   
 24           -1.408           0.000  ...           NaN          NaN   
 25           -1.749           0.000  ...           NaN          NaN   
 26           -1.962           0.000  ...           NaN          NaN   
 27           -1.876           0.000  ...           NaN          NaN   
 28           -1.304           0.000  ...           NaN       2553.0   
 29           -1.742           0.000  ...           NaN       4750.0   
 ...             ...             ...  ...           ...          ...   
 12418        -1.964           0.000  ...           NaN          NaN   
 12419        -0.587           0.000  ...           NaN      15500.0   
 12420        -0.650           0.000  ...           NaN          NaN   
 12421         0.524           0.000  ...           NaN          NaN   
 12422        -1.411           0.000  ...           NaN      12000.0   
 12423         0.265           0.000  ...           NaN          NaN   
 12424        -0.146           0.000  ...           NaN       3000.0   
 12425        -1.378           0.000  ...           NaN      28000.0   
 12426         0.188           0.000  ...           NaN      50695.0   
 12427        -0.318           0.000  ...           NaN        771.0   
 12428         0.053           0.000  ...           NaN      54728.0   
 12429         0.646           0.000  ...           NaN          NaN   
 12430        -1.894           0.000  ...           NaN      17000.0   
 12431        -1.599           0.000  ...           NaN     148240.0   
 12432        -1.082           0.000  ...           NaN          NaN   
 12433         0.097           0.000  ...           NaN      20110.0   
 12434        -1.093           0.000  ...           NaN      38800.0   
 12435        -1.407           1.000  ...           NaN      46100.0   
 12436         0.275           0.000  ...           NaN          NaN   
 12437        -0.145           0.000  ...           NaN      38000.0   
 12438        -1.964           0.000  ...           NaN          NaN   
 12439         0.253           0.000  ...           NaN    2446400.0   
 12440         0.737           0.000  ...           NaN       3526.0   
 12441        -1.117           1.000  ...           NaN          NaN   
 12442        -0.405           0.000  ...           NaN          0.0   
 12443        -0.301           0.000  ...           NaN       5400.0   
 12444        -0.832           1.000  ...           NaN          NaN   
 12445        -0.490           0.000  ...           NaN          NaN   
 12446        -0.141           0.000  ...           NaN     384880.0   
 12447         0.611           0.000  ...           NaN     139300.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.425078e+10  0.150875   16.586974   11.318488   
 1             NaN     6.168284e+09  0.000000   18.583789   13.019103   
 2             NaN     6.220582e+10  2.551521   27.738298   24.482528   
 3             NaN     3.056450e+10  2.047502   26.023111   23.643014   
 4             NaN     4.787062e+10  2.544248   23.527508   19.131711   
 5             NaN     1.854962e+11  0.420875   20.578625   17.602859   
 6             NaN     1.146640e+10  6.493506   22.189929   14.773831   
 7             NaN     6.916207e+10  0.000000   23.080616   16.794972   
 8             NaN     1.582403e+10  0.509771   41.039201   32.021820   
 9             NaN     4.386617e+10  1.629630   21.450360   18.258267   
 10            NaN     3.028327e+10  0.000000   40.252570   30.888104   
 11            NaN     2.405066e+10  1.337154   20.529152   15.942476   
 12            NaN     6.906084e+09  2.312139   15.272078   10.663180   
 13            NaN     2.143519e+10  1.213697   25.227818   22.232147   
 14            NaN     1.243876e+10  1.158301   15.188898    9.868552   
 15            NaN     3.950938e+10  1.565864   28.511988   25.130204   
 16            NaN     3.950938e+10  1.565864   29.313902   25.637424   
 17            NaN     2.262046e+10  0.171306   18.641949   16.046010   
 18            NaN     2.619744e+10  2.064451   29.234785   25.786530   
 19            NaN     9.990274e+10  3.102752   26.234513   19.951717   
 20            NaN     1.538124e+11  0.000000   34.304832   29.059577   
 21            NaN     1.238771e+11  1.980983   21.626911   18.338515   
 22            NaN     1.616107e+10  0.000000   36.829021   33.540970   
 23            NaN     8.943568e+10  0.000000   21.074721   17.218672   
 24            NaN     4.290105e+10  3.151733   24.404606   20.440714   
 25            NaN     2.453375e+10  0.000000   17.995719   13.775112   
 26            NaN     7.400306e+09  1.853225   12.281958    8.203546   
 27            NaN     7.400306e+09  1.853225   32.692039   30.465331   
 28            NaN     6.865084e+10  2.914798   22.407499   18.989845   
 29            NaN     3.355954e+11  2.469136   23.705196   20.436239   
 ...           ...              ...       ...         ...         ...   
 12418         NaN     5.056250e+06       NaN   21.756948   14.688199   
 12419     3697.11     7.644450e+06  0.000000   75.195900   72.456201   
 12420         NaN     2.231800e+06  0.000000   67.910415   64.066606   
 12421         NaN     9.808000e+05  0.000000   96.167927   92.285601   
 12422     5771.37     1.908750e+06  0.000000   81.114828   78.102312   
 12423         NaN     3.464064e+07       NaN   85.163841   80.868142   
 12424      206.00     3.416150e+04       NaN   66.973214   62.130725   
 12425     1471.19     2.270100e+06       NaN   70.698205   68.009283   
 12426    93475.35     2.209800e+07  0.000000  104.188162  100.827656   
 12427         NaN     5.030700e+01  0.000000   56.270422   49.984253   
 12428    11706.81     1.480500e+07  0.000000  123.435751  120.949760   
 12429         NaN     1.038667e+07  0.000000  143.920735  140.906691   
 12430    71791.70     8.182592e+07  1.136364   45.085824   39.592747   
 12431    35552.04     3.714590e+06       NaN   78.436156   75.987596   
 12432         NaN     2.224200e+05  0.000000   66.486523   62.985434   
 12433      862.39     2.224400e+06  0.000000  138.638164  136.234090   
 12434     2244.64     2.206902e+07  0.000000   85.608489   82.860179   
 12435  1991004.40     3.233457e+10  4.540667   22.239529   18.873128   
 12436         NaN     1.591600e+03  0.000000   57.924110   48.653021   
 12437     5149.48     2.174200e+06  0.000000   85.989152   82.285775   
 12438         NaN     1.251480e+06  0.000000   27.378050   19.281778   
 12439    96583.55     2.546355e+06       NaN   82.625229   78.579932   
 12440    38984.33     3.365640e+07       NaN   93.398833   88.178591   
 12441         NaN     4.523750e+05  0.000000   77.648690   75.115781   
 12442         NaN     6.593948e+06  0.000000   83.919679   78.543633   
 12443    24494.52     3.596040e+07  0.000000   73.330895   69.998190   
 12444         NaN     3.837060e+06       NaN   71.903233   68.748729   
 12445         NaN     3.367200e+05       NaN   44.602880   38.859459   
 12446      796.14     1.097390e+06  0.000000  141.711756  139.324003   
 12447  3873800.50     8.307002e+08  0.610920   45.779509   34.149309   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000166  0.133479  20040706  
 1      0.000048  0.082382  20040706  
 2     -0.147234  0.073489  20040706  
 3     -0.192355  0.142351  20040706  
 4     -0.145555  0.134221  20040706  
 5      0.259618  0.493027  20040706  
 6      0.007011  0.037398  20040706  
 7      0.061888  0.110940  20040706  
 8      0.721505  1.076536  20040706  
 9     -0.073379  0.049112  20040706  
 10     0.176252  0.600763  20040706  
 11     0.455514  0.758479  20040706  
 12     0.057432  0.302647  20040706  
 13     0.291158  0.482929  20040706  
 14     0.000048  0.038247  20040706  
 15     0.026891  0.239516  20040706  
 16     0.399556  0.623033  20040706  
 17     0.134640  0.249573  20040706  
 18     0.324701  0.622113  20040706  
 19     0.015995  0.214896  20040706  
 20     0.369385  0.655722  20040706  
 21     0.053813  0.179411  20040706  
 22     0.483939  0.728394  20040706  
 23    -0.009379  0.284789  20040706  
 24     0.280424  0.550896  20040706  
 25     0.108643  0.304345  20040706  
 26     0.001395  0.162061  20040706  
 27     0.044730  0.372785  20040706  
 28     0.333103  0.456762  20040706  
 29     0.112383  0.362218  20040706  
 ...         ...       ...       ...  
 12418  0.000048  0.029663  20040706  
 12419  0.694461  0.903917  20040706  
 12420  0.662727  1.017332  20040706  
 12421  1.254481  1.333421  20040706  
 12422  0.279011  0.681770  20040706  
 12423  1.123855  1.423857  20040706  
 12424  0.916538  1.266110  20040706  
 12425  0.295694  0.559718  20040706  
 12426  1.085206  1.327967  20040706  
 12427  0.830175  1.206875  20040706  
 12428  1.016878  1.364956  20040706  
 12429  1.316085  1.548317  20040706  
 12430  0.035365  0.184423  20040706  
 12431  0.184491  0.592357  20040706  
 12432  0.444920  0.776915  20040706  
 12433  1.039332  1.242163  20040706  
 12434  0.439230  0.673970  20040706  
 12435  0.281053  0.397450  20040706  
 12436  1.128780  1.293808  20040706  
 12437  0.917038  1.106002  20040706  
 12438  0.000048  0.048529  20040706  
 12439  1.117697  1.369152  20040706  
 12440  1.362095  1.674314  20040706  
 12441  0.427226  0.650570  20040706  
 12442  0.786428  1.127616  20040706  
 12443  0.838622  1.052627  20040706  
 12444  0.570764  0.742410  20040706  
 12445  0.743159  1.039938  20040706  
 12446  0.919282  1.216351  20040706  
 12447  1.298497  1.491055  20040706  
 
 [12448 rows x 92 columns],
 '20040707':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.174            0.000               0.0   
 1      USA0011             0.383            0.000               0.0   
 2      USA0031            -0.382            0.000               0.0   
 3      USA0062             0.235            0.432               0.0   
 4      USA00E2            -0.416            0.000               0.0   
 5      USA00F1            -0.201            0.000               0.0   
 6      USA00G2             0.413            0.000               0.0   
 7      USA00H1            -0.076            0.000               0.0   
 8      USA00I1             0.551            0.000               0.0   
 9      USA00J1            -0.423            0.000               0.0   
 10     USA00K1             0.389            0.000               0.0   
 11     USA00P1            -0.109            0.000               0.0   
 12     USA00R1             0.071            0.000               0.0   
 13     USA00S1            -0.013            0.000               0.0   
 14     USA00V1             0.176            0.000               0.0   
 15     USA0131             0.471            1.000               0.0   
 16     USA0161             0.689            1.000               0.0   
 17     USA01I1             0.427            0.000               0.0   
 18     USA01J2             0.175            0.000               0.0   
 19     USA01L1             0.503            0.000               0.0   
 20     USA01P1             0.240            0.000               0.0   
 21     USA01Q1            -0.411            0.000               0.0   
 22     USA0202             0.276            0.000               0.0   
 23     USA0231             0.112            0.000               0.0   
 24     USA0281             0.358            0.000               0.0   
 25     USA0291             0.147            0.000               0.0   
 26     USA02A1             0.027            0.000               0.0   
 27     USA02B1             0.314            0.000               0.0   
 28     USA02H1            -0.160            0.000               0.0   
 29     USA02P1             0.065            0.144               0.0   
 ...        ...               ...              ...               ...   
 12419  USAZY41            -0.614            0.000               0.0   
 12420  USAZY51             0.127            0.000               0.0   
 12421  USAZY61            -0.839            0.000               0.0   
 12422  USAZY71            -0.862            0.000               0.0   
 12423  USAZYI1             1.580            0.000               0.0   
 12424  USAZYJ1            -1.087            0.000               0.0   
 12425  USAZYK1            -0.485            0.000               0.0   
 12426  USAZYM1            -0.629            0.000               0.0   
 12427  USAZYR1             1.996            0.000               0.0   
 12428  USAZYS1            -1.152            0.000               0.0   
 12429  USAZYT1             2.492            0.000               0.0   
 12430  USAZYV1            -1.046            0.000               0.0   
 12431  USAZYX1            -0.258            0.000               0.0   
 12432  USAZZ41             2.335            0.000               0.0   
 12433  USAZZ51            -1.217            0.000               0.0   
 12434  USAZZ61            -0.861            0.000               0.0   
 12435  USAZZ71            -2.855            0.000               0.0   
 12436  USAZZ81            -0.081            0.000               0.0   
 12437  USAZZ91             0.083            0.000               0.0   
 12438  USAZZA1            -0.924            0.000               0.0   
 12439  USAZZB1            -0.911            0.000               0.0   
 12440  USAZZD1            -0.281            0.000               0.0   
 12441  USAZZF1            -0.563            0.000               0.0   
 12442  USAZZI1            -1.192            0.000               0.0   
 12443  USAZZJ1             0.577            0.000               0.0   
 12444  USAZZL1            -2.855            0.000               0.0   
 12445  USAZZP1            -1.026            0.000               0.0   
 12446  USAZZR1            -1.119            0.000               0.0   
 12447  USAZZX1            -0.441            0.000               0.0   
 12448  USAZZY1            -1.302            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.969           0.000  ...           NaN          NaN   
 1            -1.969           0.000  ...           NaN          NaN   
 2            -2.263           0.000  ...           NaN       3000.0   
 3            -2.354           0.000  ...           NaN          NaN   
 4            -2.261           0.000  ...           NaN      18160.0   
 5            -1.452           0.000  ...           NaN        105.0   
 6            -1.955           0.000  ...           NaN          NaN   
 7            -1.845           0.000  ...           NaN          NaN   
 8            -0.531           0.000  ...           NaN          NaN   
 9            -2.115           0.865  ...           NaN      29000.0   
 10           -1.618           0.000  ...           NaN          NaN   
 11           -1.073           0.000  ...           NaN          NaN   
 12           -1.855           0.000  ...           NaN          NaN   
 13           -1.393           0.000  ...           NaN          NaN   
 14           -1.969           0.000  ...           NaN          NaN   
 15           -1.916           0.000  ...           NaN          NaN   
 16           -1.185           0.000  ...           NaN          NaN   
 17           -1.702           0.000  ...           NaN       2670.0   
 18           -1.321           0.000  ...           NaN          NaN   
 19           -1.937           0.000  ...           NaN          NaN   
 20           -1.233           0.000  ...           NaN          NaN   
 21           -1.862           1.000  ...           NaN          NaN   
 22           -1.048           0.000  ...           NaN          NaN   
 23           -1.988           0.000  ...           NaN       2865.0   
 24           -1.410           0.000  ...           NaN          NaN   
 25           -1.752           0.000  ...           NaN          NaN   
 26           -1.966           0.000  ...           NaN          NaN   
 27           -1.859           0.000  ...           NaN          NaN   
 28           -1.309           0.000  ...           NaN       2553.0   
 29           -1.745           0.000  ...           NaN       4750.0   
 ...             ...             ...  ...           ...          ...   
 12419        -1.969           0.000  ...           NaN          NaN   
 12420        -0.589           0.000  ...           NaN      54750.0   
 12421        -0.634           0.000  ...           NaN          NaN   
 12422         0.539           0.000  ...           NaN          NaN   
 12423        -1.431           0.000  ...           NaN      10000.0   
 12424         0.266           0.000  ...           NaN          NaN   
 12425        -0.176           0.000  ...           NaN       6400.0   
 12426        -1.385           0.000  ...           NaN       5000.0   
 12427         0.157           0.000  ...           NaN     113920.0   
 12428        -0.320           0.000  ...           NaN          NaN   
 12429         0.029           0.000  ...           NaN      95368.0   
 12430         0.651           0.000  ...           NaN       1125.0   
 12431        -1.897           0.000  ...           NaN      16900.0   
 12432        -1.594           0.000  ...           NaN     181218.0   
 12433        -1.090           0.000  ...           NaN          NaN   
 12434         0.114           0.000  ...           NaN      62475.0   
 12435        -1.055           0.000  ...           NaN       9000.0   
 12436        -1.412           1.000  ...           NaN      24900.0   
 12437         0.278           0.000  ...           NaN          NaN   
 12438        -0.162           0.000  ...           NaN          NaN   
 12439        -1.969           0.000  ...           NaN          NaN   
 12440         0.249           0.000  ...           NaN    2694646.0   
 12441         0.741           0.000  ...           NaN        800.0   
 12442        -1.121           1.000  ...           NaN          NaN   
 12443        -0.422           0.000  ...           NaN          0.0   
 12444        -0.270           0.000  ...           NaN       1000.0   
 12445        -0.815           1.000  ...           NaN          NaN   
 12446        -0.494           0.000  ...           NaN          NaN   
 12447        -0.150           0.000  ...           NaN      60000.0   
 12448         0.623           0.000  ...           NaN     137700.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.381098e+10  0.150875   16.398626   11.365836   
 1             NaN     6.281463e+09  0.000000   18.592751   13.106273   
 2             NaN     6.187751e+10  2.551521   27.774217   24.556499   
 3             NaN     3.085649e+10  2.047502   25.986844   23.727202   
 4             NaN     4.777730e+10  2.544248   23.502609   19.198364   
 5             NaN     1.846613e+11  0.420875   20.591686   17.612745   
 6             NaN     1.156162e+10  6.493506   22.199747   14.872290   
 7             NaN     6.898286e+10  0.000000   22.946163   16.830309   
 8             NaN     1.604339e+10  0.509771   40.834845   32.156767   
 9             NaN     4.384996e+10  1.629630   21.369786   18.283869   
 10            NaN     3.055231e+10  0.000000   40.099706   31.015627   
 11            NaN     2.409785e+10  1.337154   20.346994   15.929318   
 12            NaN     6.943641e+09  2.312139   15.192114   10.678471   
 13            NaN     2.161409e+10  1.213697   25.142685   22.282665   
 14            NaN     1.262098e+10  1.158301   15.002048    9.891939   
 15            NaN     3.957348e+10  1.565864   28.459297   25.213876   
 16            NaN     3.957348e+10  1.565864   29.294054   25.761853   
 17            NaN     2.246820e+10  0.171306   18.650819   16.109496   
 18            NaN     2.646034e+10  2.064451   29.113222   25.813878   
 19            NaN     9.995623e+10  3.102752   25.874104   20.032801   
 20            NaN     1.540873e+11  0.000000   33.999554   29.176120   
 21            NaN     1.232902e+11  1.980983   21.590621   18.392977   
 22            NaN     1.651152e+10  0.000000   36.706549   33.660004   
 23            NaN     9.015260e+10  0.000000   21.063948   17.297553   
 24            NaN     4.308101e+10  3.151733   24.354912   20.506635   
 25            NaN     2.646554e+10  0.000000   17.878940   13.810841   
 26            NaN     7.394574e+09  1.853225   12.205522    8.223437   
 27            NaN     7.394574e+09  1.853225   32.686012   30.534459   
 28            NaN     6.979973e+10  2.914798   22.349784   18.991987   
 29            NaN     3.375986e+11  2.469136   23.622719   20.555001   
 ...           ...              ...       ...         ...         ...   
 12419         NaN     5.056250e+06       NaN   21.598651   14.778453   
 12420     6496.83     7.610625e+06  0.000000   75.318193   72.694059   
 12421         NaN     2.231800e+06  0.000000   67.958201   64.248194   
 12422         NaN     9.808000e+05  0.000000   95.316127   91.524317   
 12423     5018.46     1.781500e+06  0.000000   80.289736   77.336594   
 12424         NaN     3.464064e+07       NaN   85.722358   81.580836   
 12425      205.76     3.416150e+04       NaN   65.018044   60.220688   
 12426     1410.57     2.270100e+06       NaN   71.320814   68.696933   
 12427    93567.18     2.062480e+07  0.000000  105.071944  101.724968   
 12428         NaN     5.030700e+01  0.000000   56.329827   50.227320   
 12429    12251.78     1.332450e+07  0.000000  124.945184  122.409673   
 12430     1742.10     1.038667e+07  0.000000  145.275041  142.407017   
 12431    88851.95     8.229320e+07  1.136364   44.807897   39.639461   
 12432    35951.90     3.545745e+06       NaN   78.708269   76.205132   
 12433         NaN     2.224200e+05  0.000000   66.756501   63.340917   
 12434      806.29     2.224400e+06  0.000000  139.805784  137.549737   
 12435     2428.73     2.684070e+07  0.000000   86.812573   84.097857   
 12436  1986375.40     3.232161e+10  4.540667   23.545799   20.609962   
 12437         NaN     1.591600e+03  0.000000   57.725796   48.730055   
 12438         NaN     2.174200e+06  0.000000   84.954984   81.476119   
 12439         NaN     1.251480e+06  0.000000   27.271801   19.369264   
 12440    94278.96     2.546355e+06       NaN   81.974601   78.033886   
 12441    37191.96     3.365640e+07       NaN   93.997840   89.080413   
 12442         NaN     4.523750e+05  0.000000   78.386260   75.923640   
 12443         NaN     6.533062e+06  0.000000   83.972572   78.872014   
 12444    24183.16     3.981330e+07  0.000000   75.521909   72.381914   
 12445         NaN     3.837060e+06       NaN   72.091878   68.998303   
 12446         NaN     3.367200e+05       NaN   44.552061   39.049223   
 12447      811.96     1.097390e+06  0.000000  143.178410  140.776957   
 12448  3953869.80     8.411998e+08  0.610920   45.432977   34.442018   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000172  0.125995  20040707  
 1      0.000044  0.084323  20040707  
 2     -0.148191  0.062490  20040707  
 3     -0.193801  0.140495  20040707  
 4     -0.147345  0.121266  20040707  
 5      0.259957  0.492264  20040707  
 6      0.006995  0.043421  20040707  
 7      0.062115  0.098695  20040707  
 8      0.723700  1.121029  20040707  
 9     -0.073819  0.030199  20040707  
 10     0.176723  0.622347  20040707  
 11     0.450603  0.756966  20040707  
 12     0.057199  0.303618  20040707  
 13     0.289705  0.478290  20040707  
 14     0.000044  0.034992  20040707  
 15     0.026614  0.243776  20040707  
 16     0.394405  0.620246  20040707  
 17     0.134420  0.253866  20040707  
 18     0.325744  0.616728  20040707  
 19     0.015978  0.213584  20040707  
 20     0.370369  0.627795  20040707  
 21     0.053909  0.168386  20040707  
 22     0.463297  0.722124  20040707  
 23    -0.009849  0.287917  20040707  
 24     0.281375  0.558565  20040707  
 25     0.108824  0.314483  20040707  
 26     0.001381  0.167422  20040707  
 27     0.055425  0.392871  20040707  
 28     0.331891  0.451547  20040707  
 29     0.112579  0.362126  20040707  
 ...         ...       ...       ...  
 12419  0.000044  0.018972  20040707  
 12420  0.694161  0.917466  20040707  
 12421  0.671769  1.006877  20040707  
 12422  1.262170  1.363362  20040707  
 12423  0.270353  0.773282  20040707  
 12424  1.124601  1.413600  20040707  
 12425  0.902282  1.281288  20040707  
 12426  0.293645  0.485058  20040707  
 12427  1.069948  1.358266  20040707  
 12428  0.829483  1.228281  20040707  
 12429  1.005508  1.402785  20040707  
 12430  1.318191  1.584982  20040707  
 12431  0.036302  0.248133  20040707  
 12432  0.188609  0.660142  20040707  
 12433  0.442379  0.760128  20040707  
 12434  1.047944  1.252945  20040707  
 12435  0.459696  0.687367  20040707  
 12436  0.280122  0.380678  20040707  
 12437  1.130600  1.301029  20040707  
 12438  0.909189  1.131227  20040707  
 12439  0.000044  0.049622  20040707  
 12440  1.116019  1.395387  20040707  
 12441  1.363896  1.640878  20040707  
 12442  0.426546  0.630236  20040707  
 12443  0.778507  1.156177  20040707  
 12444  0.854872  1.035913  20040707  
 12445  0.580836  0.748003  20040707  
 12446  0.741987  1.032825  20040707  
 12447  0.915102  1.271590  20040707  
 12448  1.304537  1.486496  20040707  
 
 [12449 rows x 92 columns],
 '20040708':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.329            0.000               0.0   
 1      USA0011             0.416            0.000               0.0   
 2      USA0031             0.675            0.000               0.0   
 3      USA0062             0.871            0.432               0.0   
 4      USA00E2             0.718            0.000               0.0   
 5      USA00F1            -0.050            0.000               0.0   
 6      USA00G2            -0.379            0.000               0.0   
 7      USA00H1            -0.319            0.000               0.0   
 8      USA00I1             0.340            0.000               0.0   
 9      USA00J1             0.439            0.000               0.0   
 10     USA00K1             1.697            0.000               0.0   
 11     USA00P1            -0.358            0.000               0.0   
 12     USA00R1             0.120            0.000               0.0   
 13     USA00S1             0.184            0.000               0.0   
 14     USA00V1             0.084            0.000               0.0   
 15     USA0131             1.149            1.000               0.0   
 16     USA0161             0.414            1.000               0.0   
 17     USA01I1            -0.057            0.000               0.0   
 18     USA01J2             0.085            0.000               0.0   
 19     USA01L1             0.399            0.000               0.0   
 20     USA01P1             0.579            0.000               0.0   
 21     USA01Q1             0.428            0.000               0.0   
 22     USA0202             0.173            0.000               0.0   
 23     USA0231             0.561            0.000               0.0   
 24     USA0281             0.272            0.000               0.0   
 25     USA0291             0.420            0.000               0.0   
 26     USA02A1             0.198            0.000               0.0   
 27     USA02B1             0.288            0.000               0.0   
 28     USA02H1             0.030            0.000               0.0   
 29     USA02P1             0.306            0.144               0.0   
 ...        ...               ...              ...               ...   
 12420  USAZY41            -0.387            0.000               0.0   
 12421  USAZY51            -2.724            0.000               0.0   
 12422  USAZY61            -1.382            0.000               0.0   
 12423  USAZY71             2.741            0.000               0.0   
 12424  USAZYI1            -2.724            0.000               0.0   
 12425  USAZYJ1            -2.724            0.000               0.0   
 12426  USAZYK1            -1.105            0.000               0.0   
 12427  USAZYM1            -0.238            0.000               0.0   
 12428  USAZYR1            -0.484            0.000               0.0   
 12429  USAZYS1            -1.530            0.000               0.0   
 12430  USAZYT1            -2.724            0.000               0.0   
 12431  USAZYV1            -2.724            0.000               0.0   
 12432  USAZYX1             0.496            0.000               0.0   
 12433  USAZZ41            -0.568            0.000               0.0   
 12434  USAZZ51            -1.256            0.000               0.0   
 12435  USAZZ61            -1.619            0.000               0.0   
 12436  USAZZ71            -2.724            0.000               0.0   
 12437  USAZZ81             0.038            0.000               0.0   
 12438  USAZZ91            -0.825            0.000               0.0   
 12439  USAZZA1            -1.566            0.000               0.0   
 12440  USAZZB1            -0.084            0.000               0.0   
 12441  USAZZD1            -1.200            0.000               0.0   
 12442  USAZZF1             2.781            0.000               0.0   
 12443  USAZZI1            -0.548            0.000               0.0   
 12444  USAZZJ1            -0.551            0.000               0.0   
 12445  USAZZL1             2.781            0.000               0.0   
 12446  USAZZP1            -0.563            0.000               0.0   
 12447  USAZZR1            -1.430            0.000               0.0   
 12448  USAZZX1            -1.163            0.000               0.0   
 12449  USAZZY1            -2.724            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.961           0.000  ...           NaN          NaN   
 1            -1.960           0.000  ...           NaN          NaN   
 2            -2.249           0.000  ...           NaN       3000.0   
 3            -2.329           0.000  ...           NaN          NaN   
 4            -2.249           0.000  ...           NaN      18160.0   
 5            -1.446           0.000  ...           NaN        105.0   
 6            -1.945           0.000  ...           NaN          NaN   
 7            -1.842           0.000  ...           NaN          NaN   
 8            -0.545           0.000  ...           NaN          NaN   
 9            -2.101           0.865  ...           NaN      29000.0   
 10           -1.618           0.000  ...           NaN          NaN   
 11           -1.072           0.000  ...           NaN          NaN   
 12           -1.846           0.000  ...           NaN          NaN   
 13           -1.386           0.000  ...           NaN          NaN   
 14           -1.960           0.000  ...           NaN          NaN   
 15           -1.900           0.000  ...           NaN          NaN   
 16           -1.214           0.000  ...           NaN       2067.0   
 17           -1.693           0.000  ...           NaN       2670.0   
 18           -1.323           0.000  ...           NaN          NaN   
 19           -1.925           0.000  ...           NaN          NaN   
 20           -1.243           0.000  ...           NaN          NaN   
 21           -1.842           1.000  ...           NaN          NaN   
 22           -1.041           0.000  ...           NaN          NaN   
 23           -1.988           0.000  ...           NaN       2865.0   
 24           -1.405           0.000  ...           NaN          NaN   
 25           -1.747           0.000  ...           NaN          NaN   
 26           -1.957           0.000  ...           NaN          NaN   
 27           -1.848           0.000  ...           NaN          NaN   
 28           -1.308           0.000  ...           NaN       2553.0   
 29           -1.736           0.000  ...           NaN       4750.0   
 ...             ...             ...  ...           ...          ...   
 12420        -1.960           0.000  ...           NaN          NaN   
 12421        -0.653           0.000  ...           NaN        500.0   
 12422        -0.625           0.000  ...           NaN          NaN   
 12423         0.623           0.000  ...           NaN      10000.0   
 12424        -1.582           0.000  ...           NaN      15000.0   
 12425         0.199           0.000  ...           NaN       5000.0   
 12426        -0.176           0.000  ...           NaN       7000.0   
 12427        -1.376           0.000  ...           NaN          NaN   
 12428         0.193           0.000  ...           NaN      83675.0   
 12429        -0.318           0.000  ...           NaN          NaN   
 12430        -0.118           0.000  ...           NaN      39500.0   
 12431         0.442           0.000  ...           NaN      30240.0   
 12432        -1.779           0.000  ...           NaN       7700.0   
 12433        -1.597           0.000  ...           NaN      13500.0   
 12434        -1.073           0.000  ...           NaN          NaN   
 12435         0.111           0.000  ...           NaN       7319.0   
 12436        -1.144           0.000  ...           NaN      30000.0   
 12437        -1.415           1.000  ...           NaN      16000.0   
 12438         0.267           0.000  ...           NaN          NaN   
 12439        -0.161           0.000  ...           NaN          NaN   
 12440        -1.960           0.000  ...           NaN          NaN   
 12441         0.247           0.000  ...           NaN    6384419.0   
 12442         0.824           0.000  ...           NaN       1000.0   
 12443        -1.122           1.000  ...           NaN          NaN   
 12444        -0.432           0.000  ...           NaN          0.0   
 12445        -0.036           0.000  ...           NaN       2100.0   
 12446        -0.815           1.000  ...           NaN          NaN   
 12447        -0.483           0.000  ...           NaN          NaN   
 12448        -0.148           0.000  ...           NaN          NaN   
 12449         0.612           0.000  ...           NaN     188500.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.353111e+10  0.150875   16.322978   11.254093   
 1             NaN     6.218586e+09  0.000000   18.491874   13.026721   
 2             NaN     6.297186e+10  2.551521   27.466609   24.320056   
 3             NaN     3.052156e+10  2.047502   25.802159   23.494980   
 4             NaN     4.781729e+10  2.544248   23.379964   19.023369   
 5             NaN     1.829394e+11  0.420875   20.356944   17.430148   
 6             NaN     1.125215e+10  6.493506   22.031738   14.722009   
 7             NaN     6.825323e+10  0.000000   22.844233   16.697964   
 8             NaN     1.575338e+10  0.509771   40.617592   31.854317   
 9             NaN     4.367161e+10  1.629630   21.224145   18.101846   
 10            NaN     3.088860e+10  0.000000   40.181853   30.850601   
 11            NaN     2.386188e+10  1.337154   20.416168   15.948989   
 12            NaN     6.824342e+09  2.312139   15.122016   10.569310   
 13            NaN     2.169883e+10  1.213697   24.970059   22.073218   
 14            NaN     1.259061e+10  1.158301   14.910940    9.792813   
 15            NaN     4.003820e+10  1.565864   28.473493   25.082400   
 16            NaN     4.003820e+10  1.565864   29.191554   25.513554   
 17            NaN     2.179829e+10  0.171306   18.531935   15.979635   
 18            NaN     2.612916e+10  2.064451   28.940111   25.579572   
 19            NaN     9.985995e+10  3.102752   25.489028   19.838912   
 20            NaN     1.523691e+11  0.000000   33.762255   28.893081   
 21            NaN     1.236325e+11  1.980983   21.464522   18.221559   
 22            NaN     1.590497e+10  0.000000   36.475481   33.353180   
 23            NaN     8.987095e+10  0.000000   20.921317   17.126983   
 24            NaN     4.276108e+10  3.151733   24.182645   20.309204   
 25            NaN     2.523402e+10  0.000000   17.785474   13.666798   
 26            NaN     7.305725e+09  1.853225   12.182434    8.128634   
 27            NaN     7.305725e+09  1.853225   32.518732   30.308371   
 28            NaN     6.905003e+10  2.914798   22.172808   18.769108   
 29            NaN     3.342247e+11  2.469136   23.489676   20.393222   
 ...           ...              ...       ...         ...         ...   
 12420         NaN     5.056250e+06       NaN   21.521991   14.740649   
 12421     6498.19     7.982700e+06  0.000000   76.252370   73.614680   
 12422         NaN     2.231800e+06  0.000000   68.884325   65.118185   
 12423      221.15     7.356000e+05  0.000000   94.808966   90.588378   
 12424     4707.55     2.036000e+06  0.000000   81.360556   78.421440   
 12425     2031.71     3.644484e+07       NaN   86.644831   82.559057   
 12426      205.92     3.416150e+04       NaN   65.296354   60.438178   
 12427         NaN     2.270100e+06       NaN   71.371734   68.804696   
 12428    89186.28     2.025650e+07  0.000000  104.893699  101.424683   
 12429         NaN     5.030700e+01  0.000000   56.346846   50.124143   
 12430    12162.42     1.480500e+07  0.000000  125.562953  123.290187   
 12431     1865.81     1.335429e+07  0.000000  148.197052  145.502780   
 12432    96527.55     8.047600e+07  1.136364   44.555402   39.275829   
 12433    35289.06     3.545745e+06       NaN   78.056861   75.630123   
 12434         NaN     2.224200e+05  0.000000   66.611434   63.038195   
 12435      580.10     2.224400e+06  0.000000  140.048857  137.727415   
 12436     2711.45     3.041946e+07  0.000000   87.918122   85.211880   
 12437  1983268.20     3.253821e+10  4.540667   22.919913   19.830263   
 12438         NaN     1.591600e+03  0.000000   57.623190   48.559421   
 12439         NaN     2.174200e+06  0.000000   85.368236   81.773638   
 12440         NaN     1.251480e+06  0.000000   27.164601   19.314800   
 12441    76542.98     2.546355e+06       NaN   83.481940   79.773047   
 12442    28251.25     3.085170e+07       NaN   95.109835   89.771701   
 12443         NaN     4.523750e+05  0.000000   78.118941   75.638292   
 12444         NaN     6.531254e+06  0.000000   83.593040   78.487023   
 12445    23607.93     3.467610e+07  0.000000   77.388680   73.942401   
 12446         NaN     3.837060e+06       NaN   72.019211   68.920527   
 12447         NaN     3.367200e+05       NaN   44.778808   39.074795   
 12448         NaN     1.097390e+06  0.000000  143.331588  140.884049   
 12449  4011184.90     8.362588e+08  0.610920   46.557587   35.006220   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000122  0.133744  20040708  
 1      0.000069  0.090490  20040708  
 2     -0.145526  0.092995  20040708  
 3     -0.185948  0.168144  20040708  
 4     -0.145395  0.146208  20040708  
 5      0.259626  0.485621  20040708  
 6      0.007878  0.040890  20040708  
 7      0.059798  0.094208  20040708  
 8      0.714148  1.111475  20040708  
 9     -0.070801  0.050600  20040708  
 10     0.172869  0.646552  20040708  
 11     0.447918  0.747674  20040708  
 12     0.057664  0.309473  20040708  
 13     0.289977  0.480666  20040708  
 14     0.000069  0.039238  20040708  
 15     0.030444  0.268685  20040708  
 16     0.376502  0.606630  20040708  
 17     0.134837  0.254347  20040708  
 18     0.321783  0.620259  20040708  
 19     0.017827  0.234238  20040708  
 20     0.362080  0.627453  20040708  
 21     0.059737  0.179479  20040708  
 22     0.463576  0.729691  20040708  
 23    -0.013849  0.293540  20040708  
 24     0.280302  0.556951  20040708  
 25     0.107887  0.327769  20040708  
 26     0.001688  0.177100  20040708  
 27     0.056756  0.400407  20040708  
 28     0.329321  0.456213  20040708  
 29     0.113266  0.373294  20040708  
 ...         ...       ...       ...  
 12420  0.000069  0.025013  20040708  
 12421  0.659595  0.830749  20040708  
 12422  0.673403  0.993536  20040708  
 12423  1.302973  1.495031  20040708  
 12424  0.190888  0.623266  20040708  
 12425  1.089491  1.337354  20040708  
 12426  0.900262  1.272403  20040708  
 12427  0.294666  0.499084  20040708  
 12428  1.086128  1.370723  20040708  
 12429  0.828436  1.231827  20040708  
 12430  0.929373  1.233131  20040708  
 12431  1.211821  1.444151  20040708  
 12432  0.091412  0.309463  20040708  
 12433  0.183506  0.603757  20040708  
 12434  0.447607  0.780012  20040708  
 12435  1.044941  1.211689  20040708  
 12436  0.411691  0.654763  20040708  
 12437  0.275253  0.386563  20040708  
 12438  1.123696  1.280155  20040708  
 12439  0.907932  1.132522  20040708  
 12440  0.000069  0.081143  20040708  
 12441  1.113728  1.340977  20040708  
 12442  1.404778  1.736534  20040708  
 12443  0.422760  0.638377  20040708  
 12444  0.770809  1.135187  20040708  
 12445  0.970864  1.169791  20040708  
 12446  0.577981  0.765559  20040708  
 12447  0.745494  1.033683  20040708  
 12448  0.914133  1.267125  20040708  
 12449  1.297801  1.460767  20040708  
 
 [12450 rows x 92 columns],
 '20040709':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.865            0.000               0.0   
 1      USA0011            -0.532            0.000               0.0   
 2      USA0031            -0.455            0.000               0.0   
 3      USA0062             0.534            0.432               0.0   
 4      USA00E2            -0.788            0.000               0.0   
 5      USA00F1            -0.087            0.000               0.0   
 6      USA00G2             0.115            0.000               0.0   
 7      USA00H1            -0.458            0.000               0.0   
 8      USA00I1             0.489            0.000               0.0   
 9      USA00J1             0.147            0.000               0.0   
 10     USA00K1             0.680            0.000               0.0   
 11     USA00P1             0.105            0.000               0.0   
 12     USA00R1             0.094            0.000               0.0   
 13     USA00S1             0.090            0.000               0.0   
 14     USA00V1            -0.716            0.000               0.0   
 15     USA0131             0.672            1.000               0.0   
 16     USA0161            -0.412            1.000               0.0   
 17     USA01I1            -0.339            0.000               0.0   
 18     USA01J2             0.429            0.000               0.0   
 19     USA01L1             0.114            0.000               0.0   
 20     USA01P1             0.348            0.000               0.0   
 21     USA01Q1             0.123            0.000               0.0   
 22     USA0202            -0.322            0.000               0.0   
 23     USA0231             0.260            0.000               0.0   
 24     USA0281             0.463            0.000               0.0   
 25     USA0291             0.361            0.000               0.0   
 26     USA02A1             0.275            0.000               0.0   
 27     USA02B1             2.818            0.000               0.0   
 28     USA02H1            -0.191            0.000               0.0   
 29     USA02P1             0.755            0.144               0.0   
 ...        ...               ...              ...               ...   
 12422  USAZY41            -0.259            0.000               0.0   
 12423  USAZY51            -2.798            0.000               0.0   
 12424  USAZY61             0.270            0.000               0.0   
 12425  USAZY71             0.616            0.000               0.0   
 12426  USAZYI1             2.818            0.000               0.0   
 12427  USAZYJ1            -0.399            0.000               0.0   
 12428  USAZYK1             0.781            0.000               0.0   
 12429  USAZYM1             0.056            0.000               0.0   
 12430  USAZYR1            -1.254            0.000               0.0   
 12431  USAZYS1             0.727            0.000               0.0   
 12432  USAZYT1             2.818            0.000               0.0   
 12433  USAZYV1             2.818            0.000               0.0   
 12434  USAZYX1             2.258            0.000               0.0   
 12435  USAZZ41            -2.798            0.000               0.0   
 12436  USAZZ51             0.619            0.000               0.0   
 12437  USAZZ61             0.818            0.000               0.0   
 12438  USAZZ71             2.080            0.000               0.0   
 12439  USAZZ81            -0.588            0.000               0.0   
 12440  USAZZ91             0.752            0.000               0.0   
 12441  USAZZA1             0.766            0.000               0.0   
 12442  USAZZB1             0.565            0.000               0.0   
 12443  USAZZD1             2.738            0.000               0.0   
 12444  USAZZF1            -2.798            0.000               0.0   
 12445  USAZZI1             2.705            0.000               0.0   
 12446  USAZZJ1            -2.511            0.000               0.0   
 12447  USAZZL1            -0.007            0.000               0.0   
 12448  USAZZP1             0.399            0.000               0.0   
 12449  USAZZR1             0.568            0.000               0.0   
 12450  USAZZX1             0.246            0.000               0.0   
 12451  USAZZY1             0.421            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.958           0.000  ...           NaN          NaN   
 1            -1.957           0.000  ...           NaN          NaN   
 2            -2.245           0.000  ...           NaN       3000.0   
 3            -2.328           0.000  ...           NaN          NaN   
 4            -2.245           0.000  ...           NaN      18160.0   
 5            -1.447           0.000  ...           NaN        105.0   
 6            -1.942           0.000  ...           NaN          NaN   
 7            -1.839           0.000  ...           NaN          NaN   
 8            -0.549           0.000  ...           NaN          NaN   
 9            -2.098           0.865  ...           NaN      29000.0   
 10           -1.616           0.000  ...           NaN          NaN   
 11           -1.073           0.000  ...           NaN          NaN   
 12           -1.844           0.000  ...           NaN          NaN   
 13           -1.388           0.000  ...           NaN          NaN   
 14           -1.957           0.000  ...           NaN          NaN   
 15           -1.901           0.000  ...           NaN          NaN   
 16           -1.201           0.000  ...           NaN        960.0   
 17           -1.694           0.000  ...           NaN       2670.0   
 18           -1.323           0.000  ...           NaN          NaN   
 19           -1.923           0.000  ...           NaN          NaN   
 20           -1.242           0.000  ...           NaN          NaN   
 21           -1.840           1.000  ...           NaN          NaN   
 22           -1.048           0.000  ...           NaN          NaN   
 23           -1.986           0.000  ...           NaN       2865.0   
 24           -1.404           0.000  ...           NaN          NaN   
 25           -1.745           0.000  ...           NaN          NaN   
 26           -1.954           0.000  ...           NaN          NaN   
 27           -1.872           0.000  ...           NaN         45.0   
 28           -1.311           0.000  ...           NaN       2553.0   
 29           -1.735           0.000  ...           NaN       4750.0   
 ...             ...             ...  ...           ...          ...   
 12422        -1.957           0.000  ...           NaN          NaN   
 12423        -0.640           0.000  ...           NaN       4000.0   
 12424        -0.626           0.000  ...           NaN          NaN   
 12425         0.619           0.000  ...           NaN          NaN   
 12426        -1.635           0.000  ...           NaN      30001.0   
 12427         0.194           0.000  ...           NaN          NaN   
 12428        -0.176           0.000  ...           NaN       2000.0   
 12429        -1.377           0.000  ...           NaN          NaN   
 12430         0.197           0.000  ...           NaN      22507.0   
 12431        -0.318           0.000  ...           NaN          NaN   
 12432        -0.146           0.000  ...           NaN       7300.0   
 12433         0.409           0.000  ...           NaN       4000.0   
 12434        -1.848           0.000  ...           NaN      22400.0   
 12435        -1.563           0.000  ...           NaN      38000.0   
 12436        -1.073           0.000  ...           NaN          NaN   
 12437         0.114           0.000  ...           NaN      16450.0   
 12438        -1.153           0.000  ...           NaN      35683.0   
 12439        -1.405           1.000  ...           NaN      14800.0   
 12440         0.267           0.000  ...           NaN          NaN   
 12441        -0.169           0.000  ...           NaN          NaN   
 12442        -1.957           0.000  ...           NaN          NaN   
 12443         0.222           0.000  ...           NaN    3162000.0   
 12444         0.838           0.000  ...           NaN       1050.0   
 12445        -1.138           1.000  ...           NaN        226.0   
 12446        -0.403           0.000  ...           NaN          0.0   
 12447        -0.041           0.000  ...           NaN          NaN   
 12448        -0.813           1.000  ...           NaN          NaN   
 12449        -0.484           0.000  ...           NaN          NaN   
 12450        -0.150           0.000  ...           NaN      25800.0   
 12451         0.597           0.000  ...           NaN      54300.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.477055e+10  0.150875   16.082025   11.112721   
 1             NaN     6.243737e+09  0.000000   18.232003   12.918317   
 2             NaN     6.237778e+10  2.551521   26.846237   23.804866   
 3             NaN     3.108836e+10  2.047502   25.284560   23.088347   
 4             NaN     4.833719e+10  2.544248   22.870310   18.622658   
 5             NaN     1.825481e+11  0.420875   19.869750   17.033225   
 6             NaN     1.140292e+10  6.493506   21.409409   14.408785   
 7             NaN     6.862445e+10  0.000000   22.300681   16.367211   
 8             NaN     1.608057e+10  0.509771   39.630230   31.196180   
 9             NaN     4.348515e+10  1.629630   20.576005   17.691125   
 10            NaN     3.137623e+10  0.000000   39.144001   30.232891   
 11            NaN     2.389728e+10  1.337154   19.903490   15.580515   
 12            NaN     6.805564e+09  2.312139   14.698378   10.333475   
 13            NaN     2.165646e+10  1.213697   24.400987   21.599386   
 14            NaN     1.218316e+10  1.158301   14.813500    9.795325   
 15            NaN     4.009428e+10  1.565864   27.864197   24.600046   
 16            NaN     4.009428e+10  1.565864   28.522096   24.966355   
 17            NaN     2.128933e+10  0.171306   18.128782   15.643040   
 18            NaN     2.631694e+10  2.064451   28.274195   25.013524   
 19            NaN     1.005018e+11  3.102752   24.806101   19.416575   
 20            NaN     1.536749e+11  0.000000   32.908431   28.273365   
 21            NaN     1.247574e+11  1.980983   20.892523   17.779655   
 22            NaN     1.629586e+10  0.000000   35.587048   32.589033   
 23            NaN     9.202171e+10  0.000000   20.415800   16.778131   
 24            NaN     4.308101e+10  3.151733   23.639807   19.913995   
 25            NaN     2.499255e+10  0.000000   17.388456   13.446616   
 26            NaN     7.377377e+09  1.853225   11.869110    7.998363   
 27            NaN     7.377377e+09  1.853225   33.299863   31.007610   
 28            NaN     6.784273e+10  2.914798   21.661165   18.373395   
 29            NaN     3.391801e+11  2.469136   23.034167   19.981020   
 ...           ...              ...       ...         ...         ...   
 12422         NaN     5.056250e+06       NaN   20.891598   14.402208   
 12423     6720.01     8.253300e+06  0.000000   75.474169   72.938754   
 12424         NaN     2.231800e+06  0.000000   66.919061   63.361671   
 12425         NaN     7.356000e+05  0.000000   92.455411   88.481257   
 12426     4884.83     1.654250e+06  0.000000   80.729042   78.167930   
 12427         NaN     3.644484e+07       NaN   81.842174   78.227670   
 12428      205.96     3.416150e+04       NaN   63.243959   58.421238   
 12429         NaN     2.270100e+06       NaN   69.755195   67.320915   
 12430    84244.50     2.062480e+07  0.000000  102.649275   99.375949   
 12431         NaN     5.030700e+01  0.000000   55.092545   49.069890   
 12432    11969.76     1.381800e+07  0.000000  123.453489  121.189828   
 12433     1773.58     1.187048e+07  0.000000  145.827374  143.353464   
 12434   116664.45     6.946896e+07  1.136364   50.886383   46.192744   
 12435    35337.01     3.714590e+06       NaN   76.585940   74.132030   
 12436         NaN     2.224200e+05  0.000000   64.533909   61.126145   
 12437      580.77     2.224400e+06  0.000000  137.330803  135.137401   
 12438     3522.43     2.982300e+07  0.000000   85.725639   83.269697   
 12439  1946962.60     3.273415e+10  4.540667   25.380217   22.832345   
 12440         NaN     1.591600e+03  0.000000   56.111030   47.384510   
 12441         NaN     2.174200e+06  0.000000   83.199186   79.803184   
 12442         NaN     1.251480e+06  0.000000   26.384088   18.894687   
 12443    69963.89     2.037084e+06       NaN   82.630476   78.945695   
 12444    22740.57     3.272150e+07       NaN   92.991957   88.088348   
 12445       69.46     4.347500e+05  0.000000   77.107155   74.648581   
 12446         NaN     6.793030e+06  0.000000   81.884891   76.965816   
 12447         NaN     3.467610e+07  0.000000   75.693957   72.350538   
 12448         NaN     3.837060e+06       NaN   70.132807   67.191510   
 12449         NaN     3.367200e+05       NaN   43.645558   38.226145   
 12450      730.14     1.097390e+06  0.000000  140.680612  138.316850   
 12451  3916027.90     8.337884e+08  0.610920   45.353592   34.273800   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000137  0.151179  20040709  
 1      0.000060  0.070086  20040709  
 2     -0.145410  0.076385  20040709  
 3     -0.187602  0.170705  20040709  
 4     -0.145484  0.121424  20040709  
 5      0.258191  0.479591  20040709  
 6      0.007536  0.048191  20040709  
 7      0.060078  0.083688  20040709  
 8      0.712418  1.120973  20040709  
 9     -0.071194  0.054226  20040709  
 10     0.172793  0.651738  20040709  
 11     0.447029  0.749775  20040709  
 12     0.057156  0.309309  20040709  
 13     0.288095  0.476865  20040709  
 14     0.000060  0.020092  20040709  
 15     0.028647  0.270678  20040709  
 16     0.382285  0.587749  20040709  
 17     0.133242  0.241485  20040709  
 18     0.320784  0.626060  20040709  
 19     0.017145  0.226540  20040709  
 20     0.361604  0.625982  20040709  
 21     0.059158  0.177049  20040709  
 22     0.459932  0.716412  20040709  
 23    -0.014270  0.296321  20040709  
 24     0.279683  0.559043  20040709  
 25     0.107409  0.331415  20040709  
 26     0.001577  0.182238  20040709  
 27     0.042908  0.447675  20040709  
 28     0.327016  0.449579  20040709  
 29     0.112240  0.385270  20040709  
 ...         ...       ...       ...  
 12422  0.000060  0.026388  20040709  
 12423  0.666354  0.783729  20040709  
 12424  0.673200  1.008533  20040709  
 12425  1.303111  1.497160  20040709  
 12426  0.163263  0.670782  20040709  
 12427  1.087977  1.334810  20040709  
 12428  0.900992  1.313405  20040709  
 12429  0.293587  0.508650  20040709  
 12430  1.089390  1.339344  20040709  
 12431  0.829009  1.278704  20040709  
 12432  0.916258  1.319418  20040709  
 12433  1.196759  1.451917  20040709  
 12434  0.055209  0.355089  20040709  
 12435  0.199513  0.570323  20040709  
 12436  0.447102  0.807434  20040709  
 12437  1.047639  1.252019  20040709  
 12438  0.406744  0.753590  20040709  
 12439  0.279214  0.373623  20040709  
 12440  1.124865  1.298620  20040709  
 12441  0.904306  1.177759  20040709  
 12442  0.000060  0.103167  20040709  
 12443  1.102032  1.393853  20040709  
 12444  1.413695  1.638843  20040709  
 12445  0.414356  0.699507  20040709  
 12446  0.786003  1.102213  20040709  
 12447  0.969123  1.209231  20040709  
 12448  0.578957  0.786716  20040709  
 12449  0.744962  1.060672  20040709  
 12450  0.914254  1.295507  20040709  
 12451  1.291792  1.488089  20040709  
 
 [12452 rows x 92 columns],
 '20040712':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.591            0.000               0.0   
 1      USA0011             0.404            0.000               0.0   
 2      USA0031            -0.364            0.000               0.0   
 3      USA0062            -0.203            0.432               0.0   
 4      USA00E2            -0.513            0.000               0.0   
 5      USA00F1             0.351            0.000               0.0   
 6      USA00G2             1.416            0.000               0.0   
 7      USA00H1             0.272            0.000               0.0   
 8      USA00I1            -1.728            0.000               0.0   
 9      USA00J1             0.174            0.000               0.0   
 10     USA00K1            -2.492            0.000               0.0   
 11     USA00P1            -0.340            0.000               0.0   
 12     USA00R1            -0.035            0.000               0.0   
 13     USA00S1            -1.717            0.000               0.0   
 14     USA00V1             0.008            0.000               0.0   
 15     USA0131             0.264            1.000               0.0   
 16     USA0161             0.558            1.000               0.0   
 17     USA01I1            -0.123            0.000               0.0   
 18     USA01J2            -0.004            0.000               0.0   
 19     USA01L1            -0.262            0.000               0.0   
 20     USA01P1            -0.939            0.000               0.0   
 21     USA01Q1             0.171            0.000               0.0   
 22     USA0202            -1.030            0.000               0.0   
 23     USA0231            -0.872            0.000               0.0   
 24     USA0281             0.314            0.000               0.0   
 25     USA0291            -0.818            0.000               0.0   
 26     USA02A1            -0.296            0.000               0.0   
 27     USA02B1            -0.280            0.000               0.0   
 28     USA02H1             0.510            0.000               0.0   
 29     USA02P1             0.375            0.144               0.0   
 ...        ...               ...              ...               ...   
 12419  USAZY41             0.475            0.000               0.0   
 12420  USAZY51            -0.040            0.000               0.0   
 12421  USAZY61             0.236            0.000               0.0   
 12422  USAZY71            -0.542            0.000               0.0   
 12423  USAZYI1            -2.737            0.000               0.0   
 12424  USAZYJ1            -0.162            0.000               0.0   
 12425  USAZYK1            -0.385            0.000               0.0   
 12426  USAZYM1            -0.261            0.000               0.0   
 12427  USAZYR1             2.774            0.000               0.0   
 12428  USAZYS1            -0.720            0.000               0.0   
 12429  USAZYT1             2.456            0.000               0.0   
 12430  USAZYV1             2.774            0.000               0.0   
 12431  USAZYX1             1.733            0.000               0.0   
 12432  USAZZ41             2.774            0.000               0.0   
 12433  USAZZ51            -0.559            0.000               0.0   
 12434  USAZZ61            -0.212            0.000               0.0   
 12435  USAZZ71            -0.479            0.000               0.0   
 12436  USAZZ81            -0.239            0.000               0.0   
 12437  USAZZ91            -0.747            0.000               0.0   
 12438  USAZZA1            -0.369            0.000               0.0   
 12439  USAZZB1            -0.940            0.000               0.0   
 12440  USAZZD1            -0.347            0.000               0.0   
 12441  USAZZF1             1.674            0.000               0.0   
 12442  USAZZI1            -0.433            0.000               0.0   
 12443  USAZZJ1            -2.737            0.000               0.0   
 12444  USAZZL1            -1.103            0.000               0.0   
 12445  USAZZP1            -0.295            0.000               0.0   
 12446  USAZZR1            -0.630            0.000               0.0   
 12447  USAZZX1             2.774            0.000               0.0   
 12448  USAZZY1             0.013            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.956           0.000  ...           NaN          NaN   
 1            -1.956           0.000  ...           NaN          NaN   
 2            -2.245           0.000  ...           NaN       3000.0   
 3            -2.331           0.000  ...           NaN          NaN   
 4            -2.246           0.000  ...           NaN      18160.0   
 5            -1.446           0.000  ...           NaN        105.0   
 6            -1.941           0.000  ...           NaN       1880.0   
 7            -1.837           0.000  ...           NaN          NaN   
 8            -0.545           0.000  ...           NaN          NaN   
 9            -2.098           0.865  ...           NaN      29000.0   
 10           -1.614           0.000  ...           NaN          NaN   
 11           -1.073           0.000  ...           NaN          NaN   
 12           -1.844           0.000  ...           NaN          NaN   
 13           -1.384           0.000  ...           NaN        545.0   
 14           -1.956           0.000  ...           NaN          NaN   
 15           -1.901           0.000  ...           NaN          NaN   
 16           -1.197           0.000  ...           NaN        100.0   
 17           -1.693           0.000  ...           NaN       2670.0   
 18           -1.320           0.000  ...           NaN          NaN   
 19           -1.923           0.000  ...           NaN          NaN   
 20           -1.241           0.000  ...           NaN          NaN   
 21           -1.839           1.000  ...           NaN          NaN   
 22           -1.051           0.000  ...           NaN          NaN   
 23           -1.986           0.000  ...           NaN       2865.0   
 24           -1.402           0.000  ...           NaN          NaN   
 25           -1.744           0.000  ...           NaN          NaN   
 26           -1.953           0.000  ...           NaN          NaN   
 27           -1.876           0.000  ...           NaN          NaN   
 28           -1.315           0.000  ...           NaN       2553.0   
 29           -1.734           0.000  ...           NaN       4750.0   
 ...             ...             ...  ...           ...          ...   
 12419        -1.956           0.000  ...           NaN          NaN   
 12420        -0.638           0.000  ...           NaN          NaN   
 12421        -0.624           0.000  ...           NaN       2000.0   
 12422         0.625           0.000  ...           NaN      18500.0   
 12423        -1.625           0.000  ...           NaN      15600.0   
 12424         0.198           0.000  ...           NaN          NaN   
 12425        -0.206           0.000  ...           NaN       2200.0   
 12426        -1.378           0.000  ...           NaN          NaN   
 12427         0.207           0.000  ...           NaN     295667.0   
 12428        -0.316           0.000  ...           NaN          NaN   
 12429        -0.139           0.000  ...           NaN      60300.0   
 12430         0.403           0.000  ...           NaN       1240.0   
 12431        -1.851           0.000  ...           NaN       2000.0   
 12432        -1.565           0.000  ...           NaN     232008.0   
 12433        -1.075           0.000  ...           NaN          NaN   
 12434         0.119           0.000  ...           NaN     352310.0   
 12435        -1.156           0.000  ...           NaN          NaN   
 12436        -1.404           1.000  ...           NaN      23500.0   
 12437         0.272           0.000  ...           NaN          NaN   
 12438        -0.151           0.000  ...           NaN      10000.0   
 12439        -1.956           0.000  ...           NaN          NaN   
 12440         0.227           0.000  ...           NaN    2772300.0   
 12441         0.845           0.000  ...           NaN       3755.0   
 12442        -1.148           1.000  ...           NaN          NaN   
 12443        -0.409           0.000  ...           NaN          0.0   
 12444        -0.035           0.000  ...           NaN      25000.0   
 12445        -0.827           1.000  ...           NaN          NaN   
 12446        -0.483           0.000  ...           NaN          NaN   
 12447        -0.149           0.000  ...           NaN     225000.0   
 12448         0.605           0.000  ...           NaN      64200.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.477055e+10  0.150875   15.919104   11.031695   
 1             NaN     6.294039e+09  0.000000   18.025444   12.767420   
 2             NaN     6.315946e+10  2.551521   26.465768   23.420710   
 3             NaN     3.083931e+10  2.047502   24.988861   22.785825   
 4             NaN     4.785728e+10  2.544248   22.631391   18.405691   
 5             NaN     1.841135e+11  0.420875   19.524017   16.734425   
 6             NaN     1.208535e+10  6.493506   22.073408   14.891859   
 7             NaN     6.909807e+10  0.000000   21.957418   16.088950   
 8             NaN     1.585005e+10  0.509771   39.156227   30.841023   
 9             NaN     4.389049e+10  1.629630   20.248547   17.369679   
 10            NaN     3.056912e+10  0.000000   39.551070   30.284790   
 11            NaN     2.388548e+10  1.337154   19.344524   15.268289   
 12            NaN     6.815505e+09  2.312139   14.454289   10.171792   
 13            NaN     2.170825e+10  1.213697   24.351044   21.562845   
 14            NaN     1.219834e+10  1.158301   14.604807    9.618713   
 15            NaN     4.022248e+10  1.565864   27.318670   24.091007   
 16            NaN     4.022248e+10  1.565864   27.985716   24.553069   
 17            NaN     2.066292e+10  0.171306   17.783579   15.343287   
 18            NaN     2.670958e+10  2.064451   27.685574   24.561937   
 19            NaN     1.003413e+11  3.102752   24.347232   19.088150   
 20            NaN     1.532625e+11  0.000000   32.496153   27.911509   
 21            NaN     1.242928e+11  1.980983   20.493824   17.566407   
 22            NaN     1.598584e+10  0.000000   35.124090   32.180494   
 23            NaN     9.084391e+10  0.000000   20.310141   16.582640   
 24            NaN     4.323098e+10  3.151733   23.151892   19.562004   
 25            NaN     2.617577e+10  0.000000   17.287586   13.301113   
 26            NaN     7.377377e+09  1.853225   11.642069    7.870157   
 27            NaN     7.377377e+09  1.853225   32.709333   30.467622   
 28            NaN     6.829060e+10  2.914798   21.368208   18.104763   
 29            NaN     3.437138e+11  2.469136   22.612755   19.651673   
 ...           ...              ...       ...         ...         ...   
 12419         NaN     5.056250e+06       NaN   20.758974   14.346913   
 12420         NaN     8.253300e+06  0.000000   74.475096   72.144752   
 12421       47.62     2.231800e+06  0.000000   66.829165   63.432361   
 12422      233.11     7.356000e+05  0.000000   90.910342   87.095940   
 12423     5130.96     1.781500e+06  0.000000   79.919043   77.216042   
 12424         NaN     3.644484e+07       NaN   80.997691   77.565891   
 12425      215.77     3.416150e+04       NaN   62.855272   58.389688   
 12426         NaN     2.270100e+06       NaN   68.026159   65.603506   
 12427    93810.39     1.951990e+07  0.000000  101.467211   98.143568   
 12428         NaN     5.030700e+01  0.000000   53.910418   48.156373   
 12429    12777.01     1.332450e+07  0.000000  121.815837  119.625383   
 12430     1862.17     1.038667e+07  0.000000  144.325576  141.954943   
 12431   119004.95     6.827480e+07  1.136364   50.289120   45.737854   
 12432    35535.12     3.376900e+06       NaN   76.123809   73.812404   
 12433         NaN     2.224200e+05  0.000000   63.464813   60.151646   
 12434      658.02     2.224400e+06  0.000000  135.476924  133.377200   
 12435         NaN     2.982300e+07  0.000000   84.643253   82.301748   
 12436  1924503.40     3.281782e+10  4.540667   29.848853   27.796907   
 12437         NaN     1.591600e+03  0.000000   54.947699   46.496096   
 12438     6729.74     2.174200e+06  0.000000   82.101254   78.834793   
 12439         NaN     1.251480e+06  0.000000   26.162202   18.660469   
 12440    71128.30     2.037084e+06       NaN   79.366671   75.733346   
 12441    19571.82     3.085170e+07       NaN   92.478423   87.712079   
 12442         NaN     4.347500e+05  0.000000   75.173719   72.880495   
 12443         NaN     6.990369e+06  0.000000   80.872020   76.147817   
 12444    23936.40     3.510420e+07  0.000000   74.425123   71.285602   
 12445         NaN     3.837060e+06       NaN   69.004329   66.137130   
 12446         NaN     3.367200e+05       NaN   42.631861   37.377998   
 12447      755.80     9.876510e+05  0.000000  139.280716  136.891061   
 12448  3876748.10     8.381117e+08  0.610920   44.307775   33.670823   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000140  0.148432  20040712  
 1      0.000060  0.083052  20040712  
 2     -0.145996  0.066152  20040712  
 3     -0.189427  0.152440  20040712  
 4     -0.146581  0.110141  20040712  
 5      0.257603  0.480229  20040712  
 6      0.007413  0.069625  20040712  
 7      0.060372  0.086201  20040712  
 8      0.713025  1.083554  20040712  
 9     -0.071583  0.049039  20040712  
 10     0.172983  0.595744  20040712  
 11     0.446431  0.737321  20040712  
 12     0.056617  0.303331  20040712  
 13     0.289135  0.442380  20040712  
 14     0.000060  0.021882  20040712  
 15     0.027912  0.265113  20040712  
 16     0.383310  0.600532  20040712  
 17     0.132787  0.236724  20040712  
 18     0.321223  0.621472  20040712  
 19     0.016858  0.210927  20040712  
 20     0.361277  0.598341  20040712  
 21     0.059097  0.194023  20040712  
 22     0.457218  0.698304  20040712  
 23    -0.015151  0.265871  20040712  
 24     0.280181  0.555713  20040712  
 25     0.107153  0.303042  20040712  
 26     0.001533  0.167798  20040712  
 27     0.040663  0.418954  20040712  
 28     0.323918  0.461059  20040712  
 29     0.111972  0.380061  20040712  
 ...         ...       ...       ...  
 12419  0.000060  0.036693  20040712  
 12420  0.666168  0.834628  20040712  
 12421  0.672947  1.000168  20040712  
 12422  1.304161  1.488728  20040712  
 12423  0.167301  0.609258  20040712  
 12424  1.088534  1.339108  20040712  
 12425  0.884438  1.285757  20040712  
 12426  0.291937  0.511786  20040712  
 12427  1.093138  1.417202  20040712  
 12428  0.828766  1.247757  20040712  
 12429  0.917904  1.330294  20040712  
 12430  1.191776  1.455596  20040712  
 12431  0.053116  0.424741  20040712  
 12432  0.197427  0.666312  20040712  
 12433  0.445271  0.792826  20040712  
 12434  1.048319  1.245067  20040712  
 12435  0.404324  0.689306  20040712  
 12436  0.279123  0.382493  20040712  
 12437  1.125935  1.274443  20040712  
 12438  0.911922  1.158305  20040712  
 12439  0.000060  0.074383  20040712  
 12440  1.102889  1.387033  20040712  
 12441  1.415390  1.729115  20040712  
 12442  0.408434  0.663962  20040712  
 12443  0.781657  1.076598  20040712  
 12444  0.970782  1.183413  20040712  
 12445  0.570491  0.762896  20040712  
 12446  0.744067  1.046680  20040712  
 12447  0.912991  1.352168  20040712  
 12448  1.294107  1.491533  20040712  
 
 [12449 rows x 92 columns],
 '20040713':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.146            0.000               0.0   
 1      USA0011             0.244            0.000               0.0   
 2      USA0031            -0.284            0.000               0.0   
 3      USA0062            -0.102            0.432               0.0   
 4      USA00E2             0.098            0.000               0.0   
 5      USA00F1            -0.163            0.000               0.0   
 6      USA00G2            -0.475            0.000               0.0   
 7      USA00H1             0.200            0.000               0.0   
 8      USA00I1             0.160            0.000               0.0   
 9      USA00J1            -0.436            0.000               0.0   
 10     USA00K1            -0.753            0.000               0.0   
 11     USA00P1            -0.410            0.000               0.0   
 12     USA00R1            -0.231            0.000               0.0   
 13     USA00S1            -0.061            0.000               0.0   
 14     USA00V1             0.060            0.000               0.0   
 15     USA0131             0.041            1.000               0.0   
 16     USA0161            -0.080            1.000               0.0   
 17     USA01I1             0.211            0.000               0.0   
 18     USA01J2            -0.076            0.000               0.0   
 19     USA01L1            -0.340            0.000               0.0   
 20     USA01P1            -0.181            0.000               0.0   
 21     USA01Q1            -0.348            0.000               0.0   
 22     USA0202            -0.027            0.000               0.0   
 23     USA0231            -0.104            0.000               0.0   
 24     USA0281            -0.007            0.000               0.0   
 25     USA0291             0.194            0.000               0.0   
 26     USA02A1            -0.021            0.000               0.0   
 27     USA02B1            -1.273            0.000               0.0   
 28     USA02H1            -0.377            0.000               0.0   
 29     USA02P1            -0.293            0.144               0.0   
 ...        ...               ...              ...               ...   
 12419  USAZY41             0.360            0.000               0.0   
 12420  USAZY51             0.364            0.000               0.0   
 12421  USAZY61            -0.024            0.000               0.0   
 12422  USAZY71             2.526            0.000               0.0   
 12423  USAZYI1             1.852            0.000               0.0   
 12424  USAZYJ1            -0.353            0.000               0.0   
 12425  USAZYK1            -0.164            0.000               0.0   
 12426  USAZYM1             0.225            0.000               0.0   
 12427  USAZYR1            -2.781            0.000               0.0   
 12428  USAZYS1            -0.759            0.000               0.0   
 12429  USAZYT1            -2.781            0.000               0.0   
 12430  USAZYV1             2.070            0.000               0.0   
 12431  USAZYX1            -2.158            0.000               0.0   
 12432  USAZZ41             2.519            0.000               0.0   
 12433  USAZZ51             2.156            0.000               0.0   
 12434  USAZZ61             2.402            0.000               0.0   
 12435  USAZZ71             2.249            0.000               0.0   
 12436  USAZZ81             0.935            0.000               0.0   
 12437  USAZZ91            -0.424            0.000               0.0   
 12438  USAZZA1            -0.615            0.000               0.0   
 12439  USAZZB1             0.262            0.000               0.0   
 12440  USAZZD1            -2.781            0.000               0.0   
 12441  USAZZF1             2.567            0.000               0.0   
 12442  USAZZI1            -0.206            0.000               0.0   
 12443  USAZZJ1            -0.489            0.000               0.0   
 12444  USAZZL1             0.506            0.000               0.0   
 12445  USAZZP1            -0.227            0.000               0.0   
 12446  USAZZR1            -0.796            0.000               0.0   
 12447  USAZZX1             0.032            0.000               0.0   
 12448  USAZZY1             0.501            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.955           0.000  ...           NaN          NaN   
 1            -1.955           0.000  ...           NaN          NaN   
 2            -2.244           0.000  ...           NaN       3000.0   
 3            -2.330           0.000  ...           NaN          NaN   
 4            -2.247           0.000  ...           NaN      18160.0   
 5            -1.445           0.000  ...           NaN        105.0   
 6            -1.940           0.000  ...           NaN          NaN   
 7            -1.835           0.000  ...           NaN          NaN   
 8            -0.543           0.000  ...           NaN          NaN   
 9            -2.097           0.865  ...           NaN      29000.0   
 10           -1.612           0.000  ...           NaN          NaN   
 11           -1.082           0.000  ...           NaN          NaN   
 12           -1.843           0.000  ...           NaN          NaN   
 13           -1.386           0.000  ...           NaN          NaN   
 14           -1.955           0.000  ...           NaN          NaN   
 15           -1.900           0.000  ...           NaN          NaN   
 16           -1.193           0.000  ...           NaN        120.0   
 17           -1.693           0.000  ...           NaN       2670.0   
 18           -1.319           0.000  ...           NaN          NaN   
 19           -1.921           0.000  ...           NaN          NaN   
 20           -1.230           0.000  ...           NaN          NaN   
 21           -1.838           1.000  ...           NaN          NaN   
 22           -1.050           0.000  ...           NaN          NaN   
 23           -1.984           0.000  ...           NaN       2865.0   
 24           -1.396           0.000  ...           NaN          NaN   
 25           -1.743           0.000  ...           NaN          NaN   
 26           -1.952           0.000  ...           NaN          NaN   
 27           -1.869           0.000  ...           NaN        105.0   
 28           -1.316           0.000  ...           NaN       2553.0   
 29           -1.733           0.000  ...           NaN       4750.0   
 ...             ...             ...  ...           ...          ...   
 12419        -1.955           0.000  ...           NaN          NaN   
 12420        -0.636           0.000  ...           NaN          NaN   
 12421        -0.624           0.000  ...           NaN          NaN   
 12422         0.607           0.000  ...           NaN       3800.0   
 12423        -1.568           0.000  ...           NaN      46000.0   
 12424         0.199           0.000  ...           NaN          NaN   
 12425        -0.220           0.000  ...           NaN       1000.0   
 12426        -1.379           0.000  ...           NaN          NaN   
 12427         0.211           0.000  ...           NaN     366977.0   
 12428        -0.316           0.000  ...           NaN        416.0   
 12429        -0.130           0.000  ...           NaN     127160.0   
 12430         0.399           0.000  ...           NaN      17140.0   
 12431        -1.849           0.000  ...           NaN       3200.0   
 12432        -1.558           0.000  ...           NaN      42000.0   
 12433        -1.050           0.000  ...           NaN        300.0   
 12434         0.109           0.000  ...           NaN     555575.0   
 12435        -1.262           0.000  ...           NaN      37000.0   
 12436        -1.406           1.000  ...           NaN      44800.0   
 12437         0.273           0.000  ...           NaN          NaN   
 12438        -0.151           0.000  ...           NaN          NaN   
 12439        -1.955           0.000  ...           NaN          NaN   
 12440         0.234           0.000  ...           NaN    6302464.0   
 12441         0.853           0.000  ...           NaN       2318.0   
 12442        -1.153           1.000  ...           NaN          NaN   
 12443        -0.419           0.000  ...           NaN          0.0   
 12444        -0.036           0.000  ...           NaN      30970.0   
 12445        -0.826           1.000  ...           NaN          NaN   
 12446        -0.483           0.000  ...           NaN          NaN   
 12447        -0.162           0.000  ...           NaN     185000.0   
 12448         0.608           0.000  ...           NaN      65300.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.489049e+10  0.150875   15.839427   11.156270   
 1             NaN     6.419794e+09  0.000000   18.087272   12.961725   
 2             NaN     6.297186e+10  2.551521   26.650682   23.696005   
 3             NaN     3.059026e+10  2.047502   25.161189   23.006064   
 4             NaN     4.732406e+10  2.544248   22.718007   18.602236   
 5             NaN     1.834351e+11  0.420875   19.539235   16.901990   
 6             NaN     1.175207e+10  6.493506   21.907264   15.058956   
 7             NaN     6.978931e+10  0.000000   21.956786   16.277564   
 8             NaN     1.588351e+10  0.509771   39.106966   31.232344   
 9             NaN     4.383374e+10  1.629630   20.363375   17.601369   
 10            NaN     3.014876e+10  0.000000   39.406645   30.694344   
 11            NaN     2.384419e+10  1.337154   19.314123   15.449262   
 12            NaN     6.816610e+09  2.312139   14.420757   10.320413   
 13            NaN     2.166588e+10  1.213697   24.378744   21.814642   
 14            NaN     1.228439e+10  1.158301   14.558174    9.730889   
 15            NaN     4.027056e+10  1.565864   27.436005   24.324081   
 16            NaN     4.027056e+10  1.565864   28.113210   24.850310   
 17            NaN     2.103268e+10  0.171306   17.891252   15.523058   
 18            NaN     2.706466e+10  2.064451   27.807414   24.827525   
 19            NaN     1.005339e+11  3.102752   24.399760   19.317221   
 20            NaN     1.519567e+11  0.000000   32.548990   28.220363   
 21            NaN     1.238771e+11  1.980983   20.573547   17.752776   
 22            NaN     1.624194e+10  0.000000   35.342749   32.582828   
 23            NaN     9.063908e+10  0.000000   20.259017   16.778923   
 24            NaN     4.294104e+10  3.151733   23.199241   19.787168   
 25            NaN     2.569282e+10  0.000000   17.225183   13.452781   
 26            NaN     7.377377e+09  1.853225   11.565632    7.967888   
 27            NaN     7.377377e+09  1.853225   33.036960   30.967690   
 28            NaN     6.908898e+10  2.914798   21.386763   18.320995   
 29            NaN     3.462442e+11  2.469136   22.780290   19.986999   
 ...           ...              ...       ...         ...         ...   
 12419         NaN     5.056250e+06       NaN   20.750123   14.620638   
 12420         NaN     8.253300e+06  0.000000   75.303628   73.085215   
 12421         NaN     2.231800e+06  0.000000   67.920598   64.667726   
 12422      225.96     4.904000e+05  0.000000   92.025844   88.273364   
 12423     5106.83     1.272500e+06  0.000000   82.081868   79.536673   
 12424         NaN     3.644484e+07       NaN   82.876422   79.641111   
 12425      205.99     3.416150e+04       NaN   62.709606   58.432393   
 12426         NaN     2.270100e+06       NaN   68.864601   66.582288   
 12427    98720.71     2.025650e+07  0.000000  102.529735   99.478348   
 12428         NaN     5.030700e+01  0.000000   54.138403   48.609625   
 12429    13930.23     1.480500e+07  0.000000  123.751251  121.795115   
 12430     1828.17     9.644765e+06  0.000000  146.292179  143.905740   
 12431   116530.90     6.962472e+07  1.136364   50.632288   46.353395   
 12432    34091.71     3.039210e+06       NaN   77.663692   75.384330   
 12433        0.27     1.482800e+05  0.000000   71.870329   68.987528   
 12434      703.87     1.668300e+06  0.000000  139.132248  137.126683   
 12435     4329.70     2.863008e+07  0.000000   85.160438   82.936657   
 12436  1899850.25     3.255475e+10  4.540667   21.693992   18.689728   
 12437         NaN     1.591600e+03  0.000000   55.191888   47.088191   
 12438         NaN     2.174200e+06  0.000000   83.606988   80.512295   
 12439         NaN     1.251480e+06  0.000000   26.053542   18.924092   
 12440    69327.58     2.546355e+06       NaN   81.123120   77.699526   
 12441    18850.78     2.991680e+07       NaN   92.911715   88.251578   
 12442         NaN     4.347500e+05  0.000000   76.117245   73.929279   
 12443         NaN     6.962992e+06  0.000000   81.565903   77.109363   
 12444    28591.91     3.493296e+07  0.000000   75.119911   72.142984   
 12445         NaN     3.837060e+06       NaN   70.445971   67.735100   
 12446         NaN     3.367200e+05       NaN   42.838694   37.801495   
 12447      797.12     9.876510e+05  0.000000  140.773631  138.640765   
 12448  3782891.90     8.504641e+08  0.610920   44.453334   34.134459   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000142  0.141359  20040713  
 1      0.000058  0.084817  20040713  
 2     -0.146286  0.062823  20040713  
 3     -0.189756  0.153791  20040713  
 4     -0.147511  0.116761  20040713  
 5      0.257635  0.468199  20040713  
 6      0.007411  0.043081  20040713  
 7      0.060399  0.081139  20040713  
 8      0.713590  1.106702  20040713  
 9     -0.071690  0.033382  20040713  
 10     0.173050  0.601286  20040713  
 11     0.441073  0.727074  20040713  
 12     0.056519  0.297856  20040713  
 13     0.287553  0.456934  20040713  
 14     0.000058  0.022157  20040713  
 15     0.027851  0.261905  20040713  
 16     0.385038  0.589436  20040713  
 17     0.132223  0.235249  20040713  
 18     0.321407  0.620041  20040713  
 19     0.016827  0.199734  20040713  
 20     0.366464  0.604051  20040713  
 21     0.059128  0.179396  20040713  
 22     0.457285  0.710256  20040713  
 23    -0.014971  0.271744  20040713  
 24     0.282662  0.551273  20040713  
 25     0.107192  0.314107  20040713  
 26     0.001531  0.169309  20040713  
 27     0.043358  0.390969  20040713  
 28     0.322823  0.445438  20040713  
 29     0.112025  0.367409  20040713  
 ...         ...       ...       ...  
 12419  0.000058  0.040423  20040713  
 12420  0.666452  0.846534  20040713  
 12421  0.672670  0.992580  20040713  
 12422  1.295040  1.544110  20040713  
 12423  0.195576  0.735480  20040713  
 12424  1.088729  1.342109  20040713  
 12425  0.876642  1.285654  20040713  
 12426  0.291160  0.527562  20040713  
 12427  1.094784  1.333747  20040713  
 12428  0.828505  1.249494  20040713  
 12429  0.922385  1.224868  20040713  
 12430  1.189854  1.547434  20040713  
 12431  0.053705  0.358700  20040713  
 12432  0.200693  0.683217  20040713  
 12433  0.457091  0.862206  20040713  
 12434  1.043114  1.300385  20040713  
 12435  0.350083  0.705340  20040713  
 12436  0.277486  0.422598  20040713  
 12437  1.126186  1.273079  20040713  
 12438  0.911818  1.154908  20040713  
 12439  0.000058  0.093492  20040713  
 12440  1.106352  1.341805  20040713  
 12441  1.418948  1.758168  20040713  
 12442  0.405385  0.659753  20040713  
 12443  0.776364  1.082732  20040713  
 12444  0.969948  1.204201  20040713  
 12445  0.570339  0.766193  20040713  
 12446  0.743702  1.042553  20040713  
 12447  0.906229  1.287592  20040713  
 12448  1.295427  1.510191  20040713  
 
 [12449 rows x 92 columns],
 '20040714':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.114            0.000               0.0   
 1      USA0011             0.606            0.000               0.0   
 2      USA0031             0.569            0.000               0.0   
 3      USA0062            -0.155            0.432               0.0   
 4      USA00E2             0.790            0.000               0.0   
 5      USA00F1             0.414            0.000               0.0   
 6      USA00G2             0.418            0.000               0.0   
 7      USA00H1             0.483            0.000               0.0   
 8      USA00I1            -1.510            0.000               0.0   
 9      USA00J1             0.518            0.000               0.0   
 10     USA00K1            -2.357            0.000               0.0   
 11     USA00P1             0.131            0.000               0.0   
 12     USA00R1            -0.085            0.000               0.0   
 13     USA00S1            -0.145            0.000               0.0   
 14     USA00V1             0.288            0.000               0.0   
 15     USA0131            -0.450            1.000               0.0   
 16     USA0161            -0.642            1.000               0.0   
 17     USA01I1             0.459            0.000               0.0   
 18     USA01J2             0.585            0.000               0.0   
 19     USA01L1             1.207            0.000               0.0   
 20     USA01P1            -0.050            0.000               0.0   
 21     USA01Q1             0.512            0.000               0.0   
 22     USA0202             0.339            0.000               0.0   
 23     USA0231            -0.496            0.000               0.0   
 24     USA0281             0.406            0.000               0.0   
 25     USA0291            -0.819            0.000               0.0   
 26     USA02A1            -0.658            0.000               0.0   
 27     USA02B1            -0.366            0.000               0.0   
 28     USA02H1             0.004            0.000               0.0   
 29     USA02P1             0.313            0.144               0.0   
 ...        ...               ...              ...               ...   
 12419  USAZY41            -0.657            0.000               0.0   
 12420  USAZY51            -0.728            0.000               0.0   
 12421  USAZY61            -0.093            0.000               0.0   
 12422  USAZY71            -0.826            0.000               0.0   
 12423  USAZYI1            -0.515            0.000               0.0   
 12424  USAZYJ1            -0.053            0.000               0.0   
 12425  USAZYK1            -0.151            0.000               0.0   
 12426  USAZYM1            -2.721            0.000               0.0   
 12427  USAZYR1             2.799            0.000               0.0   
 12428  USAZYS1            -0.436            0.000               0.0   
 12429  USAZYT1            -2.721            0.000               0.0   
 12430  USAZYV1             2.799            0.000               0.0   
 12431  USAZYX1            -0.791            0.000               0.0   
 12432  USAZZ41             2.799            0.000               0.0   
 12433  USAZZ51            -0.388            0.000               0.0   
 12434  USAZZ61            -2.721            0.000               0.0   
 12435  USAZZ71             2.799            0.000               0.0   
 12436  USAZZ81             0.019            0.000               0.0   
 12437  USAZZ91             0.698            0.000               0.0   
 12438  USAZZA1            -0.438            0.000               0.0   
 12439  USAZZB1            -1.566            0.000               0.0   
 12440  USAZZD1             2.799            0.000               0.0   
 12441  USAZZF1            -0.953            0.000               0.0   
 12442  USAZZI1             0.344            0.000               0.0   
 12443  USAZZJ1            -1.705            0.000               0.0   
 12444  USAZZL1            -2.721            0.000               0.0   
 12445  USAZZP1             2.799            0.000               0.0   
 12446  USAZZR1            -0.325            0.000               0.0   
 12447  USAZZX1            -0.440            0.000               0.0   
 12448  USAZZY1             0.455            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.944           0.000  ...           NaN          NaN   
 1            -1.943           0.000  ...           NaN          NaN   
 2            -2.231           0.000  ...           NaN       3000.0   
 3            -2.317           0.000  ...           NaN          NaN   
 4            -2.234           0.000  ...           NaN      18160.0   
 5            -1.435           0.000  ...           NaN        105.0   
 6            -1.928           0.000  ...           NaN          NaN   
 7            -1.826           0.000  ...           NaN          NaN   
 8            -0.543           0.000  ...           NaN          NaN   
 9            -2.084           0.865  ...           NaN      29000.0   
 10           -1.604           0.000  ...           NaN          NaN   
 11           -1.073           0.000  ...           NaN          NaN   
 12           -1.833           0.000  ...           NaN          NaN   
 13           -1.375           0.000  ...           NaN          NaN   
 14           -1.943           0.000  ...           NaN          NaN   
 15           -1.886           0.000  ...           NaN          NaN   
 16           -1.189           0.000  ...           NaN        240.0   
 17           -1.685           0.000  ...           NaN       2670.0   
 18           -1.310           0.000  ...           NaN          NaN   
 19           -1.909           0.000  ...           NaN          NaN   
 20           -1.222           0.000  ...           NaN          NaN   
 21           -1.826           1.000  ...           NaN          NaN   
 22           -1.040           0.000  ...           NaN          NaN   
 23           -1.975           0.000  ...           NaN       2865.0   
 24           -1.387           0.000  ...           NaN          NaN   
 25           -1.733           0.000  ...           NaN          NaN   
 26           -1.940           0.000  ...           NaN          NaN   
 27           -1.879           0.000  ...           NaN          NaN   
 28           -1.306           0.000  ...           NaN       2553.0   
 29           -1.722           0.000  ...           NaN       4750.0   
 ...             ...             ...  ...           ...          ...   
 12419        -1.943           0.000  ...           NaN          NaN   
 12420        -0.633           0.000  ...           NaN        250.0   
 12421        -0.620           0.000  ...           NaN          NaN   
 12422         0.610           0.000  ...           NaN          NaN   
 12423        -1.559           0.000  ...           NaN     136108.0   
 12424         0.204           0.000  ...           NaN          NaN   
 12425        -0.223           0.000  ...           NaN       8000.0   
 12426        -1.376           0.000  ...           NaN        500.0   
 12427         0.269           0.000  ...           NaN      83275.0   
 12428        -0.312           0.000  ...           NaN          NaN   
 12429        -0.199           0.000  ...           NaN      91150.0   
 12430         0.421           0.000  ...           NaN        480.0   
 12431        -1.858           0.000  ...           NaN       1500.0   
 12432        -1.527           0.000  ...           NaN      34600.0   
 12433        -1.044           0.000  ...           NaN          NaN   
 12434         0.018           0.000  ...           NaN      43447.0   
 12435        -1.180           0.000  ...           NaN      12000.0   
 12436        -1.402           1.000  ...           NaN      15900.0   
 12437         0.272           0.000  ...           NaN          NaN   
 12438        -0.145           0.000  ...           NaN          NaN   
 12439        -1.943           0.000  ...           NaN          NaN   
 12440         0.257           0.000  ...           NaN    6462784.0   
 12441         0.848           0.000  ...           NaN       3000.0   
 12442        -1.141           1.000  ...           NaN          NaN   
 12443        -0.449           0.000  ...           NaN          0.0   
 12444        -0.090           0.000  ...           NaN       6400.0   
 12445        -0.573           1.000  ...           NaN       3500.0   
 12446        -0.477           0.000  ...           NaN          NaN   
 12447        -0.160           0.000  ...           NaN          NaN   
 12448         0.631           0.000  ...           NaN      96400.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.361108e+10  0.150875   16.745480   11.954596   
 1             NaN     6.482671e+09  0.000000   19.259317   13.963205   
 2             NaN     6.217455e+10  2.551521   28.446763   25.447246   
 3             NaN     3.046144e+10  2.047502   26.942753   24.707467   
 4             NaN     4.728406e+10  2.544248   24.236859   20.067551   
 5             NaN     1.829133e+11  0.420875   20.595264   18.132351   
 6             NaN     1.187110e+10  6.493506   23.213341   16.134133   
 7             NaN     7.104377e+10  0.000000   23.300016   17.457658   
 8             NaN     1.538158e+10  0.509771   42.051293   33.816391   
 9             NaN     4.401209e+10  1.629630   21.748854   18.885984   
 10            NaN     2.828233e+10  0.000000   43.904101   33.887518   
 11            NaN     2.314219e+10  1.337154   20.184229   16.503715   
 12            NaN     6.760274e+09  2.312139   15.186792   11.039148   
 13            NaN     2.128453e+10  1.213697   25.884289   23.366070   
 14            NaN     1.226161e+10  1.158301   15.346213   10.408294   
 15            NaN     3.951739e+10  1.565864   29.282640   26.059983   
 16            NaN     3.951739e+10  1.565864   29.982468   26.734911   
 17            NaN     2.184179e+10  0.171306   18.964032   16.629032   
 18            NaN     2.689736e+10  2.064451   29.642816   26.701524   
 19            NaN     1.013576e+11  3.102752   26.364025   21.018617   
 20            NaN     1.519567e+11  0.000000   34.550626   30.284555   
 21            NaN     1.250997e+11  1.980983   21.990462   19.100221   
 22            NaN     1.595889e+10  0.000000   37.680084   35.048845   
 23            NaN     8.920524e+10  0.000000   21.813933   18.076231   
 24            NaN     4.275108e+10  3.151733   24.562084   21.188212   
 25            NaN     2.492011e+10  0.000000   18.756459   14.691063   
 26            NaN     7.331520e+09  1.853225   12.596707    8.913354   
 27            NaN     7.331520e+09  1.853225   35.177681   33.226635   
 28            NaN     6.938107e+10  2.914798   22.628716   19.599637   
 29            NaN     3.493017e+11  2.469136   24.307235   21.521964   
 ...           ...              ...       ...         ...         ...   
 12419         NaN     5.056250e+06       NaN   22.116139   15.936215   
 12420     6733.99     8.320950e+06  0.000000   80.965161   78.824121   
 12421         NaN     2.231800e+06  0.000000   73.293410   70.164169   
 12422         NaN     4.904000e+05  0.000000   93.439841   89.540097   
 12423     5027.32     1.272500e+06  0.000000   87.474381   85.043636   
 12424         NaN     3.644484e+07       NaN   91.855495   88.585755   
 12425      205.16     3.416150e+04       NaN   66.291072   62.193551   
 12426     1193.21     2.421440e+06       NaN   73.521591   70.911961   
 12427    97336.96     1.841500e+07  0.000000  110.200648  107.175250   
 12428         NaN     5.030700e+01  0.000000   57.068634   51.750863   
 12429    14895.73     1.776600e+07  0.000000  134.066415  132.371982   
 12430     1753.12     8.902860e+06  0.000000  156.228936  153.916763   
 12431   117863.19     7.118232e+07  1.136364   53.872266   49.614090   
 12432    33857.57     2.870365e+06       NaN   83.204669   80.904984   
 12433         NaN     1.482800e+05  0.000000   76.557890   73.578080   
 12434      707.59     2.224400e+06  0.000000  152.610656  150.632590   
 12435     4553.34     2.445486e+07  0.000000   92.635050   90.402492   
 12436  1667535.25     3.258441e+10  4.540667   24.222951   21.494362   
 12437         NaN     1.591600e+03  0.000000   58.404254   50.380844   
 12438         NaN     2.174200e+06  0.000000   88.729716   85.735395   
 12439         NaN     1.251480e+06  0.000000   28.447527   20.931877   
 12440    49332.67     2.037084e+06       NaN   90.712109   87.760116   
 12441    14276.36     2.991680e+07       NaN   98.710232   94.450026   
 12442         NaN     4.347500e+05  0.000000   80.885108   78.720528   
 12443         NaN     7.231059e+06  0.000000   87.024878   82.582409   
 12444    29177.14     3.852900e+07  0.000000   82.043982   79.349007   
 12445       35.67     2.131700e+06       NaN   78.130496   75.345919   
 12446         NaN     3.367200e+05       NaN   45.260539   40.403102   
 12447         NaN     9.876510e+05  0.000000  150.202997  148.162763   
 12448  3724874.29     8.368765e+08  0.610920   46.543420   36.479776   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000126  0.140882  20040714  
 1      0.000066  0.093247  20040714  
 2     -0.146059  0.080284  20040714  
 3     -0.189494  0.156408  20040714  
 4     -0.147533  0.137723  20040714  
 5      0.257834  0.484401  20040714  
 6      0.007765  0.048988  20040714  
 7      0.059682  0.084723  20040714  
 8      0.710556  1.080413  20040714  
 9     -0.071091  0.048621  20040714  
 10     0.172119  0.581440  20040714  
 11     0.441608  0.736113  20040714  
 12     0.056228  0.300983  20040714  
 13     0.288419  0.459217  20040714  
 14     0.000066  0.028357  20040714  
 15     0.029313  0.251840  20040714  
 16     0.382879  0.567748  20040714  
 17     0.131175  0.250668  20040714  
 18     0.321429  0.637153  20040714  
 19     0.017377  0.229924  20040714  
 20     0.366096  0.605169  20040714  
 21     0.059499  0.192150  20040714  
 22     0.458394  0.720562  20040714  
 23    -0.015871  0.266400  20040714  
 24     0.282311  0.560218  20040714  
 25     0.106545  0.301160  20040714  
 26     0.001626  0.158414  20040714  
 27     0.032575  0.387612  20040714  
 28     0.323450  0.449588  20040714  
 29     0.112260  0.378317  20040714  
 ...         ...       ...       ...  
 12419  0.000066  0.020932  20040714  
 12420  0.664877  0.823906  20040714  
 12421  0.671235  0.990481  20040714  
 12422  1.295172  1.537653  20040714  
 12423  0.194879  0.677752  20040714  
 12424  1.089132  1.360582  20040714  
 12425  0.872679  1.285280  20040714  
 12426  0.287892  0.457640  20040714  
 12427  1.122287  1.432667  20040714  
 12428  0.827361  1.252708  20040714  
 12429  0.885100  1.138488  20040714  
 12430  1.199536  1.574890  20040714  
 12431  0.043595  0.368426  20040714  
 12432  0.211442  0.699772  20040714  
 12433  0.456117  0.897370  20040714  
 12434  0.995125  1.253641  20040714  
 12435  0.387136  0.759252  20040714  
 12436  0.274487  0.392432  20040714  
 12437  1.124054  1.293146  20040714  
 12438  0.912054  1.162470  20040714  
 12439  0.000066  0.065289  20040714  
 12440  1.116220  1.359090  20040714  
 12441  1.416239  1.680762  20040714  
 12442  0.406973  0.669947  20040714  
 12443  0.758106  1.033915  20040714  
 12444  0.940203  1.107035  20040714  
 12445  0.695022  0.939938  20040714  
 12446  0.743722  1.050026  20040714  
 12447  0.904920  1.278049  20040714  
 12448  1.306118  1.526468  20040714  
 
 [12449 rows x 92 columns],
 '20040715':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.258            0.000               0.0   
 1      USA0011            -0.059            0.000               0.0   
 2      USA0031            -0.883            0.000               0.0   
 3      USA0062            -0.041            0.432               0.0   
 4      USA00E2            -0.912            0.000               0.0   
 5      USA00F1            -0.376            0.000               0.0   
 6      USA00G2            -1.203            0.000               0.0   
 7      USA00H1            -2.289            0.000               0.0   
 8      USA00I1             0.426            0.000               0.0   
 9      USA00J1            -0.561            0.000               0.0   
 10     USA00K1             0.235            0.000               0.0   
 11     USA00P1            -0.049            0.000               0.0   
 12     USA00R1             0.495            0.000               0.0   
 13     USA00S1             0.112            0.000               0.0   
 14     USA00V1            -0.260            0.000               0.0   
 15     USA0131            -0.368            1.000               0.0   
 16     USA0161             1.907            1.000               0.0   
 17     USA01I1            -0.178            0.000               0.0   
 18     USA01J2             0.302            0.000               0.0   
 19     USA01L1            -0.142            0.000               0.0   
 20     USA01P1            -0.359            0.000               0.0   
 21     USA01Q1            -0.771            0.000               0.0   
 22     USA0202            -0.359            0.000               0.0   
 23     USA0231             0.244            0.000               0.0   
 24     USA0281            -0.205            0.000               0.0   
 25     USA0291            -0.061            0.000               0.0   
 26     USA02A1            -0.091            0.000               0.0   
 27     USA02B1            -0.609            0.000               0.0   
 28     USA02H1            -0.373            0.000               0.0   
 29     USA02P1            -1.682            0.144               0.0   
 ...        ...               ...              ...               ...   
 12413  USAZY41             0.289            0.000               0.0   
 12414  USAZY51             0.641            0.000               0.0   
 12415  USAZY61             0.408            0.000               0.0   
 12416  USAZY71             0.209            0.000               0.0   
 12417  USAZYI1             0.201            0.000               0.0   
 12418  USAZYJ1            -0.186            0.000               0.0   
 12419  USAZYK1            -2.412            0.000               0.0   
 12420  USAZYM1             2.854            0.000               0.0   
 12421  USAZYR1             1.566            0.000               0.0   
 12422  USAZYS1             0.251            0.000               0.0   
 12423  USAZYT1            -2.263            0.000               0.0   
 12424  USAZYV1            -2.788            0.000               0.0   
 12425  USAZYX1             0.888            0.000               0.0   
 12426  USAZZ41            -2.166            0.000               0.0   
 12427  USAZZ51             0.203            0.000               0.0   
 12428  USAZZ61             0.320            0.000               0.0   
 12429  USAZZ71             0.161            0.000               0.0   
 12430  USAZZ81             0.308            0.000               0.0   
 12431  USAZZ91             0.682            0.000               0.0   
 12432  USAZZA1            -2.700            0.000               0.0   
 12433  USAZZB1             0.072            0.000               0.0   
 12434  USAZZD1            -2.196            0.000               0.0   
 12435  USAZZF1             0.399            0.000               0.0   
 12436  USAZZI1            -0.387            0.000               0.0   
 12437  USAZZJ1             2.854            0.000               0.0   
 12438  USAZZL1            -1.529            0.000               0.0   
 12439  USAZZP1            -0.169            0.000               0.0   
 12440  USAZZR1             0.354            0.000               0.0   
 12441  USAZZX1            -2.825            0.000               0.0   
 12442  USAZZY1            -1.158            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.956           0.000  ...           NaN          NaN   
 1            -1.955           0.000  ...           NaN          NaN   
 2            -2.246           0.000  ...           NaN       3000.0   
 3            -2.329           0.000  ...           NaN          NaN   
 4            -2.253           0.000  ...           NaN      18160.0   
 5            -1.444           0.000  ...           NaN        105.0   
 6            -1.940           0.000  ...           NaN          NaN   
 7            -1.867           0.000  ...           NaN       8300.0   
 8            -0.548           0.000  ...           NaN          NaN   
 9            -2.096           0.865  ...           NaN      29000.0   
 10           -1.615           0.000  ...           NaN          NaN   
 11           -1.086           0.000  ...           NaN          NaN   
 12           -1.855           0.000  ...           NaN          NaN   
 13           -1.383           0.000  ...           NaN          NaN   
 14           -1.955           0.000  ...           NaN          NaN   
 15           -1.895           0.000  ...           NaN          NaN   
 16           -1.157           0.000  ...           NaN        690.0   
 17           -1.696           0.000  ...           NaN       2670.0   
 18           -1.319           0.000  ...           NaN          NaN   
 19           -1.920           0.000  ...           NaN          NaN   
 20           -1.231           0.000  ...           NaN          NaN   
 21           -1.837           1.000  ...           NaN          NaN   
 22           -1.045           0.000  ...           NaN          NaN   
 23           -1.987           0.000  ...           NaN       2865.0   
 24           -1.396           0.000  ...           NaN          NaN   
 25           -1.745           0.000  ...           NaN          NaN   
 26           -1.952           0.000  ...           NaN          NaN   
 27           -1.907           0.000  ...           NaN      10000.0   
 28           -1.317           0.000  ...           NaN       2553.0   
 29           -1.764           0.000  ...           NaN      10400.0   
 ...             ...             ...  ...           ...          ...   
 12413        -1.955           0.000  ...           NaN          NaN   
 12414        -0.640           0.000  ...           NaN          NaN   
 12415        -0.624           0.000  ...           NaN          NaN   
 12416         0.614           0.000  ...           NaN          NaN   
 12417        -1.571           0.000  ...           NaN      20000.0   
 12418         0.204           0.000  ...           NaN          NaN   
 12419        -0.261           0.000  ...           NaN     413518.0   
 12420        -1.279           0.000  ...           NaN       6480.0   
 12421         0.277           0.000  ...           NaN     745950.0   
 12422        -0.316           0.000  ...           NaN          NaN   
 12423        -0.242           0.000  ...           NaN      66000.0   
 12424         0.379           0.000  ...           NaN     196250.0   
 12425        -1.864           0.000  ...           NaN       2600.0   
 12426        -1.576           0.000  ...           NaN     110117.0   
 12427        -1.049           0.000  ...           NaN          NaN   
 12428         0.016           0.000  ...           NaN     110000.0   
 12429        -1.183           0.000  ...           NaN          NaN   
 12430        -1.393           1.000  ...           NaN      22100.0   
 12431         0.268           0.000  ...           NaN          NaN   
 12432        -0.159           0.000  ...           NaN      25000.0   
 12433        -1.955           0.000  ...           NaN          NaN   
 12434         0.230           0.000  ...           NaN   31534700.0   
 12435         0.859           0.000  ...           NaN      18071.0   
 12436        -1.143           1.000  ...           NaN          NaN   
 12437        -0.428           0.000  ...           NaN          0.0   
 12438        -0.115           0.000  ...           NaN       2850.0   
 12439        -0.580           1.000  ...           NaN          NaN   
 12440        -0.480           0.000  ...           NaN          NaN   
 12441        -0.293           0.000  ...           NaN     110000.0   
 12442         0.608           0.000  ...           NaN      43200.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.313129e+10  0.150875   17.199354   12.346627   
 1             NaN     6.407218e+09  0.000000   19.678928   14.442135   
 2             NaN     6.217455e+10  2.551521   29.584072   26.422865   
 3             NaN     3.065897e+10  2.047502   27.614848   25.390684   
 4             NaN     4.637757e+10  2.544248   25.162335   20.966460   
 5             NaN     1.814002e+11  0.420875   21.186908   18.741292   
 6             NaN     1.158543e+10  6.493506   24.112007   16.954518   
 7             NaN     7.168381e+10  0.000000   24.742321   18.955898   
 8             NaN     1.538901e+10  0.509771   43.202373   34.983504   
 9             NaN     4.391481e+10  1.629630   22.313408   19.499679   
 10            NaN     2.821507e+10  0.000000   44.786748   35.047277   
 11            NaN     2.356103e+10  1.337154   20.840407   17.057072   
 12            NaN     6.797831e+09  2.312139   15.636618   11.452810   
 13            NaN     2.127512e+10  1.213697   26.676157   24.135444   
 14            NaN     1.241852e+10  1.158301   15.689990   10.828483   
 15            NaN     3.937316e+10  1.565864   30.103953   26.905820   
 16            NaN     3.937316e+10  1.565864   31.327064   27.958094   
 17            NaN     2.195489e+10  0.171306   19.489784   17.165764   
 18            NaN     2.710904e+10  2.064451   30.540202   27.535497   
 19            NaN     1.014004e+11  3.102752   26.852229   21.709452   
 20            NaN     1.521629e+11  0.000000   35.499050   31.267136   
 21            NaN     1.243172e+11  1.980983   22.761793   19.840432   
 22            NaN     1.566235e+10  0.000000   39.024382   36.358720   
 23            NaN     8.928205e+10  0.000000   22.467083   18.716527   
 24            NaN     4.261111e+10  3.151733   25.266301   21.888525   
 25            NaN     2.511329e+10  0.000000   19.187017   15.151455   
 26            NaN     7.400306e+09  1.853225   12.847236    9.227051   
 27            NaN     7.400306e+09  1.853225   36.141995   34.211657   
 28            NaN     6.990683e+10  2.914798   23.232558   20.188351   
 29            NaN     3.518322e+11  2.469136   25.595389   22.674530   
 ...           ...              ...       ...         ...         ...   
 12413         NaN     5.056250e+06       NaN   22.621440   16.519457   
 12414         NaN     8.320950e+06  0.000000   82.159003   80.006350   
 12415         NaN     2.231800e+06  0.000000   76.959204   73.838680   
 12416         NaN     4.904000e+05  0.000000   97.355790   93.349343   
 12417     4998.23     1.272500e+06  0.000000   89.920323   87.466945   
 12418         NaN     3.644484e+07       NaN   95.465845   92.134616   
 12419      218.03     6.832300e+04       NaN   68.714730   64.579915   
 12420     1227.89     1.816080e+06       NaN   77.639118   75.258098   
 12421   109729.12     1.804670e+07  0.000000  114.249400  111.035474   
 12422         NaN     5.030700e+01  0.000000   58.842888   53.325938   
 12423    15809.36     1.974000e+07  0.000000  139.344780  137.687246   
 12424     2363.88     1.038667e+07  0.000000  162.641132  160.378823   
 12425   119686.29     7.097464e+07  1.136364   55.521608   51.294985   
 12426    33984.05     3.039210e+06       NaN   87.255942   85.151267   
 12427         NaN     1.482800e+05  0.000000   79.112134   76.079243   
 12428      685.49     2.224400e+06  0.000000  157.945818  156.136889   
 12429         NaN     2.445486e+07  0.000000   95.891577   93.725520   
 12430  1665876.96     3.226233e+10  4.540667   23.851585   20.901878   
 12431         NaN     1.591600e+03  0.000000   60.074390   52.032772   
 12432     6780.21     2.282910e+06  0.000000   91.261963   88.044156   
 12433         NaN     1.251480e+06  0.000000   28.869888   21.654281   
 12434    52522.22     2.546355e+06       NaN   88.382257   85.011928   
 12435    15082.61     2.991680e+07       NaN  102.155099   97.682508   
 12436         NaN     4.347500e+05  0.000000   82.993762   80.807900   
 12437         NaN     6.943299e+06  0.000000   90.317615   85.753761   
 12438    29779.53     3.981330e+07  0.000000   84.730560   82.152820   
 12439         NaN     2.131700e+06       NaN   76.910181   73.775311   
 12440         NaN     3.367200e+05       NaN   46.634077   41.689756   
 12441      834.11     1.975302e+06  0.000000  177.183461  175.415579   
 12442  3607066.24     8.532434e+08  0.610920   47.903549   37.854686   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000112  0.138530  20040715  
 1      0.000074  0.083667  20040715  
 2     -0.146585  0.033277  20040715  
 3     -0.188751  0.145237  20040715  
 4     -0.150146  0.104073  20040715  
 5      0.258016  0.483196  20040715  
 6      0.008017  0.015977  20040715  
 7      0.044735  0.023710  20040715  
 8      0.710259  1.097697  20040715  
 9     -0.070708  0.023722  20040715  
 10     0.171787  0.599915  20040715  
 11     0.438541  0.727291  20040715  
 12     0.050475  0.304812  20040715  
 13     0.289056  0.460055  20040715  
 14     0.000074  0.018647  20040715  
 15     0.030664  0.247705  20040715  
 16     0.402826  0.623982  20040715  
 17     0.131066  0.234261  20040715  
 18     0.320987  0.629475  20040715  
 19     0.017920  0.205543  20040715  
 20     0.365811  0.589980  20040715  
 21     0.059743  0.168527  20040715  
 22     0.459419  0.712903  20040715  
 23    -0.015801  0.274456  20040715  
 24     0.282102  0.544612  20040715  
 25     0.106007  0.299683  20040715  
 26     0.001702  0.158642  20040715  
 27     0.024461  0.355241  20040715  
 28     0.321955  0.435049  20040715  
 29     0.096748  0.325666  20040715  
 ...         ...       ...       ...  
 12413  0.000074  0.034430  20040715  
 12414  0.663914  0.849114  20040715  
 12415  0.671725  0.996020  20040715  
 12416  1.296469  1.562735  20040715  
 12417  0.194148  0.697031  20040715  
 12418  1.089973  1.362242  20040715  
 12419  0.855231  1.216309  20040715  
 12420  0.341418  0.618284  20040715  
 12421  1.126524  1.467956  20040715  
 12422  0.827238  1.276112  20040715  
 12423  0.864732  1.049890  20040715  
 12424  1.178171  1.437720  20040715  
 12425  0.046146  0.389735  20040715  
 12426  0.191410  0.514259  20040715  
 12427  0.457381  0.915301  20040715  
 12428  0.995123  1.199413  20040715  
 12429  0.389668  0.697296  20040715  
 12430  0.284073  0.407155  20040715  
 12431  1.122177  1.296536  20040715  
 12432  0.906413  1.107612  20040715  
 12433  0.000074  0.085517  20040715  
 12434  1.102633  1.361472  20040715  
 12435  1.420091  1.717206  20040715  
 12436  0.410001  0.661055  20040715  
 12437  0.770970  1.123344  20040715  
 12438  0.928941  1.032850  20040715  
 12439  0.694233  1.000501  20040715  
 12440  0.744658  1.065986  20040715  
 12441  0.838778  1.177531  20040715  
 12442  1.293759  1.487219  20040715  
 
 [12443 rows x 92 columns],
 '20040716':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.519            0.000               0.0   
 1      USA0011             1.532            0.000               0.0   
 2      USA0031             2.798            0.000               0.0   
 3      USA0062             0.362            0.432               0.0   
 4      USA00E2             0.569            0.000               0.0   
 5      USA00F1             0.029            0.000               0.0   
 6      USA00G2             0.431            0.000               0.0   
 7      USA00H1            -0.934            0.000               0.0   
 8      USA00I1            -0.964            0.000               0.0   
 9      USA00J1            -0.007            0.000               0.0   
 10     USA00K1            -0.128            0.000               0.0   
 11     USA00P1            -0.297            0.000               0.0   
 12     USA00R1            -0.111            0.000               0.0   
 13     USA00S1            -0.130            0.000               0.0   
 14     USA00V1            -0.405            0.000               0.0   
 15     USA0131             0.601            1.000               0.0   
 16     USA0161             0.574            1.000               0.0   
 17     USA01I1            -0.180            0.000               0.0   
 18     USA01J2            -0.033            0.000               0.0   
 19     USA01L1             1.516            0.000               0.0   
 20     USA01P1             0.644            0.000               0.0   
 21     USA01Q1             0.020            0.000               0.0   
 22     USA0202            -0.724            0.000               0.0   
 23     USA0231             0.254            0.000               0.0   
 24     USA0281             0.525            0.000               0.0   
 25     USA0291             0.177            0.000               0.0   
 26     USA02A1             0.274            0.000               0.0   
 27     USA02B1             0.082            0.000               0.0   
 28     USA02H1             0.262            0.000               0.0   
 29     USA02P1            -0.041            0.144               0.0   
 ...        ...               ...              ...               ...   
 12413  USAZY41             0.230            0.000               0.0   
 12414  USAZY51            -0.463            0.000               0.0   
 12415  USAZY61            -0.918            0.000               0.0   
 12416  USAZY71            -1.502            0.000               0.0   
 12417  USAZYI1            -1.123            0.000               0.0   
 12418  USAZYJ1            -2.728            0.000               0.0   
 12419  USAZYK1            -0.624            0.000               0.0   
 12420  USAZYM1            -0.151            0.000               0.0   
 12421  USAZYR1            -1.353            0.000               0.0   
 12422  USAZYS1            -0.980            0.000               0.0   
 12423  USAZYT1            -1.249            0.000               0.0   
 12424  USAZYV1             2.650            0.000               0.0   
 12425  USAZYX1            -0.630            0.000               0.0   
 12426  USAZZ41             2.798            0.000               0.0   
 12427  USAZZ51            -0.972            0.000               0.0   
 12428  USAZZ61             2.798            0.000               0.0   
 12429  USAZZ71            -1.013            0.000               0.0   
 12430  USAZZ81            -2.728            0.000               0.0   
 12431  USAZZ91             0.014            0.000               0.0   
 12432  USAZZA1             2.392            0.000               0.0   
 12433  USAZZB1            -2.728            0.000               0.0   
 12434  USAZZD1            -0.907            0.000               0.0   
 12435  USAZZF1            -1.159            0.000               0.0   
 12436  USAZZI1            -0.312            0.000               0.0   
 12437  USAZZJ1            -0.622            0.000               0.0   
 12438  USAZZL1            -1.188            0.000               0.0   
 12439  USAZZP1            -0.792            0.000               0.0   
 12440  USAZZR1            -0.976            0.000               0.0   
 12441  USAZZX1             2.798            0.000               0.0   
 12442  USAZZY1             0.469            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.935           0.000  ...           NaN          NaN   
 1            -1.934           0.000  ...           NaN          NaN   
 2            -2.007           0.000  ...           NaN       1600.0   
 3            -2.299           0.000  ...           NaN          NaN   
 4            -2.228           0.000  ...           NaN      18160.0   
 5            -1.428           0.000  ...           NaN        105.0   
 6            -1.918           0.000  ...           NaN          NaN   
 7            -1.848           0.000  ...           NaN          NaN   
 8            -0.543           0.000  ...           NaN          NaN   
 9            -2.071           0.865  ...           NaN      29000.0   
 10           -1.599           0.000  ...           NaN          NaN   
 11           -1.078           0.000  ...           NaN          NaN   
 12           -1.836           0.000  ...           NaN          NaN   
 13           -1.368           0.000  ...           NaN          NaN   
 14           -1.934           0.000  ...           NaN          NaN   
 15           -1.869           0.000  ...           NaN          NaN   
 16           -1.143           0.000  ...           NaN          NaN   
 17           -1.681           0.000  ...           NaN       2670.0   
 18           -1.305           0.000  ...           NaN          NaN   
 19           -1.898           0.000  ...           NaN          NaN   
 20           -1.185           0.000  ...           NaN      10000.0   
 21           -1.816           1.000  ...           NaN       1975.0   
 22           -1.039           0.000  ...           NaN          NaN   
 23           -1.964           0.000  ...           NaN       2865.0   
 24           -1.385           0.000  ...           NaN          NaN   
 25           -1.727           0.000  ...           NaN          NaN   
 26           -1.931           0.000  ...           NaN          NaN   
 27           -1.894           0.000  ...           NaN          NaN   
 28           -1.311           0.000  ...           NaN       2553.0   
 29           -1.749           0.000  ...           NaN       6250.0   
 ...             ...             ...  ...           ...          ...   
 12413        -1.934           0.000  ...           NaN          NaN   
 12414        -0.626           0.000  ...           NaN          NaN   
 12415        -0.613           0.000  ...           NaN          NaN   
 12416         0.612           0.000  ...           NaN       1000.0   
 12417        -1.552           0.000  ...           NaN      17500.0   
 12418         0.065           0.000  ...           NaN       9923.0   
 12419        -0.253           0.000  ...           NaN          NaN   
 12420        -1.254           0.000  ...           NaN          NaN   
 12421         0.275           0.000  ...           NaN     186310.0   
 12422        -0.308           0.000  ...           NaN          NaN   
 12423        -0.240           0.000  ...           NaN      69774.0   
 12424         0.445           0.000  ...           NaN       6000.0   
 12425        -1.853           0.000  ...           NaN       1500.0   
 12426        -1.503           0.000  ...           NaN      45600.0   
 12427        -1.030           0.000  ...           NaN          NaN   
 12428         0.170           0.000  ...           NaN      34442.0   
 12429        -1.156           0.000  ...           NaN          NaN   
 12430        -1.491           1.000  ...           NaN      52000.0   
 12431         0.263           0.000  ...           NaN          NaN   
 12432        -0.129           0.000  ...           NaN      15200.0   
 12433        -1.019           0.000  ...           NaN       1000.0   
 12434         0.228           0.000  ...           NaN    5601188.0   
 12435         0.852           0.000  ...           NaN      38509.0   
 12436        -1.124           1.000  ...           NaN          NaN   
 12437        -0.451           0.000  ...           NaN          0.0   
 12438        -0.110           0.000  ...           NaN      10000.0   
 12439        -0.579           1.000  ...           NaN          NaN   
 12440        -0.466           0.000  ...           NaN          NaN   
 12441        -0.229           0.000  ...           NaN     211000.0   
 12442         0.579           0.000  ...           NaN      47500.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.327123e+10  0.150875   17.431949   12.441603   
 1             NaN     6.400931e+09  0.000000   20.470127   15.049645   
 2             NaN     6.112710e+10  2.551521   33.520246   30.591290   
 3             NaN     3.126012e+10  2.047502   27.984738   25.743127   
 4             NaN     4.575103e+10  2.544248   25.329851   21.142087   
 5             NaN     1.800435e+11  0.420875   21.386497   18.861058   
 6             NaN     1.172826e+10  6.493506   24.331973   17.099989   
 7             NaN     7.133819e+10  0.000000   25.429915   19.593685   
 8             NaN     1.488708e+10  0.509771   43.624623   35.333158   
 9             NaN     4.349326e+10  1.629630   22.446981   19.639912   
 10            NaN     2.799648e+10  0.000000   45.243225   35.344062   
 11            NaN     2.360232e+10  1.337154   20.888299   17.148849   
 12            NaN     6.796727e+09  2.312139   15.788740   11.567316   
 13            NaN     2.127041e+10  1.213697   26.882770   24.335634   
 14            NaN     1.213001e+10  1.158301   16.547320   11.447830   
 15            NaN     3.936515e+10  1.565864   30.386624   27.138582   
 16            NaN     3.936515e+10  1.565864   31.525091   28.211125   
 17            NaN     2.194619e+10  0.171306   19.775577   17.353506   
 18            NaN     2.656618e+10  2.064451   30.758436   27.754260   
 19            NaN     1.020529e+11  3.102752   27.751315   22.242735   
 20            NaN     1.477643e+11  0.000000   35.887883   31.565974   
 21            NaN     1.236815e+11  1.980983   22.935791   19.987696   
 22            NaN     1.578366e+10  0.000000   39.436288   36.710386   
 23            NaN     9.069029e+10  0.000000   22.702264   18.859350   
 24            NaN     4.249113e+10  3.151733   25.473181   22.043680   
 25            NaN     2.475107e+10  0.000000   19.360338   15.260732   
 26            NaN     7.248402e+09  1.853225   12.947138    9.329197   
 27            NaN     7.248402e+09  1.853225   36.351561   34.453357   
 28            NaN     7.119202e+10  2.914798   23.456749   20.351980   
 29            NaN     3.488800e+11  2.469136   25.726549   22.956997   
 ...           ...              ...       ...         ...         ...   
 12413         NaN     5.056250e+06       NaN   22.859685   16.645119   
 12414         NaN     8.320950e+06  0.000000   81.493460   79.300617   
 12415         NaN     2.231800e+06  0.000000   78.156825   75.013344   
 12416      204.61     4.904000e+05  0.000000   97.160296   93.114085   
 12417     4858.37     1.272500e+06  0.000000   90.846659   88.296387   
 12418     1854.69     4.690920e+07       NaN   96.218165   92.999192   
 12419         NaN     6.832300e+04       NaN   75.449487   72.047545   
 12420         NaN     1.816080e+06       NaN   74.187634   71.484255   
 12421   103911.95     1.804670e+07  0.000000  115.044379  111.937704   
 12422         NaN     5.030700e+01  0.000000   59.465937   53.903056   
 12423    16414.57     1.974000e+07  0.000000  140.402044  138.773417   
 12424     2380.24     8.902860e+06  0.000000  164.328290  162.099442   
 12425   118442.71     7.159768e+07  1.136364   55.908504   51.672950   
 12426    27038.98     2.870365e+06       NaN   88.419316   86.076473   
 12427         NaN     1.482800e+05  0.000000   79.368307   76.235804   
 12428      679.51     1.668300e+06  0.000000  161.337519  159.405776   
 12429         NaN     2.445486e+07  0.000000   96.730916   94.452050   
 12430  1685616.06     3.366201e+10  4.540667   28.783399   26.055381   
 12431         NaN     1.591600e+03  0.000000   60.543767   52.413945   
 12432     6918.39     2.174200e+06  0.000000   97.974849   94.845497   
 12433        5.91     2.711540e+06  0.000000   50.709342   44.623414   
 12434    48885.15     2.546355e+06       NaN   94.954097   92.144948   
 12435    17559.48     2.991680e+07       NaN  102.910850   98.506463   
 12436         NaN     4.347500e+05  0.000000   83.788255   81.578053   
 12437         NaN     7.026392e+06  0.000000   90.874567   86.446292   
 12438    31893.16     3.981330e+07  0.000000   85.369280   82.789530   
 12439         NaN     2.131700e+06       NaN   77.537124   74.378926   
 12440         NaN     3.367200e+05       NaN   47.306908   42.248501   
 12441      987.56     1.755824e+06  0.000000  178.738914  177.007604   
 12442  3525775.43     8.594196e+08  0.610920   48.361111   38.125260   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000085  0.150476  20040716  
 1      0.000089  0.116351  20040716  
 2     -0.036917  0.201955  20040716  
 3     -0.185375  0.161895  20040716  
 4     -0.149066  0.134169  20040716  
 5      0.257742  0.502456  20040716  
 6      0.008490  0.038823  20040716  
 7      0.044130  0.028933  20040716  
 8      0.707947  1.078614  20040716  
 9     -0.069379  0.037051  20040716  
 10     0.170564  0.601165  20040716  
 11     0.435754  0.715039  20040716  
 12     0.049853  0.300666  20040716  
 13     0.287848  0.458368  20040716  
 14     0.000089  0.015458  20040716  
 15     0.033083  0.271970  20040716  
 16     0.402525  0.615982  20040716  
 17     0.129026  0.229044  20040716  
 18     0.320080  0.627885  20040716  
 19     0.018635  0.234646  20040716  
 20     0.381412  0.623789  20040716  
 21     0.060177  0.177389  20040716  
 22     0.455197  0.699755  20040716  
 23    -0.015228  0.276788  20040716  
 24     0.279656  0.554244  20040716  
 25     0.105712  0.307949  20040716  
 26     0.001860  0.175896  20040716  
 27     0.020426  0.368606  20040716  
 28     0.316881  0.438569  20040716  
 29     0.094553  0.345706  20040716  
 ...         ...       ...       ...  
 12413  0.000089  0.045555  20040716  
 12414  0.665522  0.842226  20040716  
 12415  0.672362  0.983885  20040716  
 12416  1.295228  1.532221  20040716  
 12417  0.194634  0.680399  20040716  
 12418  1.017050  1.234047  20040716  
 12419  0.854991  1.123634  20040716  
 12420  0.346289  0.690122  20040716  
 12421  1.123617  1.405120  20040716  
 12422  0.827069  1.253530  20040716  
 12423  0.861717  1.074508  20040716  
 12424  1.210029  1.514956  20040716  
 12425  0.041511  0.366145  20040716  
 12426  0.219208  0.664425  20040716  
 12427  0.459820  0.894347  20040716  
 12428  1.070351  1.324347  20040716  
 12429  0.395843  0.679277  20040716  
 12430  0.225685  0.309509  20040716  
 12431  1.117412  1.288321  20040716  
 12432  0.918481  1.209891  20040716  
 12433  0.465510  0.856761  20040716  
 12434  1.099651  1.259276  20040716  
 12435  1.417079  1.685142  20040716  
 12436  0.412049  0.659506  20040716  
 12437  0.754496  1.081585  20040716  
 12438  0.927921  1.041846  20040716  
 12439  0.689404  0.994077  20040716  
 12440  0.746897  1.051514  20040716  
 12441  0.867349  1.200102  20040716  
 12442  1.278527  1.498113  20040716  
 
 [12443 rows x 92 columns],
 '20040719':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.470            0.000               0.0   
 1      USA0011             0.504            0.000               0.0   
 2      USA0031            -0.395            0.000               0.0   
 3      USA0062            -0.110            0.432               0.0   
 4      USA00E2            -0.663            0.000               0.0   
 5      USA00F1            -0.128            0.000               0.0   
 6      USA00G2             0.009            0.000               0.0   
 7      USA00H1            -0.339            0.000               0.0   
 8      USA00I1             0.298            0.000               0.0   
 9      USA00J1            -0.018            0.000               0.0   
 10     USA00K1             0.439            0.000               0.0   
 11     USA00P1            -0.434            0.000               0.0   
 12     USA00R1             0.240            0.000               0.0   
 13     USA00S1            -0.534            0.000               0.0   
 14     USA00V1             0.184            0.000               0.0   
 15     USA0131            -0.381            1.000               0.0   
 16     USA0161            -2.182            1.000               0.0   
 17     USA01I1            -0.190            0.000               0.0   
 18     USA01J2            -0.191            0.000               0.0   
 19     USA01L1            -0.038            0.000               0.0   
 20     USA01P1            -0.144            0.000               0.0   
 21     USA01Q1            -0.007            0.000               0.0   
 22     USA0202            -0.327            0.000               0.0   
 23     USA0231             0.110            0.000               0.0   
 24     USA0281             0.067            0.000               0.0   
 25     USA0291             0.308            0.000               0.0   
 26     USA02A1             0.391            0.000               0.0   
 27     USA02B1             0.678            0.000               0.0   
 28     USA02H1             0.076            0.000               0.0   
 29     USA02P1            -0.549            0.144               0.0   
 ...        ...               ...              ...               ...   
 12411  USAZY41             0.106            0.000               0.0   
 12412  USAZY51            -0.489            0.000               0.0   
 12413  USAZY61            -0.399            0.000               0.0   
 12414  USAZY71             0.237            0.000               0.0   
 12415  USAZYI1            -2.713            0.000               0.0   
 12416  USAZYJ1             2.305            0.000               0.0   
 12417  USAZYK1            -2.646            0.000               0.0   
 12418  USAZYM1            -0.118            0.000               0.0   
 12419  USAZYR1            -1.227            0.000               0.0   
 12420  USAZYS1            -0.475            0.000               0.0   
 12421  USAZYT1            -0.614            0.000               0.0   
 12422  USAZYV1            -0.366            0.000               0.0   
 12423  USAZYX1            -2.533            0.000               0.0   
 12424  USAZZ41             0.417            0.000               0.0   
 12425  USAZZ51            -0.565            0.000               0.0   
 12426  USAZZ61            -0.048            0.000               0.0   
 12427  USAZZ71             2.326            0.000               0.0   
 12428  USAZZ81             1.010            0.000               0.0   
 12429  USAZZ91             0.959            0.000               0.0   
 12430  USAZZA1            -0.381            0.000               0.0   
 12431  USAZZB1             0.435            0.000               0.0   
 12432  USAZZD1             2.930            0.000               0.0   
 12433  USAZZF1            -0.535            0.000               0.0   
 12434  USAZZI1            -0.421            0.000               0.0   
 12435  USAZZJ1             2.930            0.000               0.0   
 12436  USAZZL1             1.823            0.000               0.0   
 12437  USAZZP1             0.168            0.000               0.0   
 12438  USAZZR1            -0.553            0.000               0.0   
 12439  USAZZX1             2.930            0.000               0.0   
 12440  USAZZY1            -1.634            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.938           0.000  ...           NaN          NaN   
 1            -1.938           0.000  ...           NaN          NaN   
 2            -2.011           0.000  ...           NaN       1600.0   
 3            -2.305           0.000  ...           NaN          NaN   
 4            -2.234           0.000  ...           NaN      18160.0   
 5            -1.430           0.000  ...           NaN        105.0   
 6            -1.921           0.000  ...           NaN          NaN   
 7            -1.851           0.000  ...           NaN          NaN   
 8            -0.540           0.000  ...           NaN          NaN   
 9            -2.075           0.865  ...           NaN      29000.0   
 10           -1.601           0.000  ...           NaN          NaN   
 11           -1.079           0.000  ...           NaN          NaN   
 12           -1.839           0.000  ...           NaN          NaN   
 13           -1.372           0.000  ...           NaN          NaN   
 14           -1.938           0.000  ...           NaN          NaN   
 15           -1.873           0.000  ...           NaN          NaN   
 16           -1.152           0.000  ...           NaN        230.0   
 17           -1.684           0.000  ...           NaN       2670.0   
 18           -1.305           0.000  ...           NaN          NaN   
 19           -1.901           0.000  ...           NaN          NaN   
 20           -1.185           0.000  ...           NaN          NaN   
 21           -1.819           1.000  ...           NaN          NaN   
 22           -1.041           0.000  ...           NaN          NaN   
 23           -1.969           0.000  ...           NaN       2865.0   
 24           -1.385           0.000  ...           NaN          NaN   
 25           -1.730           0.000  ...           NaN          NaN   
 26           -1.934           0.000  ...           NaN          NaN   
 27           -1.900           0.000  ...           NaN          NaN   
 28           -1.318           0.000  ...           NaN       2553.0   
 29           -1.752           0.000  ...           NaN       6250.0   
 ...             ...             ...  ...           ...          ...   
 12411        -1.938           0.000  ...           NaN          NaN   
 12412        -0.626           0.000  ...           NaN          NaN   
 12413        -0.613           0.000  ...           NaN          NaN   
 12414         0.616           0.000  ...           NaN       1000.0   
 12415        -1.551           0.000  ...           NaN     105500.0   
 12416         0.088           0.000  ...           NaN       4500.0   
 12417        -0.248           0.000  ...           NaN       3000.0   
 12418        -1.274           0.000  ...           NaN          NaN   
 12419         0.300           0.000  ...           NaN     116216.0   
 12420        -0.309           0.000  ...           NaN          NaN   
 12421        -0.246           0.000  ...           NaN      76685.0   
 12422         0.446           0.000  ...           NaN       1580.0   
 12423        -1.866           0.000  ...           NaN       4000.0   
 12424        -1.516           0.000  ...           NaN      21100.0   
 12425        -1.034           0.000  ...           NaN          NaN   
 12426         0.172           0.000  ...           NaN      24191.0   
 12427        -1.134           0.000  ...           NaN       2800.0   
 12428        -1.481           1.000  ...           NaN      46400.0   
 12429         0.266           0.000  ...           NaN          NaN   
 12430        -0.129           0.000  ...           NaN          NaN   
 12431        -1.025           0.000  ...           NaN          NaN   
 12432         0.234           0.000  ...           NaN    5128000.0   
 12433         0.820           0.000  ...           NaN      39606.0   
 12434        -1.120           1.000  ...           NaN          NaN   
 12435        -0.450           0.000  ...           NaN          0.0   
 12436        -0.104           0.000  ...           NaN       7100.0   
 12437        -0.578           1.000  ...           NaN          NaN   
 12438        -0.467           0.000  ...           NaN          NaN   
 12439        -0.201           0.000  ...           NaN     620000.0   
 12440         0.576           0.000  ...           NaN      72300.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.313129e+10  0.150875   17.366549   12.527195   
 1             NaN     6.426082e+09  0.000000   20.341801   14.942056   
 2             NaN     6.117400e+10  2.551521   33.102847   30.362318   
 3             NaN     3.079637e+10  2.047502   27.482491   25.313339   
 4             NaN     4.505783e+10  2.544248   25.108729   21.008420   
 5             NaN     1.794956e+11  0.420875   21.344441   18.723532   
 6             NaN     1.160924e+10  6.493506   23.984779   16.969561   
 7             NaN     7.118458e+10  0.000000   25.045410   19.431375   
 8             NaN     1.479784e+10  0.509771   43.409384   35.096775   
 9             NaN     4.320952e+10  1.629630   22.170536   19.471826   
 10            NaN     2.819825e+10  0.000000   44.825845   35.117900   
 11            NaN     2.367311e+10  1.337154   20.945811   17.124311   
 12            NaN     6.814401e+09  2.312139   15.705981   11.510508   
 13            NaN     2.101147e+10  1.213697   26.714757   24.166423   
 14            NaN     1.215279e+10  1.158301   16.287760   11.347735   
 15            NaN     3.899658e+10  1.565864   30.097478   26.915729   
 16            NaN     3.899658e+10  1.565864   32.114104   28.706341   
 17            NaN     2.187659e+10  0.171306   19.618221   17.197223   
 18            NaN     2.669592e+10  2.064451   30.492619   27.494046   
 19            NaN     1.018069e+11  3.102752   27.208860   22.064200   
 20            NaN     1.468709e+11  0.000000   35.563489   31.294833   
 21            NaN     1.230946e+11  1.980983   22.542688   19.688392   
 22            NaN     1.519060e+10  0.000000   39.322019   36.436887   
 23            NaN     9.133040e+10  0.000000   22.522770   18.703009   
 24            NaN     4.271109e+10  3.151733   25.241531   21.854287   
 25            NaN     2.501670e+10  0.000000   19.187784   15.140791   
 26            NaN     7.248402e+09  1.853225   12.912208    9.344743   
 27            NaN     7.248402e+09  1.853225   36.194172   34.315559   
 28            NaN     7.190277e+10  2.914798   23.320440   20.233663   
 29            NaN     3.503561e+11  2.469136   25.736287   22.953315   
 ...           ...              ...       ...         ...         ...   
 12411         NaN     5.056250e+06       NaN   22.541049   16.577921   
 12412         NaN     8.320950e+06  0.000000   81.501010   79.285808   
 12413         NaN     2.231800e+06  0.000000   78.064038   75.000555   
 12414      172.45     4.904000e+05  0.000000   98.084310   93.926897   
 12415     4893.84     1.527000e+06  0.000000   92.361569   89.782129   
 12416     1563.90     4.113576e+07       NaN   98.758161   95.500734   
 12417      233.70     6.832299e+05       NaN   78.010266   74.573877   
 12418         NaN     1.816080e+06       NaN   74.204492   71.556740   
 12419    95264.37     1.804670e+07  0.000000  114.691273  111.537529   
 12420         NaN     5.030700e+01  0.000000   59.243940   53.532902   
 12421    14923.11     1.974000e+07  0.000000  140.119708  138.466873   
 12422     2478.93     8.902860e+06  0.000000  164.322901  161.982774   
 12423   122943.35     7.398600e+07  1.136364   55.924817   51.778433   
 12424    11464.44     2.870365e+06       NaN   87.999714   85.852266   
 12425         NaN     1.482800e+05  0.000000   79.054763   75.945920   
 12426      713.17     1.668300e+06  0.000000  161.327301  159.201680   
 12427     4038.74     2.087610e+07  0.000000   97.782898   95.553748   
 12428  1757926.46     3.327652e+10  4.540667   33.625040   31.517347   
 12429         NaN     1.591600e+03  0.000000   60.140302   51.996263   
 12430         NaN     2.174200e+06  0.000000   94.970827   92.011090   
 12431         NaN     2.711540e+06  0.000000   49.951745   44.224268   
 12432    43153.25     2.037084e+06       NaN   94.612837   91.578542   
 12433    16457.80     2.991680e+07       NaN  103.582290   99.155793   
 12434         NaN     4.347500e+05  0.000000   82.913583   80.735186   
 12435         NaN     6.761923e+06  0.000000   90.778209   86.238664   
 12436    33576.17     3.852900e+07  0.000000   85.153648   82.473725   
 12437         NaN     2.131700e+06       NaN   77.797867   74.636870   
 12438         NaN     3.367200e+05       NaN   47.113245   42.046608   
 12439     1279.59     1.097390e+06  0.000000  183.451343  181.735501   
 12440  3545760.35     8.628165e+08  0.610920   48.294557   38.051110   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000083  0.132763  20040719  
 1      0.000092  0.108029  20040719  
 2     -0.037192  0.199139  20040719  
 3     -0.186235  0.158249  20040719  
 4     -0.150057  0.117884  20040719  
 5      0.257910  0.503164  20040719  
 6      0.008498  0.039298  20040719  
 7      0.044191  0.033316  20040719  
 8      0.709532  1.102415  20040719  
 9     -0.069588  0.038261  20040719  
 10     0.170940  0.619429  20040719  
 11     0.435772  0.703796  20040719  
 12     0.050231  0.307348  20040719  
 13     0.287089  0.452483  20040719  
 14     0.000092  0.022987  20040719  
 15     0.033021  0.255739  20040719  
 16     0.398992  0.553956  20040719  
 17     0.129007  0.222563  20040719  
 18     0.321493  0.621314  20040719  
 19     0.018668  0.210195  20040719  
 20     0.382143  0.616368  20040719  
 21     0.060332  0.180874  20040719  
 22     0.455126  0.710590  20040719  
 23    -0.015589  0.274898  20040719  
 24     0.280669  0.545729  20040719  
 25     0.105818  0.309891  20040719  
 26     0.001860  0.184161  20040719  
 27     0.019299  0.383702  20040719  
 28     0.314663  0.435582  20040719  
 29     0.094651  0.334045  20040719  
 ...         ...       ...       ...  
 12411  0.000093  0.049756  20040719  
 12412  0.665571  0.854708  20040719  
 12413  0.672226  1.010551  20040719  
 12414  1.295856  1.578494  20040719  
 12415  0.196556  0.657351  20040719  
 12416  1.027909  1.323859  20040719  
 12417  0.857816  1.085670  20040719  
 12418  0.336933  0.682752  20040719  
 12419  1.135634  1.408621  20040719  
 12420  0.826761  1.273656  20040719  
 12421  0.858899  1.090280  20040719  
 12422  1.209999  1.525033  20040719  
 12423  0.036401  0.314570  20040719  
 12424  0.214397  0.614963  20040719  
 12425  0.458660  0.906174  20040719  
 12426  1.070604  1.393540  20040719  
 12427  0.407882  0.766751  20040719  
 12428  0.232147  0.365492  20040719  
 12429  1.118442  1.305035  20040719  
 12430  0.918286  1.165222  20040719  
 12431  0.463572  0.887351  20040719  
 12432  1.102374  1.348229  20040719  
 12433  1.399617  1.683080  20040719  
 12434  0.415296  0.656876  20040719  
 12435  0.755031  1.146084  20040719  
 12436  0.930708  1.109944  20040719  
 12437  0.690233  1.014248  20040719  
 12438  0.746331  1.059008  20040719  
 12439  0.881321  1.215816  20040719  
 12440  1.276044  1.458778  20040719  
 
 [12441 rows x 92 columns],
 '20040720':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.570            0.000               0.0   
 1      USA0011            -0.370            0.000               0.0   
 2      USA0031            -0.820            0.000               0.0   
 3      USA0062            -0.775            0.432               0.0   
 4      USA00E2            -0.836            0.000               0.0   
 5      USA00F1            -0.529            0.000               0.0   
 6      USA00G2            -0.782            0.000               0.0   
 7      USA00H1            -0.141            0.000               0.0   
 8      USA00I1             0.511            0.000               0.0   
 9      USA00J1            -0.436            0.000               0.0   
 10     USA00K1            -0.051            0.000               0.0   
 11     USA00P1             0.449            0.000               0.0   
 12     USA00R1             0.011            0.000               0.0   
 13     USA00S1             1.652            0.000               0.0   
 14     USA00V1            -0.476            0.000               0.0   
 15     USA0131            -0.618            1.000               0.0   
 16     USA0161             1.192            1.000               0.0   
 17     USA01I1            -0.143            0.000               0.0   
 18     USA01J2            -0.756            0.000               0.0   
 19     USA01L1            -1.072            0.000               0.0   
 20     USA01P1             0.017            0.000               0.0   
 21     USA01Q1            -0.325            0.000               0.0   
 22     USA0202            -0.020            0.000               0.0   
 23     USA0231            -0.421            0.000               0.0   
 24     USA0281            -0.519            0.000               0.0   
 25     USA0291            -0.343            0.000               0.0   
 26     USA02A1            -0.524            0.000               0.0   
 27     USA02B1            -0.075            0.000               0.0   
 28     USA02H1             0.147            0.000               0.0   
 29     USA02P1            -0.436            0.144               0.0   
 ...        ...               ...              ...               ...   
 12412  USAZY41            -0.225            0.000               0.0   
 12413  USAZY51             1.011            0.000               0.0   
 12414  USAZY61             0.507            0.000               0.0   
 12415  USAZY71             1.820            0.000               0.0   
 12416  USAZYI1            -2.811            0.000               0.0   
 12417  USAZYJ1             2.726            0.000               0.0   
 12418  USAZYK1             2.726            0.000               0.0   
 12419  USAZYM1            -2.811            0.000               0.0   
 12420  USAZYR1             2.664            0.000               0.0   
 12421  USAZYS1             1.225            0.000               0.0   
 12422  USAZYT1             1.253            0.000               0.0   
 12423  USAZYV1             1.797            0.000               0.0   
 12424  USAZYX1            -0.276            0.000               0.0   
 12425  USAZZ41             2.726            0.000               0.0   
 12426  USAZZ51             0.774            0.000               0.0   
 12427  USAZZ61             1.680            0.000               0.0   
 12428  USAZZ71            -1.007            0.000               0.0   
 12429  USAZZ81            -0.155            0.000               0.0   
 12430  USAZZ91             0.362            0.000               0.0   
 12431  USAZZA1             1.479            0.000               0.0   
 12432  USAZZB1             0.297            0.000               0.0   
 12433  USAZZD1             1.580            0.000               0.0   
 12434  USAZZF1             2.726            0.000               0.0   
 12435  USAZZI1             0.276            0.000               0.0   
 12436  USAZZJ1             1.570            0.000               0.0   
 12437  USAZZL1             0.702            0.000               0.0   
 12438  USAZZP1             0.785            0.000               0.0   
 12439  USAZZR1             1.238            0.000               0.0   
 12440  USAZZX1            -2.231            0.000               0.0   
 12441  USAZZY1            -0.950            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.913           0.000  ...           NaN          NaN   
 1            -1.912           0.000  ...           NaN          NaN   
 2            -1.973           0.000  ...           NaN        400.0   
 3            -2.275           0.000  ...           NaN          NaN   
 4            -2.200           0.000  ...           NaN      18160.0   
 5            -1.424           0.000  ...           NaN        105.0   
 6            -1.898           0.000  ...           NaN          NaN   
 7            -1.827           0.000  ...           NaN          NaN   
 8            -0.553           0.000  ...           NaN          NaN   
 9            -2.048           0.865  ...           NaN      29000.0   
 10           -1.583           0.000  ...           NaN          NaN   
 11           -1.078           0.000  ...           NaN          NaN   
 12           -1.814           0.000  ...           NaN          NaN   
 13           -1.461           0.000  ...           NaN       1350.0   
 14           -1.912           0.000  ...           NaN          NaN   
 15           -1.856           0.000  ...           NaN          NaN   
 16           -1.214           0.000  ...           NaN        385.0   
 17           -1.666           0.000  ...           NaN       2670.0   
 18           -1.299           0.000  ...           NaN          NaN   
 19           -1.880           0.000  ...           NaN          NaN   
 20           -1.179           0.000  ...           NaN          NaN   
 21           -1.799           1.000  ...           NaN          NaN   
 22           -1.043           0.000  ...           NaN          NaN   
 23           -1.943           0.000  ...           NaN       2865.0   
 24           -1.376           0.000  ...           NaN          NaN   
 25           -1.710           0.000  ...           NaN          NaN   
 26           -1.909           0.000  ...           NaN          NaN   
 27           -1.871           0.000  ...           NaN          NaN   
 28           -1.306           0.000  ...           NaN       2553.0   
 29           -1.735           0.000  ...           NaN       6250.0   
 ...             ...             ...  ...           ...          ...   
 12412        -1.912           0.000  ...           NaN          NaN   
 12413        -0.622           0.000  ...           NaN       3750.0   
 12414        -0.607           0.000  ...           NaN          NaN   
 12415         0.611           0.000  ...           NaN          NaN   
 12416        -1.204           0.000  ...           NaN     109400.0   
 12417        -0.022           0.000  ...           NaN      75444.0   
 12418        -0.418           0.000  ...           NaN      13100.0   
 12419        -1.108           0.000  ...           NaN      10000.0   
 12420         0.270           0.000  ...           NaN     119126.0   
 12421        -0.302           0.000  ...           NaN          NaN   
 12422        -0.255           0.000  ...           NaN     120920.0   
 12423         0.436           0.000  ...           NaN          NaN   
 12424        -1.855           0.000  ...           NaN       1700.0   
 12425        -1.613           0.000  ...           NaN      57000.0   
 12426        -1.012           0.000  ...           NaN          NaN   
 12427         0.168           0.000  ...           NaN       1750.0   
 12428        -1.087           0.000  ...           NaN      22000.0   
 12429        -1.483           1.000  ...           NaN      28000.0   
 12430         0.253           0.000  ...           NaN          NaN   
 12431        -0.129           0.000  ...           NaN          NaN   
 12432        -1.010           0.000  ...           NaN          NaN   
 12433         0.222           0.000  ...           NaN    5856126.0   
 12434         0.777           0.000  ...           NaN      16785.0   
 12435        -1.115           1.000  ...           NaN          NaN   
 12436        -0.509           0.000  ...           NaN          0.0   
 12437        -0.095           0.000  ...           NaN       2300.0   
 12438        -0.578           1.000  ...           NaN          NaN   
 12439        -0.461           0.000  ...           NaN          NaN   
 12440         0.180           0.000  ...           NaN       4000.0   
 12441         0.533           0.000  ...           NaN     102100.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.391094e+10  0.150875   17.391882   12.468819   
 1             NaN     6.463808e+09  0.000000   20.279002   14.751945   
 2             NaN     6.154921e+10  2.551521   32.776160   30.003272   
 3             NaN     3.083073e+10  2.047502   27.240714   24.960125   
 4             NaN     4.567105e+10  2.544248   25.024465   20.754900   
 5             NaN     1.794434e+11  0.420875   20.949796   18.468401   
 6             NaN     1.135531e+10  6.493506   24.100935   17.020051   
 7             NaN     7.296388e+10  0.000000   24.844304   19.137340   
 8             NaN     1.510644e+10  0.509771   42.827991   34.745955   
 9             NaN     4.312845e+10  1.629630   21.956318   19.192705   
 10            NaN     2.902217e+10  0.000000   44.365668   34.692931   
 11            NaN     2.370851e+10  1.337154   20.795888   17.061842   
 12            NaN     6.744810e+09  2.312139   15.582462   11.354008   
 13            NaN     2.099264e+10  1.213697   26.935422   24.366470   
 14            NaN     1.225149e+10  1.158301   16.367515   11.288774   
 15            NaN     3.906869e+10  1.565864   29.822396   26.562058   
 16            NaN     3.906869e+10  1.565864   31.687034   28.551477   
 17            NaN     2.185484e+10  0.171306   19.373597   16.914832   
 18            NaN     2.665495e+10  2.064451   30.149831   27.150316   
 19            NaN     1.013790e+11  3.102752   27.256204   21.908743   
 20            NaN     1.505134e+11  0.000000   35.152944   30.913985   
 21            NaN     1.224588e+11  1.980983   22.352754   19.388921   
 22            NaN     1.710458e+10  0.000000   38.775681   36.014492   
 23            NaN     9.217534e+10  0.000000   22.310489   18.416920   
 24            NaN     4.274108e+10  3.151733   24.874550   21.503356   
 25            NaN     2.622407e+10  0.000000   18.986553   14.904191   
 26            NaN     7.107963e+09  1.853225   12.955479    9.278017   
 27            NaN     7.107963e+09  1.853225   35.787272   33.842971   
 28            NaN     7.232144e+10  2.914798   23.065991   19.944384   
 29            NaN     3.501452e+11  2.469136   25.472669   22.622864   
 ...           ...              ...       ...         ...         ...   
 12412         NaN     5.056250e+06       NaN   22.452730   16.285083   
 12413     6936.64     8.320950e+06  0.000000   79.768965   77.523697   
 12414         NaN     2.231800e+06  0.000000   76.933503   73.872825   
 12415         NaN     4.904000e+05  0.000000   96.591257   92.333354   
 12416     5442.17     1.972375e+06  0.000000   93.851518   91.235570   
 12417     5162.14     3.860988e+07       NaN   97.227376   94.006396   
 12418      229.03     2.732920e+04       NaN   73.623984   70.256712   
 12419     1251.07     2.270100e+06       NaN   74.945748   72.178933   
 12420    93533.28     1.767840e+07  0.000000  113.408064  110.163555   
 12421         NaN     5.030700e+01  0.000000   58.782146   53.002589   
 12422    16443.33     1.974000e+07  0.000000  138.128850  136.487993   
 12423         NaN     8.902860e+06  0.000000  162.129016  159.744771   
 12424   118581.76     7.398600e+07  1.136364   55.152606   50.955091   
 12425    11140.24     2.566444e+06       NaN   87.564617   85.282514   
 12426         NaN     1.482800e+05  0.000000   78.725248   75.565220   
 12427      680.99     1.668300e+06  0.000000  159.107481  156.940885   
 12428     4215.16     2.147256e+07  0.000000   94.753853   92.500672   
 12429  1719210.20     3.312148e+10  4.540667   35.278879   33.351588   
 12430         NaN     1.591600e+03  0.000000   59.390852   51.208109   
 12431         NaN     2.174200e+06  0.000000   93.824514   90.835686   
 12432         NaN     2.711540e+06  0.000000   49.726246   44.019281   
 12433    42256.49     2.037084e+06       NaN   89.233986   85.756756   
 12434    16892.30     2.898190e+07       NaN  101.889991   97.398201   
 12435         NaN     4.347500e+05  0.000000   81.199432   78.956165   
 12436         NaN     6.592733e+06  0.000000   89.630480   85.144273   
 12437    32525.66     3.895710e+07  0.000000   83.862502   81.248487   
 12438         NaN     2.131700e+06       NaN   76.126753   72.912368   
 12439         NaN     3.367200e+05       NaN   46.953241   41.948554   
 12440     1225.06     2.194780e+06  0.000000  195.131979  193.263946   
 12441  3516247.95     8.646694e+08  0.610920   47.748298   37.597170   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000118  0.106241  20040720  
 1      0.000070  0.073031  20040720  
 2     -0.031091  0.169679  20040720  
 3     -0.186824  0.131598  20040720  
 4     -0.148042  0.096123  20040720  
 5      0.252093  0.466915  20040720  
 6      0.007696 -0.001466  20040720  
 7      0.044209  0.027201  20040720  
 8      0.700892  1.097374  20040720  
 9     -0.069954  0.017500  20040720  
 10     0.169822  0.607942  20040720  
 11     0.430501  0.712299  20040720  
 12     0.050736  0.298234  20040720  
 13     0.232576  0.458176  20040720  
 14     0.000070 -0.003700  20040720  
 15     0.029360  0.231199  20040720  
 16     0.360347  0.573481  20040720  
 17     0.127097  0.209082  20040720  
 18     0.316456  0.593440  20040720  
 19     0.016932  0.164420  20040720  
 20     0.378451  0.610694  20040720  
 21     0.058550  0.161710  20040720  
 22     0.448302  0.695394  20040720  
 23    -0.015601  0.256220  20040720  
 24     0.276812  0.522661  20040720  
 25     0.104374  0.282465  20040720  
 26     0.001611  0.162362  20040720  
 27     0.021651  0.381892  20040720  
 28     0.312950  0.434755  20040720  
 29     0.091741  0.316710  20040720  
 ...         ...       ...       ...  
 12412  0.000070  0.030225  20040720  
 12413  0.665494  0.889395  20040720  
 12414  0.673147  1.025258  20040720  
 12415  1.301227  1.634117  20040720  
 12416  0.365130  0.771277  20040720  
 12417  0.974799  1.315870  20040720  
 12418  0.770590  1.133662  20040720  
 12419  0.414869  0.689329  20040720  
 12420  1.125427  1.468965  20040720  
 12421  0.830136  1.326595  20040720  
 12422  0.854575  1.141819  20040720  
 12423  1.210811  1.590727  20040720  
 12424  0.029688  0.321587  20040720  
 12425  0.154480  0.614614  20040720  
 12426  0.464094  0.943070  20040720  
 12427  1.072863  1.444625  20040720  
 12428  0.425640  0.781317  20040720  
 12429  0.221263  0.354039  20040720  
 12430  1.116648  1.304955  20040720  
 12431  0.919505  1.224880  20040720  
 12432  0.465358  0.880755  20040720  
 12433  1.100746  1.457457  20040720  
 12434  1.386905  1.740397  20040720  
 12435  0.410961  0.675640  20040720  
 12436  0.723522  1.127139  20040720  
 12437  0.937032  1.116761  20040720  
 12438  0.687991  1.033858  20040720  
 12439  0.748664  1.099391  20040720  
 12440  1.078825  1.419618  20040720  
 12441  1.260993  1.439685  20040720  
 
 [12442 rows x 92 columns],
 '20040721':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.862            0.000               0.0   
 1      USA0011            -0.188            0.000               0.0   
 2      USA0031             0.390            0.000               0.0   
 3      USA0062             0.928            0.432               0.0   
 4      USA00E2             0.710            0.000               0.0   
 5      USA00F1             0.074            0.000               0.0   
 6      USA00G2             0.615            0.000               0.0   
 7      USA00H1            -0.454            0.000               0.0   
 8      USA00I1            -0.825            0.000               0.0   
 9      USA00J1            -0.362            0.000               0.0   
 10     USA00K1            -0.771            0.000               0.0   
 11     USA00P1            -0.051            0.000               0.0   
 12     USA00R1             0.473            0.000               0.0   
 13     USA00S1            -1.153            0.000               0.0   
 14     USA00V1             0.256            0.000               0.0   
 15     USA0131             0.973            1.000               0.0   
 16     USA0161             0.679            1.000               0.0   
 17     USA01I1            -0.078            0.000               0.0   
 18     USA01J2            -0.926            0.000               0.0   
 19     USA01L1            -0.136            0.000               0.0   
 20     USA01P1             0.209            0.000               0.0   
 21     USA01Q1            -0.686            0.000               0.0   
 22     USA0202            -0.295            0.000               0.0   
 23     USA0231             0.537            0.000               0.0   
 24     USA0281             0.559            0.000               0.0   
 25     USA0291             0.339            0.000               0.0   
 26     USA02A1             0.806            0.000               0.0   
 27     USA02B1             0.157            0.000               0.0   
 28     USA02H1             0.148            0.000               0.0   
 29     USA02P1             0.444            0.144               0.0   
 ...        ...               ...              ...               ...   
 12412  USAZY41             0.788            0.000               0.0   
 12413  USAZY51            -0.381            0.000               0.0   
 12414  USAZY61             0.140            0.000               0.0   
 12415  USAZY71            -2.729            0.000               0.0   
 12416  USAZYI1             1.865            0.000               0.0   
 12417  USAZYJ1            -0.862            0.000               0.0   
 12418  USAZYK1            -0.281            0.000               0.0   
 12419  USAZYM1            -1.171            0.000               0.0   
 12420  USAZYR1            -1.637            0.000               0.0   
 12421  USAZYS1            -0.701            0.000               0.0   
 12422  USAZYT1            -2.516            0.000               0.0   
 12423  USAZYV1            -2.729            0.000               0.0   
 12424  USAZYX1            -0.179            0.000               0.0   
 12425  USAZZ41            -2.729            0.000               0.0   
 12426  USAZZ51            -0.423            0.000               0.0   
 12427  USAZZ61            -0.720            0.000               0.0   
 12428  USAZZ71            -0.324            0.000               0.0   
 12429  USAZZ81             0.114            0.000               0.0   
 12430  USAZZ91            -1.356            0.000               0.0   
 12431  USAZZA1            -0.834            0.000               0.0   
 12432  USAZZB1            -0.119            0.000               0.0   
 12433  USAZZD1            -0.999            0.000               0.0   
 12434  USAZZF1            -2.334            0.000               0.0   
 12435  USAZZI1            -1.333            0.000               0.0   
 12436  USAZZJ1             1.757            0.000               0.0   
 12437  USAZZL1            -0.465            0.000               0.0   
 12438  USAZZP1            -1.546            0.000               0.0   
 12439  USAZZR1            -0.667            0.000               0.0   
 12440  USAZZX1            -0.941            0.000               0.0   
 12441  USAZZY1             0.511            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.855           0.000  ...           NaN          NaN   
 1            -1.855           0.000  ...           NaN          NaN   
 2            -1.915           0.000  ...           NaN        400.0   
 3            -2.180           0.000  ...           NaN          NaN   
 4            -2.123           0.000  ...           NaN      18160.0   
 5            -1.394           0.000  ...           NaN        105.0   
 6            -1.839           0.000  ...           NaN          NaN   
 7            -1.777           0.000  ...           NaN          NaN   
 8            -0.580           0.000  ...           NaN          NaN   
 9            -1.977           0.865  ...           NaN      29000.0   
 10           -1.551           0.000  ...           NaN          NaN   
 11           -1.040           0.000  ...           NaN          NaN   
 12           -1.756           0.000  ...           NaN          NaN   
 13           -1.420           0.000  ...           NaN          NaN   
 14           -1.855           0.000  ...           NaN          NaN   
 15           -1.791           0.000  ...           NaN          NaN   
 16           -1.212           0.000  ...           NaN        285.0   
 17           -1.617           0.000  ...           NaN       2670.0   
 18           -1.396           0.000  ...           NaN      26750.0   
 19           -1.819           0.000  ...           NaN          NaN   
 20           -1.167           0.000  ...           NaN          NaN   
 21           -1.746           1.000  ...           NaN          NaN   
 22           -1.013           0.000  ...           NaN          NaN   
 23           -1.879           0.000  ...           NaN       2865.0   
 24           -1.352           0.000  ...           NaN          NaN   
 25           -1.664           0.000  ...           NaN          NaN   
 26           -1.851           0.000  ...           NaN          NaN   
 27           -1.882           0.000  ...           NaN       1500.0   
 28           -1.284           0.000  ...           NaN       2553.0   
 29           -1.683           0.000  ...           NaN       6250.0   
 ...             ...             ...  ...           ...          ...   
 12412        -1.855           0.000  ...           NaN          NaN   
 12413        -0.611           0.000  ...           NaN          NaN   
 12414        -0.604           0.000  ...           NaN          NaN   
 12415         0.246           0.000  ...           NaN       9000.0   
 12416        -1.095           0.000  ...           NaN      15000.0   
 12417        -0.036           0.000  ...           NaN          NaN   
 12418        -0.412           0.000  ...           NaN          NaN   
 12419        -1.066           0.000  ...           NaN          NaN   
 12420         0.233           0.000  ...           NaN     145764.0   
 12421        -0.300           0.000  ...           NaN          NaN   
 12422        -0.319           0.000  ...           NaN      54200.0   
 12423         0.351           0.000  ...           NaN      68500.0   
 12424        -1.790           0.000  ...           NaN       1700.0   
 12425        -1.689           0.000  ...           NaN      68000.0   
 12426        -0.985           0.000  ...           NaN          NaN   
 12427         0.130           0.000  ...           NaN     438800.0   
 12428        -1.038           0.000  ...           NaN          NaN   
 12429        -1.335           1.000  ...           NaN      27600.0   
 12430         0.235           0.000  ...           NaN          NaN   
 12431        -0.125           0.000  ...           NaN          NaN   
 12432        -0.945           0.000  ...           NaN          NaN   
 12433         0.196           0.000  ...           NaN   77768720.0   
 12434         0.736           0.000  ...           NaN       5017.0   
 12435        -1.077           1.000  ...           NaN          NaN   
 12436        -0.367           0.000  ...           NaN          0.0   
 12437        -0.108           0.000  ...           NaN      11000.0   
 12438        -0.552           1.000  ...           NaN          NaN   
 12439        -0.445           0.000  ...           NaN          NaN   
 12440         0.178           0.000  ...           NaN          NaN   
 12441         0.575           0.000  ...           NaN      64800.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.269149e+10  0.150875   18.187419   12.940056   
 1             NaN     6.004802e+09  0.000000   21.233730   15.494190   
 2             NaN     6.059556e+10  2.551521   34.001712   31.183747   
 3             NaN     3.144047e+10  2.047502   28.641905   26.208189   
 4             NaN     4.625760e+10  2.544248   25.955536   21.589025   
 5             NaN     1.757126e+11  0.420875   22.236181   19.292923   
 6             NaN     1.136324e+10  6.493506   25.015616   17.701305   
 7             NaN     7.149180e+10  0.000000   26.674406   20.618979   
 8             NaN     1.477553e+10  0.509771   45.507076   36.747124   
 9             NaN     4.230966e+10  1.629630   23.126459   20.209281   
 10            NaN     2.782833e+10  0.000000   47.405641   37.056125   
 11            NaN     2.363772e+10  1.337154   21.965126   17.762351   
 12            NaN     6.622197e+09  2.312139   16.337399   11.790305   
 13            NaN     2.034295e+10  1.213697   28.605722   25.733049   
 14            NaN     1.207180e+10  1.158301   17.025013   11.764292   
 15            NaN     3.823540e+10  1.565864   31.027700   27.538358   
 16            NaN     3.823540e+10  1.565864   33.056384   29.648012   
 17            NaN     2.177219e+10  0.171306   20.386149   17.731462   
 18            NaN     2.627255e+10  2.064451   32.133436   29.044248   
 19            NaN     1.004804e+11  3.102752   28.289336   22.837745   
 20            NaN     1.453589e+11  0.000000   36.694588   32.198531   
 21            NaN     1.203070e+11  1.980983   23.740924   20.572365   
 22            NaN     1.636325e+10  0.000000   40.743139   37.593043   
 23            NaN     9.092073e+10  0.000000   23.384731   19.297941   
 24            NaN     4.214121e+10  3.151733   26.022451   22.341196   
 25            NaN     2.595844e+10  0.000000   19.962255   15.697842   
 26            NaN     7.752838e+09  1.853225   13.731175    9.638464   
 27            NaN     7.752838e+09  1.853225   37.424127   35.355324   
 28            NaN     6.971210e+10  2.914798   24.159155   20.757898   
 29            NaN     3.437138e+11  2.469136   26.637941   23.565510   
 ...           ...              ...       ...         ...         ...   
 12412         NaN     5.056250e+06       NaN   23.576793   17.145784   
 12413         NaN     8.320950e+06  0.000000   83.039846   80.597471   
 12414         NaN     2.231800e+06  0.000000   79.724433   76.329879   
 12415      180.98     9.808000e+05  0.000000   97.641969   93.367043   
 12416     5544.44     1.908750e+06  0.000000   99.515211   96.947152   
 12417         NaN     3.860988e+07       NaN  100.103985   96.657717   
 12418         NaN     2.732920e+04       NaN   70.358315   65.957189   
 12419         NaN     2.270100e+06       NaN   83.572974   80.979115   
 12420    92276.95     1.767840e+07  0.000000  118.313464  114.915463   
 12421         NaN     5.030700e+01  0.000000   61.346012   55.222093   
 12422    17245.70     2.023350e+07  0.000000  144.409817  142.598849   
 12423     2554.78     9.348003e+06  0.000000  169.671255  167.147425   
 12424   119566.33     7.414176e+07  1.136364   57.366925   53.031919   
 12425    10036.90     2.701520e+06       NaN   91.722543   89.443216   
 12426         NaN     1.482800e+05  0.000000   82.068136   78.724651   
 12427      726.73     1.668300e+06  0.000000  166.259558  163.959301   
 12428         NaN     2.147256e+07  0.000000   99.535450   97.118845   
 12429  1687370.87     3.249316e+10  4.540667   26.135141   22.953029   
 12430         NaN     1.591600e+03  0.000000   62.384524   53.650930   
 12431         NaN     2.174200e+06  0.000000   98.214702   94.899771   
 12432         NaN     2.711540e+06  0.000000   52.099852   45.908799   
 12433    53388.83     2.037084e+06       NaN   92.777767   89.019076   
 12434    16824.64     2.916888e+07       NaN  106.440056  101.609013   
 12435         NaN     4.347500e+05  0.000000   85.402865   82.938442   
 12436         NaN     6.311971e+06  0.000000   93.634125   88.673518   
 12437    34775.66     3.852900e+07  0.000000   87.472016   84.595159   
 12438         NaN     2.131700e+06       NaN   80.055676   76.545944   
 12439         NaN     3.367200e+05       NaN   49.344863   43.800703   
 12440         NaN     2.194780e+06  0.000000  203.914184  202.016787   
 12441  3478423.67     8.445967e+08  0.610920   50.141090   39.078845   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000046  0.145515  20040721  
 1      0.000106  0.094257  20040721  
 2     -0.031896  0.213962  20040721  
 3     -0.171881  0.200854  20040721  
 4     -0.141643  0.160935  20040721  
 5      0.244542  0.500144  20040721  
 6      0.008687  0.047884  20040721  
 7      0.041487  0.056262  20040721  
 8      0.676145  1.060441  20040721  
 9     -0.064550  0.052189  20040721  
 10     0.160994  0.629341  20040721  
 11     0.432227  0.754058  20040721  
 12     0.052580  0.325067  20040721  
 13     0.230824  0.442990  20040721  
 14     0.000106  0.033788  20040721  
 15     0.034001  0.289713  20040721  
 16     0.341133  0.578146  20040721  
 17     0.126052  0.233221  20040721  
 18     0.243626  0.541920  20040721  
 19     0.019057  0.189064  20040721  
 20     0.364866  0.618805  20040721  
 21     0.057925  0.174977  20040721  
 22     0.446502  0.724455  20040721  
 23    -0.012402  0.286602  20040721  
 24     0.266698  0.542536  20040721  
 25     0.101365  0.331672  20040721  
 26     0.001993  0.185632  20040721  
 27    -0.014335  0.358024  20040721  
 28     0.302861  0.448575  20040721  
 29     0.091251  0.355973  20040721  
 ...         ...       ...       ...  
 12412  0.000106  0.063814  20040721  
 12413  0.659584  0.885502  20040721  
 12414  0.663103  1.026263  20040721  
 12415  1.113705  1.381859  20040721  
 12416  0.402876  0.819455  20040721  
 12417  0.964031  1.269897  20040721  
 12418  0.765130  1.197741  20040721  
 12419  0.418283  0.618374  20040721  
 12420  1.106663  1.383762  20040721  
 12421  0.824091  1.264687  20040721  
 12422  0.814480  1.032803  20040721  
 12423  1.169566  1.448096  20040721  
 12424  0.034745  0.357710  20040721  
 12425  0.088183  0.467433  20040721  
 12426  0.461281  0.918163  20040721  
 12427  1.052346  1.375490  20040721  
 12428  0.433121  0.802953  20040721  
 12429  0.275618  0.433735  20040721  
 12430  1.107966  1.265704  20040721  
 12431  0.916945  1.203871  20040721  
 12432  0.482502  0.904222  20040721  
 12433  1.087129  1.401864  20040721  
 12434  1.373327  1.643253  20040721  
 12435  0.412582  0.670588  20040721  
 12436  0.789033  1.204580  20040721  
 12437  0.925905  1.109564  20040721  
 12438  0.690862  1.000047  20040721  
 12439  0.747192  1.086101  20040721  
 12440  1.077444  1.315392  20040721  
 12441  1.287937  1.472362  20040721  
 
 [12442 rows x 92 columns],
 '20040722':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.256            0.000               0.0   
 1      USA0011            -0.438            0.000               0.0   
 2      USA0031             0.010            0.000               0.0   
 3      USA0062            -0.815            0.432               0.0   
 4      USA00E2             0.036            0.000               0.0   
 5      USA00F1            -0.497            0.000               0.0   
 6      USA00G2            -0.286            0.000               0.0   
 7      USA00H1             0.569            0.000               0.0   
 8      USA00I1             0.882            0.000               0.0   
 9      USA00J1            -0.674            0.000               0.0   
 10     USA00K1             0.553            0.000               0.0   
 11     USA00P1            -0.155            0.000               0.0   
 12     USA00R1            -0.689            0.000               0.0   
 13     USA00S1            -0.510            0.000               0.0   
 14     USA00V1            -0.555            0.000               0.0   
 15     USA0131            -0.855            1.000               0.0   
 16     USA0161             1.213            1.000               0.0   
 17     USA01I1            -0.300            0.000               0.0   
 18     USA01J2            -0.905            0.000               0.0   
 19     USA01L1            -0.237            0.000               0.0   
 20     USA01P1             2.774            0.000               0.0   
 21     USA01Q1            -0.560            0.000               0.0   
 22     USA0202            -0.532            0.000               0.0   
 23     USA0231             0.146            0.000               0.0   
 24     USA0281            -0.655            0.000               0.0   
 25     USA0291             0.105            0.000               0.0   
 26     USA02A1            -0.663            0.000               0.0   
 27     USA02B1            -2.746            0.000               0.0   
 28     USA02H1             0.003            0.000               0.0   
 29     USA02P1            -0.447            0.144               0.0   
 ...        ...               ...              ...               ...   
 12417  USAZY41            -1.147            0.000               0.0   
 12418  USAZY51            -0.927            0.000               0.0   
 12419  USAZY61            -1.363            0.000               0.0   
 12420  USAZY71            -0.786            0.000               0.0   
 12421  USAZYI1            -0.911            0.000               0.0   
 12422  USAZYJ1             2.303            0.000               0.0   
 12423  USAZYK1            -0.727            0.000               0.0   
 12424  USAZYM1            -0.977            0.000               0.0   
 12425  USAZYR1             2.664            0.000               0.0   
 12426  USAZYS1            -0.164            0.000               0.0   
 12427  USAZYT1             0.667            0.000               0.0   
 12428  USAZYV1            -0.061            0.000               0.0   
 12429  USAZYX1            -1.116            0.000               0.0   
 12430  USAZZ41            -2.746            0.000               0.0   
 12431  USAZZ51            -0.599            0.000               0.0   
 12432  USAZZ61            -0.313            0.000               0.0   
 12433  USAZZ71             0.890            0.000               0.0   
 12434  USAZZ81            -0.610            0.000               0.0   
 12435  USAZZ91            -0.605            0.000               0.0   
 12436  USAZZA1             2.774            0.000               0.0   
 12437  USAZZB1            -0.690            0.000               0.0   
 12438  USAZZD1             2.578            0.000               0.0   
 12439  USAZZF1             1.574            0.000               0.0   
 12440  USAZZI1            -1.266            0.000               0.0   
 12441  USAZZJ1            -1.153            0.000               0.0   
 12442  USAZZL1            -0.893            0.000               0.0   
 12443  USAZZP1            -1.289            0.000               0.0   
 12444  USAZZR1            -0.358            0.000               0.0   
 12445  USAZZX1            -0.162            0.000               0.0   
 12446  USAZZY1             1.009            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.858           0.000  ...           NaN          NaN   
 1            -1.858           0.000  ...           NaN          NaN   
 2            -1.919           0.000  ...           NaN        400.0   
 3            -2.185           0.000  ...           NaN          NaN   
 4            -2.128           0.000  ...           NaN      18160.0   
 5            -1.399           0.000  ...           NaN        105.0   
 6            -1.842           0.000  ...           NaN          NaN   
 7            -1.780           0.000  ...           NaN          NaN   
 8            -0.584           0.000  ...           NaN          NaN   
 9            -1.981           0.865  ...           NaN      29000.0   
 10           -1.555           0.000  ...           NaN          NaN   
 11           -1.052           0.000  ...           NaN          NaN   
 12           -1.769           0.000  ...           NaN          NaN   
 13           -1.423           0.000  ...           NaN          NaN   
 14           -1.858           0.000  ...           NaN          NaN   
 15           -1.795           0.000  ...           NaN          NaN   
 16           -1.225           0.000  ...           NaN        450.0   
 17           -1.623           0.000  ...           NaN       2670.0   
 18           -1.402           0.000  ...           NaN          NaN   
 19           -1.823           0.000  ...           NaN          NaN   
 20           -1.185           0.000  ...           NaN       2000.0   
 21           -1.749           1.000  ...           NaN          NaN   
 22           -1.028           0.000  ...           NaN          NaN   
 23           -1.882           0.000  ...           NaN       2865.0   
 24           -1.357           0.000  ...           NaN          NaN   
 25           -1.667           0.000  ...           NaN          NaN   
 26           -1.855           0.000  ...           NaN          NaN   
 27           -1.857           0.000  ...           NaN        185.0   
 28           -1.289           0.000  ...           NaN       2553.0   
 29           -1.687           0.000  ...           NaN       6250.0   
 ...             ...             ...  ...           ...          ...   
 12417        -1.858           0.000  ...           NaN          NaN   
 12418        -0.615           0.000  ...           NaN      20000.0   
 12419        -0.597           0.000  ...           NaN          NaN   
 12420         0.243           0.000  ...           NaN       5694.0   
 12421        -1.093           0.000  ...           NaN      50100.0   
 12422        -0.063           0.000  ...           NaN        249.0   
 12423        -0.427           0.000  ...           NaN       2200.0   
 12424        -1.071           0.000  ...           NaN          NaN   
 12425         0.215           0.000  ...           NaN     129104.0   
 12426        -0.304           0.000  ...           NaN          NaN   
 12427        -0.327           0.000  ...           NaN      26550.0   
 12428         0.350           0.000  ...           NaN        580.0   
 12429        -1.809           0.000  ...           NaN       5800.0   
 12430        -1.685           0.000  ...           NaN      19350.0   
 12431        -0.990           0.000  ...           NaN          NaN   
 12432         0.123           0.000  ...           NaN      65140.0   
 12433        -1.046           0.000  ...           NaN       2000.0   
 12434        -1.344           1.000  ...           NaN      19400.0   
 12435         0.233           0.000  ...           NaN          NaN   
 12436        -0.141           0.000  ...           NaN       2000.0   
 12437        -0.949           0.000  ...           NaN          NaN   
 12438         0.180           0.000  ...           NaN   11003120.0   
 12439         0.728           0.000  ...           NaN      23138.0   
 12440        -1.088           1.000  ...           NaN          NaN   
 12441        -0.378           0.000  ...           NaN          0.0   
 12442        -0.118           0.000  ...           NaN       7500.0   
 12443        -0.556           1.000  ...           NaN          NaN   
 12444        -0.450           0.000  ...           NaN          NaN   
 12445         0.174           0.000  ...           NaN          NaN   
 12446         0.557           0.000  ...           NaN      88800.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.175192e+10  0.150875   18.266305   13.045519   
 1             NaN     6.124269e+09  0.000000   21.630847   15.862372   
 2             NaN     6.139287e+10  2.551521   34.252503   31.396852   
 3             NaN     3.143188e+10  2.047502   28.990120   26.505668   
 4             NaN     4.755068e+10  2.544248   26.073792   21.686356   
 5             NaN     1.753996e+11  0.420875   22.340166   19.494459   
 6             NaN     1.129976e+10  6.493506   25.208498   17.849370   
 7             NaN     7.181181e+10  0.000000   27.132451   20.921880   
 8             NaN     1.515106e+10  0.509771   46.362464   37.182082   
 9             NaN     4.201781e+10  1.629630   23.484287   20.445873   
 10            NaN     2.846729e+10  0.000000   48.025533   37.501478   
 11            NaN     2.353743e+10  1.337154   21.804086   17.786059   
 12            NaN     6.645394e+09  2.312139   16.922901   12.312256   
 13            NaN     2.024879e+10  1.213697   28.792386   25.979563   
 14            NaN     1.187187e+10  1.158301   17.468655   12.117498   
 15            NaN     3.789887e+10  1.565864   31.411179   27.818278   
 16            NaN     3.789887e+10  1.565864   33.699786   30.219381   
 17            NaN     2.220720e+10  0.171306   20.282000   17.797652   
 18            NaN     2.510488e+10  2.064451   32.421142   29.337676   
 19            NaN     1.008120e+11  3.102752   28.444138   22.967940   
 20            NaN     1.472145e+11  0.000000   39.676444   35.147146   
 21            NaN     1.197446e+11  1.980983   24.112479   20.837726   
 22            NaN     1.649804e+10  0.000000   40.888074   37.799372   
 23            NaN     9.140721e+10  0.000000   23.549477   19.402188   
 24            NaN     4.206122e+10  3.151733   26.166381   22.525429   
 25            NaN     2.612748e+10  0.000000   20.121690   15.810825   
 26            NaN     7.629595e+09  1.853225   14.214229   10.163026   
 27            NaN     7.629595e+09  1.853225   39.837084   37.441160   
 28            NaN     6.851453e+10  2.914798   24.247903   20.845597   
 29            NaN     3.466659e+11  2.469136   26.821859   23.780492   
 ...           ...              ...       ...         ...         ...   
 12417         NaN     5.056250e+06       NaN   24.173699   17.711654   
 12418     8054.82     8.320950e+06  0.000000   83.989564   81.526340   
 12419         NaN     2.231800e+06  0.000000   81.454563   78.056848   
 12420      191.33     9.808000e+05  0.000000  104.778910  101.236119   
 12421     5729.21     1.908750e+06  0.000000  101.263570   98.681851   
 12422     5079.94     3.067140e+07       NaN  102.936478   99.499504   
 12423      196.40     2.732920e+04       NaN   71.034819   66.739305   
 12424         NaN     2.270100e+06       NaN   84.296792   81.688432   
 12425    91842.01     1.583690e+07  0.000000  120.628269  117.150903   
 12426         NaN     5.030700e+01  0.000000   61.708872   55.523374   
 12427    17709.51     1.974000e+07  0.000000  145.851125  144.124075   
 12428     2368.07     9.348003e+06  0.000000  171.510362  169.138428   
 12429   123413.48     7.320720e+07  1.136364   57.950593   53.428350   
 12430     7898.08     2.802827e+06       NaN   92.477807   90.141516   
 12431         NaN     1.482800e+05  0.000000   82.622860   79.261823   
 12432      611.04     1.668300e+06  0.000000  168.127827  165.859746   
 12433     4246.98     2.087610e+07  0.000000  100.977834   98.583789   
 12434  1464099.63     3.231956e+10  4.540667   26.404004   23.260412   
 12435         NaN     1.591600e+03  0.000000   62.651889   53.993765   
 12436     8030.57     1.848070e+06  0.000000  100.809758   97.487331   
 12437         NaN     2.711540e+06  0.000000   52.518479   46.276532   
 12438    50529.65     1.527813e+06       NaN   93.148945   89.100440   
 12439    17020.54     2.804700e+07       NaN  108.174741  103.511964   
 12440         NaN     4.347500e+05  0.000000   85.954845   83.491720   
 12441         NaN     6.341627e+06  0.000000   94.239638   89.409323   
 12442    35798.39     3.852900e+07  0.000000   88.125268   85.281619   
 12443         NaN     2.131700e+06       NaN   81.553566   78.247283   
 12444         NaN     3.367200e+05       NaN   49.458624   43.998774   
 12445         NaN     2.194780e+06  0.000000  204.421965  202.586419   
 12446  3311962.43     8.340972e+08  0.610920   50.393881   39.509967   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000050  0.125791  20040722  
 1      0.000102  0.075408  20040722  
 2     -0.032187  0.199089  20040722  
 3     -0.173346  0.163206  20040722  
 4     -0.142831  0.146516  20040722  
 5      0.243560  0.474350  20040722  
 6      0.008630  0.024426  20040722  
 7      0.041493  0.063181  20040722  
 8      0.675587  1.131499  20040722  
 9     -0.064907  0.029391  20040722  
 10     0.161008  0.656683  20040722  
 11     0.427606  0.742100  20040722  
 12     0.047259  0.292470  20040722  
 13     0.230677  0.434614  20040722  
 14     0.000102  0.012160  20040722  
 15     0.033333  0.251138  20040722  
 16     0.335980  0.588497  20040722  
 17     0.124923  0.240429  20040722  
 18     0.242140  0.523694  20040722  
 19     0.018948  0.174419  20040722  
 20     0.356892  0.670928  20040722  
 21     0.057766  0.159682  20040722  
 22     0.440046  0.703127  20040722  
 23    -0.012740  0.278041  20040722  
 24     0.265621  0.514194  20040722  
 25     0.101254  0.327779  20040722  
 26     0.001954  0.157684  20040722  
 27     0.000753  0.300425  20040722  
 28     0.302088  0.438328  20040722  
 29     0.091053  0.333929  20040722  
 ...         ...       ...       ...  
 12417  0.000102  0.026547  20040722  
 12418  0.659163  0.871900  20040722  
 12419  0.668699  0.997756  20040722  
 12420  1.113977  1.295315  20040722  
 12421  0.405682  0.757801  20040722  
 12422  0.951798  1.319021  20040722  
 12423  0.758702  1.185178  20040722  
 12424  0.417396  0.622241  20040722  
 12425  1.099454  1.456004  20040722  
 12426  0.824002  1.297131  20040722  
 12427  0.811901  1.102454  20040722  
 12428  1.170914  1.485201  20040722  
 12429  0.025919  0.327750  20040722  
 12430  0.092155  0.466110  20040722  
 12431  0.460554  0.922318  20040722  
 12432  1.050681  1.391387  20040722  
 12433  0.430855  0.825514  20040722  
 12434  0.272532  0.372082  20040722  
 12435  1.108594  1.265056  20040722  
 12436  0.910502  1.266959  20040722  
 12437  0.482013  0.895547  20040722  
 12438  1.080579  1.481443  20040722  
 12439  1.371033  1.694251  20040722  
 12440  0.408608  0.651470  20040722  
 12441  0.784758  1.153662  20040722  
 12442  0.922970  1.093782  20040722  
 12443  0.690406  0.992483  20040722  
 12444  0.746904  1.085902  20040722  
 12445  1.077679  1.329148  20040722  
 12446  1.280583  1.484160  20040722  
 
 [12447 rows x 92 columns],
 '20040723':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.370            0.000               0.0   
 1      USA0011            -0.216            0.000               0.0   
 2      USA0031             0.004            0.000               0.0   
 3      USA0062             0.735            0.432               0.0   
 4      USA00E2             0.052            0.000               0.0   
 5      USA00F1             0.426            0.000               0.0   
 6      USA00G2             1.527            0.000               0.0   
 7      USA00H1            -0.033            0.000               0.0   
 8      USA00I1            -0.844            0.000               0.0   
 9      USA00J1            -0.516            0.000               0.0   
 10     USA00K1            -0.890            0.000               0.0   
 11     USA00P1            -0.106            0.000               0.0   
 12     USA00R1             0.418            0.000               0.0   
 13     USA00S1            -0.363            0.000               0.0   
 14     USA00V1             0.317            0.000               0.0   
 15     USA0131             0.572            1.000               0.0   
 16     USA0161             0.130            1.000               0.0   
 17     USA01I1             0.222            0.000               0.0   
 18     USA01J2             1.088            0.000               0.0   
 19     USA01L1             0.495            0.000               0.0   
 20     USA01P1            -0.082            0.000               0.0   
 21     USA01Q1            -0.863            0.000               0.0   
 22     USA0202             2.779            0.000               0.0   
 23     USA0231            -0.002            0.000               0.0   
 24     USA0281             0.052            0.000               0.0   
 25     USA0291            -0.083            0.000               0.0   
 26     USA02A1             0.199            0.000               0.0   
 27     USA02B1             1.057            0.000               0.0   
 28     USA02H1             0.057            0.000               0.0   
 29     USA02P1             0.304            0.144               0.0   
 ...        ...               ...              ...               ...   
 12420  USAZY41             0.008            0.000               0.0   
 12421  USAZY51            -0.635            0.000               0.0   
 12422  USAZY61             0.067            0.000               0.0   
 12423  USAZY71            -1.259            0.000               0.0   
 12424  USAZYI1            -2.718            0.000               0.0   
 12425  USAZYJ1            -0.049            0.000               0.0   
 12426  USAZYK1            -0.795            0.000               0.0   
 12427  USAZYM1            -0.792            0.000               0.0   
 12428  USAZYR1             0.560            0.000               0.0   
 12429  USAZYS1            -1.254            0.000               0.0   
 12430  USAZYT1            -2.718            0.000               0.0   
 12431  USAZYV1            -1.518            0.000               0.0   
 12432  USAZYX1             2.093            0.000               0.0   
 12433  USAZZ41            -2.718            0.000               0.0   
 12434  USAZZ51            -0.851            0.000               0.0   
 12435  USAZZ61            -1.507            0.000               0.0   
 12436  USAZZ71             2.779            0.000               0.0   
 12437  USAZZ81            -0.363            0.000               0.0   
 12438  USAZZ91            -0.283            0.000               0.0   
 12439  USAZZA1            -1.137            0.000               0.0   
 12440  USAZZB1            -0.300            0.000               0.0   
 12441  USAZZD1            -0.875            0.000               0.0   
 12442  USAZZF1            -0.858            0.000               0.0   
 12443  USAZZI1            -1.364            0.000               0.0   
 12444  USAZZJ1            -1.790            0.000               0.0   
 12445  USAZZL1             1.731            0.000               0.0   
 12446  USAZZP1            -1.264            0.000               0.0   
 12447  USAZZR1            -1.011            0.000               0.0   
 12448  USAZZX1            -0.948            0.000               0.0   
 12449  USAZZY1             1.559            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.848           0.000  ...           NaN          NaN   
 1            -1.848           0.000  ...           NaN          NaN   
 2            -1.908           0.000  ...           NaN        400.0   
 3            -2.157           0.000  ...           NaN          NaN   
 4            -2.106           0.000  ...           NaN      18160.0   
 5            -1.398           0.000  ...           NaN        105.0   
 6            -1.830           0.000  ...           NaN          NaN   
 7            -1.772           0.000  ...           NaN          NaN   
 8            -0.598           0.000  ...           NaN          NaN   
 9            -1.965           0.865  ...           NaN      29000.0   
 10           -1.552           0.000  ...           NaN          NaN   
 11           -1.043           0.000  ...           NaN          NaN   
 12           -1.756           0.000  ...           NaN          NaN   
 13           -1.416           0.000  ...           NaN          NaN   
 14           -1.848           0.000  ...           NaN          NaN   
 15           -1.777           0.000  ...           NaN          NaN   
 16           -1.225           0.000  ...           NaN          NaN   
 17           -1.614           0.000  ...           NaN       2670.0   
 18           -1.400           0.000  ...           NaN          NaN   
 19           -1.809           0.000  ...           NaN          NaN   
 20           -1.191           0.000  ...           NaN          NaN   
 21           -1.739           1.000  ...           NaN          NaN   
 22           -0.888           0.000  ...           NaN     117380.0   
 23           -1.868           0.000  ...           NaN       2865.0   
 24           -1.358           0.000  ...           NaN          NaN   
 25           -1.660           0.000  ...           NaN          NaN   
 26           -1.844           0.000  ...           NaN          NaN   
 27           -1.789           0.000  ...           NaN        100.0   
 28           -1.290           0.000  ...           NaN       2553.0   
 29           -1.675           0.000  ...           NaN       6250.0   
 ...             ...             ...  ...           ...          ...   
 12420        -1.848           0.000  ...           NaN          NaN   
 12421        -0.612           0.000  ...           NaN          NaN   
 12422        -0.597           0.000  ...           NaN       1000.0   
 12423         0.244           0.000  ...           NaN          NaN   
 12424        -1.223           0.000  ...           NaN      50114.0   
 12425        -0.070           0.000  ...           NaN          NaN   
 12426        -0.422           0.000  ...           NaN        120.0   
 12427        -1.050           0.000  ...           NaN      20000.0   
 12428         0.242           0.000  ...           NaN     354153.0   
 12429        -0.300           0.000  ...           NaN          NaN   
 12430        -0.393           0.000  ...           NaN     148552.0   
 12431         0.342           0.000  ...           NaN      27400.0   
 12432        -1.668           0.000  ...           NaN       6000.0   
 12433        -1.797           0.000  ...           NaN     111109.0   
 12434        -0.971           0.000  ...           NaN          NaN   
 12435         0.115           0.000  ...           NaN       4150.0   
 12436        -0.839           0.000  ...           NaN      14000.0   
 12437        -1.308           1.000  ...           NaN      34200.0   
 12438         0.219           0.000  ...           NaN          NaN   
 12439        -0.135           0.000  ...           NaN          NaN   
 12440        -0.915           0.000  ...           NaN          NaN   
 12441         0.172           0.000  ...           NaN    2657000.0   
 12442         0.716           0.000  ...           NaN       6286.0   
 12443        -1.061           1.000  ...           NaN          NaN   
 12444        -0.479           0.000  ...           NaN          0.0   
 12445        -0.069           0.000  ...           NaN      11600.0   
 12446        -0.535           1.000  ...           NaN          NaN   
 12447        -0.437           0.000  ...           NaN          NaN   
 12448         0.174           0.000  ...           NaN     377500.0   
 12449         0.605           0.000  ...           NaN      78300.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.117218e+10  0.150875   18.699928   13.496337   
 1             NaN     6.023665e+09  0.000000   22.461217   16.778749   
 2             NaN     6.039233e+10  2.551521   35.247721   32.437128   
 3             NaN     3.113989e+10  2.047502   29.795411   27.413925   
 4             NaN     4.665752e+10  2.544248   26.716554   22.382993   
 5             NaN     1.776694e+11  0.420875   22.909803   20.070393   
 6             NaN     1.112519e+10  6.493506   27.241257   19.552251   
 7             NaN     7.086456e+10  0.000000   27.705186   21.619659   
 8             NaN     1.459707e+10  0.509771   47.765791   38.597406   
 9             NaN     4.170164e+10  1.629630   24.514214   21.277475   
 10            NaN     2.749203e+10  0.000000   49.287308   38.878874   
 11            NaN     2.337226e+10  1.337154   22.499496   18.386602   
 12            NaN     6.626615e+09  2.312139   17.314642   12.745323   
 13            NaN     2.028175e+10  1.213697   29.782857   26.940321   
 14            NaN     1.176811e+10  1.158301   17.880020   12.535944   
 15            NaN     3.770658e+10  1.565864   32.257842   28.749472   
 16            NaN     3.770658e+10  1.565864   34.692808   31.222809   
 17            NaN     2.213760e+10  0.171306   20.834404   18.388275   
 18            NaN     2.499904e+10  2.064451   33.624362   30.404976   
 19            NaN     1.002344e+11  3.102752   29.219251   23.748313   
 20            NaN     1.439156e+11  0.000000   40.757803   36.330888   
 21            NaN     1.104526e+11  1.980983   25.670497   22.045176   
 22            NaN     1.624194e+10  0.000000   43.299101   39.799067   
 23            NaN     8.997337e+10  0.000000   24.164328   20.039880   
 24            NaN     4.227118e+10  3.151733   26.803151   23.260599   
 25            NaN     2.576527e+10  0.000000   20.610532   16.324924   
 26            NaN     7.586604e+09  1.853225   14.568134   10.533427   
 27            NaN     7.586604e+09  1.853225   40.807858   38.770242   
 28            NaN     6.803745e+10  2.914798   24.933627   21.518702   
 29            NaN     3.428703e+11  2.469136   27.584219   24.548034   
 ...           ...              ...       ...         ...         ...   
 12420         NaN     5.056250e+06       NaN   24.734826   18.314431   
 12421         NaN     8.320950e+06  0.000000   87.928071   85.483541   
 12422       36.36     2.231800e+06  0.000000   85.872955   82.588822   
 12423         NaN     9.808000e+05  0.000000  109.465826  105.886672   
 12424     5776.69     2.163250e+06  0.000000  104.123054  101.420495   
 12425         NaN     3.067140e+07       NaN  102.519633   98.854992   
 12426      191.91     2.732920e+04       NaN   74.520244   70.222452   
 12427     1341.98     2.270100e+06       NaN   93.650577   91.094619   
 12428    89185.58     1.546860e+07  0.000000  125.760914  122.351864   
 12429         NaN     5.030700e+01  0.000000   64.155765   57.924373   
 12430    20514.88     2.072700e+07  0.000000  153.227274  151.475757   
 12431     2275.63     9.348003e+06  0.000000  180.644865  178.279463   
 12432   127589.48     7.102656e+07  1.136364   60.273738   55.590609   
 12433     6822.16     3.039210e+06       NaN   97.722652   95.487475   
 12434         NaN     1.482800e+05  0.000000   86.083300   82.691326   
 12435      569.79     1.668300e+06  0.000000  177.048265  174.762195   
 12436     4437.89     1.789380e+07  0.000000  107.090879  104.454997   
 12437  1407279.63     3.208924e+10  4.540667   27.546411   24.099922   
 12438         NaN     1.591600e+03  0.000000   64.555745   55.938972   
 12439         NaN     1.848070e+06  0.000000  101.705880   98.098027   
 12440         NaN     2.711540e+06  0.000000   54.172215   47.884264   
 12441    48993.81     1.527813e+06       NaN   97.298586   93.555465   
 12442    16184.84     2.804700e+07       NaN  112.130186  107.532177   
 12443         NaN     4.347500e+05  0.000000   91.795205   89.299540   
 12444         NaN     6.542724e+06  0.000000   97.919447   93.289068   
 12445    36992.03     3.724470e+07  0.000000   91.702660   88.688991   
 12446         NaN     2.131700e+06       NaN   88.930482   85.774832   
 12447         NaN     3.367200e+05       NaN   51.460917   45.864629   
 12448     1523.38     2.194780e+06  0.000000  216.590749  214.763090   
 12449  3276076.71     8.152597e+08  0.610920   52.581790   41.505696   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000004  0.139375  20040723  
 1      0.000125  0.082095  20040723  
 2     -0.032177  0.201647  20040723  
 3     -0.164368  0.205368  20040723  
 4     -0.137262  0.159213  20040723  
 5      0.239335  0.486749  20040723  
 6      0.009346  0.053562  20040723  
 7      0.040137  0.065061  20040723  
 8      0.664921  1.101316  20040723  
 9     -0.062338  0.028307  20040723  
 10     0.157280  0.641191  20040723  
 11     0.428471  0.737934  20040723  
 12     0.048691  0.305529  20040723  
 13     0.229765  0.436091  20040723  
 14     0.000125  0.028319  20040723  
 15     0.037678  0.275395  20040723  
 16     0.331410  0.576884  20040723  
 17     0.124403  0.247848  20040723  
 18     0.238183  0.553985  20040723  
 19     0.020641  0.187254  20040723  
 20     0.349685  0.648714  20040723  
 21     0.057781  0.155569  20040723  
 22     0.510984  0.823711  20040723  
 23    -0.010765  0.277161  20040723  
 24     0.260455  0.533634  20040723  
 25     0.100134  0.323200  20040723  
 26     0.002236  0.166812  20040723  
 27     0.031492  0.366606  20040723  
 28     0.296647  0.437213  20040723  
 29     0.091911  0.348423  20040723  
 ...         ...       ...       ...  
 12420  0.000125  0.037210  20040723  
 12421  0.657878  0.874485  20040723  
 12422  0.665786  1.011324  20040723  
 12423  1.113121  1.289218  20040723  
 12424  0.332644  0.665714  20040723  
 12425  0.946202  1.351938  20040723  
 12426  0.758908  1.187935  20040723  
 12427  0.424795  0.622475  20040723  
 12428  1.112363  1.432993  20040723  
 12429  0.823469  1.272823  20040723  
 12430  0.774178  0.993335  20040723  
 12431  1.165580  1.444987  20040723  
 12432  0.095720  0.446451  20040723  
 12433  0.027297  0.418091  20040723  
 12434  0.466656  0.928789  20040723  
 12435  1.044572  1.371455  20040723  
 12436  0.536959  0.968187  20040723  
 12437  0.287548  0.377775  20040723  
 12438  1.100072  1.252166  20040723  
 12439  0.911534  1.283722  20040723  
 12440  0.496687  0.912475  20040723  
 12441  1.075010  1.403028  20040723  
 12442  1.364469  1.641768  20040723  
 12443  0.418756  0.648458  20040723  
 12444  0.728470  1.056145  20040723  
 12445  0.946609  1.162116  20040723  
 12446  0.698821  0.980718  20040723  
 12447  0.750867  1.081479  20040723  
 12448  1.076107  1.317337  20040723  
 12449  1.305442  1.514966  20040723  
 
 [12450 rows x 92 columns],
 '20040726':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.340            0.000               0.0   
 1      USA0011            -0.239            0.000               0.0   
 2      USA0031            -0.452            0.000               0.0   
 3      USA0062             0.894            0.432               0.0   
 4      USA00E2            -0.743            0.000               0.0   
 5      USA00F1             0.340            0.000               0.0   
 6      USA00G2             1.720            0.000               0.0   
 7      USA00H1            -0.115            0.000               0.0   
 8      USA00I1            -0.808            0.000               0.0   
 9      USA00J1             0.057            0.000               0.0   
 10     USA00K1             0.057            0.000               0.0   
 11     USA00P1            -0.167            0.000               0.0   
 12     USA00R1             0.032            0.000               0.0   
 13     USA00S1            -0.108            0.000               0.0   
 14     USA00V1            -0.151            0.000               0.0   
 15     USA0131            -0.071            1.000               0.0   
 16     USA0161            -0.651            1.000               0.0   
 17     USA01I1            -0.349            0.000               0.0   
 18     USA01J2             0.475            0.000               0.0   
 19     USA01L1            -0.483            0.000               0.0   
 20     USA01P1            -0.510            0.000               0.0   
 21     USA01Q1             0.067            0.000               0.0   
 22     USA0202            -1.158            0.000               0.0   
 23     USA0231             0.170            0.000               0.0   
 24     USA0281             0.134            0.000               0.0   
 25     USA0291             0.096            0.000               0.0   
 26     USA02A1             0.213            0.000               0.0   
 27     USA02B1            -0.196            0.000               0.0   
 28     USA02H1             0.274            0.000               0.0   
 29     USA02P1            -0.007            0.144               0.0   
 ...        ...               ...              ...               ...   
 12419  USAZY41            -0.066            0.000               0.0   
 12420  USAZY51            -0.734            0.000               0.0   
 12421  USAZY61            -0.326            0.000               0.0   
 12422  USAZY71             2.869            0.000               0.0   
 12423  USAZYI1            -0.131            0.000               0.0   
 12424  USAZYJ1            -2.774            0.000               0.0   
 12425  USAZYK1            -0.509            0.000               0.0   
 12426  USAZYM1            -0.992            0.000               0.0   
 12427  USAZYR1             2.267            0.000               0.0   
 12428  USAZYS1            -0.457            0.000               0.0   
 12429  USAZYT1            -2.774            0.000               0.0   
 12430  USAZYV1             2.869            0.000               0.0   
 12431  USAZYX1            -1.139            0.000               0.0   
 12432  USAZZ41             2.869            0.000               0.0   
 12433  USAZZ51            -0.404            0.000               0.0   
 12434  USAZZ61             2.869            0.000               0.0   
 12435  USAZZ71            -2.774            0.000               0.0   
 12436  USAZZ81             0.320            0.000               0.0   
 12437  USAZZ91            -0.952            0.000               0.0   
 12438  USAZZA1            -0.622            0.000               0.0   
 12439  USAZZB1            -0.602            0.000               0.0   
 12440  USAZZD1            -0.438            0.000               0.0   
 12441  USAZZF1            -1.613            0.000               0.0   
 12442  USAZZI1            -1.029            0.000               0.0   
 12443  USAZZJ1            -1.133            0.000               0.0   
 12444  USAZZL1            -2.143            0.000               0.0   
 12445  USAZZP1            -0.837            0.000               0.0   
 12446  USAZZR1            -0.490            0.000               0.0   
 12447  USAZZX1             2.869            0.000               0.0   
 12448  USAZZY1            -0.464            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.842           0.000  ...           NaN          NaN   
 1            -1.842           0.000  ...           NaN          NaN   
 2            -1.903           0.000  ...           NaN        400.0   
 3            -2.123           0.000  ...           NaN      24115.0   
 4            -2.099           0.000  ...           NaN      18160.0   
 5            -1.386           0.000  ...           NaN        105.0   
 6            -1.824           0.000  ...           NaN          NaN   
 7            -1.768           0.000  ...           NaN          NaN   
 8            -0.596           0.000  ...           NaN          NaN   
 9            -1.958           0.865  ...           NaN      29000.0   
 10           -1.548           0.000  ...           NaN          NaN   
 11           -1.474           0.000  ...           NaN          NaN   
 12           -1.751           0.000  ...           NaN          NaN   
 13           -1.414           0.000  ...           NaN          NaN   
 14           -1.842           0.000  ...           NaN          NaN   
 15           -1.769           0.000  ...           NaN          NaN   
 16           -1.236           0.000  ...           NaN        100.0   
 17           -1.610           0.000  ...           NaN       2670.0   
 18           -1.396           0.000  ...           NaN          NaN   
 19           -1.806           0.000  ...           NaN          NaN   
 20           -1.182           0.000  ...           NaN          NaN   
 21           -1.725           1.000  ...           NaN          NaN   
 22           -0.883           0.000  ...           NaN          NaN   
 23           -1.868           0.000  ...           NaN       2865.0   
 24           -1.346           0.000  ...           NaN          NaN   
 25           -1.655           0.000  ...           NaN          NaN   
 26           -1.838           0.000  ...           NaN          NaN   
 27           -1.792           0.000  ...           NaN        300.0   
 28           -1.311           0.000  ...           NaN       2553.0   
 29           -1.675           0.000  ...           NaN       6250.0   
 ...             ...             ...  ...           ...          ...   
 12419        -1.842           0.000  ...           NaN          NaN   
 12420        -0.607           0.000  ...           NaN          NaN   
 12421        -0.592           0.000  ...           NaN          NaN   
 12422         0.295           0.000  ...           NaN      13000.0   
 12423        -1.214           0.000  ...           NaN        580.0   
 12424        -0.207           0.000  ...           NaN        300.0   
 12425        -0.418           0.000  ...           NaN       3900.0   
 12426        -1.041           0.000  ...           NaN          NaN   
 12427         0.302           0.000  ...           NaN     182830.0   
 12428        -0.298           0.000  ...           NaN        167.0   
 12429        -0.433           0.000  ...           NaN     197850.0   
 12430         0.406           0.000  ...           NaN     117140.0   
 12431        -1.657           0.000  ...           NaN       2100.0   
 12432        -1.699           0.000  ...           NaN      26390.0   
 12433        -0.966           0.000  ...           NaN          NaN   
 12434         0.248           0.000  ...           NaN     503387.0   
 12435        -0.919           0.000  ...           NaN      20000.0   
 12436        -1.286           1.000  ...           NaN      33400.0   
 12437         0.220           0.000  ...           NaN          NaN   
 12438        -0.132           0.000  ...           NaN          NaN   
 12439        -0.907           0.000  ...           NaN          NaN   
 12440         0.173           0.000  ...           NaN    4253444.0   
 12441         0.698           0.000  ...           NaN          NaN   
 12442        -1.054           1.000  ...           NaN          NaN   
 12443        -0.474           0.000  ...           NaN          0.0   
 12444        -0.083           0.000  ...           NaN       5000.0   
 12445        -0.531           1.000  ...           NaN          NaN   
 12446        -0.433           0.000  ...           NaN          NaN   
 12447         0.245           0.000  ...           NaN      40000.0   
 12448         0.622           0.000  ...           NaN      53600.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.095228e+10  0.150875   18.414050   13.333573   
 1             NaN     6.011090e+09  0.000000   22.229525   16.692252   
 2             NaN     6.020472e+10  2.551521   34.948584   32.141523   
 3             NaN     3.132024e+10  2.047502   29.686405   27.482723   
 4             NaN     4.657754e+10  2.544248   26.651630   22.305803   
 5             NaN     1.800174e+11  0.420875   22.688740   19.797524   
 6             NaN     1.168859e+10  6.493506   28.313718   20.419340   
 7             NaN     7.097977e+10  0.000000   27.262081   21.366305   
 8             NaN     1.442232e+10  0.509771   47.535564   38.312194   
 9             NaN     4.187189e+10  1.629630   24.166260   20.997627   
 10            NaN     2.722300e+10  0.000000   48.770237   38.517942   
 11            NaN     2.330147e+10  1.337154   20.977120   18.243824   
 12            NaN     6.614465e+09  2.312139   17.088260   12.573282   
 13            NaN     2.028645e+10  1.213697   29.482466   26.626954   
 14            NaN     1.187693e+10  1.158301   17.552472   12.389626   
 15            NaN     3.765850e+10  1.565864   31.948636   28.402575   
 16            NaN     3.765850e+10  1.565864   34.485503   31.001143   
 17            NaN     2.195489e+10  0.171306   20.599052   18.170499   
 18            NaN     2.478736e+10  2.064451   33.341981   30.001008   
 19            NaN     9.997762e+10  3.102752   29.017795   23.596629   
 20            NaN     1.411665e+11  0.000000   40.633253   36.195330   
 21            NaN     1.083252e+11  1.980983   25.304900   21.756426   
 22            NaN     1.614759e+10  0.000000   43.050793   39.621330   
 23            NaN     9.048545e+10  0.000000   23.930089   19.780128   
 24            NaN     4.189126e+10  3.151733   26.562687   22.947282   
 25            NaN     2.533061e+10  0.000000   20.385971   16.111096   
 26            NaN     7.557943e+09  1.853225   14.355932   10.404266   
 27            NaN     7.557943e+09  1.853225   40.235955   38.239748   
 28            NaN     6.834902e+10  2.914798   24.644710   21.224006   
 29            NaN     3.406562e+11  2.469136   27.425873   24.479850   
 ...           ...              ...       ...         ...         ...   
 12419         NaN     5.056250e+06       NaN   24.408271   18.107169   
 12420         NaN     8.320950e+06  0.000000   87.187984   84.717720   
 12421         NaN     2.231800e+06  0.000000   85.160909   81.799311   
 12422      193.25     6.130000e+05  0.000000  113.463426  109.792090   
 12423     4940.61     2.163250e+06  0.000000  102.605945  100.017053   
 12424     5245.18     4.690920e+07       NaN  100.991724   97.349293   
 12425       41.67     2.732920e+04       NaN   73.408276   68.910766   
 12426         NaN     2.270100e+06       NaN   94.067491   91.243704   
 12427    89467.08     1.399540e+07  0.000000  125.320118  121.480074   
 12428         NaN     5.030700e+01  0.000000   63.931395   57.436624   
 12429    25229.74     2.270100e+07  0.000000  152.215213  150.450450   
 12430     1988.49     7.419050e+06  0.000000  180.504961  177.952333   
 12431   133449.35     7.097464e+07  1.136364   59.499565   54.967520   
 12432     6358.99     2.701520e+06       NaN   99.506317   97.445352   
 12433         NaN     1.482800e+05  0.000000   85.272958   81.775043   
 12434      409.06     1.112200e+06  0.000000  179.922715  177.408176   
 12435     5030.17     2.385840e+07  0.000000  106.961041  104.236787   
 12436  1411286.91     3.212525e+10  4.540667   27.336840   23.862176   
 12437         NaN     1.591600e+03  0.000000   64.195399   55.394737   
 12438         NaN     1.848070e+06  0.000000  101.195763   97.428793   
 12439         NaN     2.711540e+06  0.000000   53.694688   47.255128   
 12440    48035.46     1.527813e+06       NaN   96.179852   92.237106   
 12441         NaN     2.804700e+07       NaN  111.191152  106.446218   
 12442         NaN     4.347500e+05  0.000000   91.834662   89.331822   
 12443         NaN     6.543647e+06  0.000000   97.038651   92.340887   
 12444    38076.41     3.810090e+07  0.000000   90.842888   87.817889   
 12445         NaN     2.131700e+06       NaN   88.329692   85.113958   
 12446         NaN     3.367200e+05       NaN   50.917179   45.066821   
 12447     1582.60     1.646085e+06  0.000000  217.726791  215.762246   
 12448  2661840.60     8.063042e+08  0.610920   52.351048   40.995429   
 
        HistBeta  PredBeta  DataDate  
 0      0.000013  0.150724  20040726  
 1      0.000135  0.087829  20040726  
 2     -0.032532  0.196121  20040726  
 3     -0.149602  0.244225  20040726  
 4     -0.136627  0.161155  20040726  
 5      0.243193  0.497376  20040726  
 6      0.009590  0.083653  20040726  
 7      0.039767  0.092666  20040726  
 8      0.664011  1.093861  20040726  
 9     -0.061595  0.043597  20040726  
 10     0.156672  0.661817  20040726  
 11     0.196366  0.414478  20040726  
 12     0.048742  0.313122  20040726  
 13     0.228385  0.440920  20040726  
 14     0.000135  0.033123  20040726  
 15     0.039251  0.274056  20040726  
 16     0.323206  0.552624  20040726  
 17     0.123809  0.240458  20040726  
 18     0.237990  0.566012  20040726  
 19     0.019202  0.172313  20040726  
 20     0.351865  0.637077  20040726  
 21     0.062477  0.168739  20040726  
 22     0.511438  0.784529  20040726  
 23    -0.013909  0.278809  20040726  
 24     0.264441  0.537245  20040726  
 25     0.099974  0.334242  20040726  
 26     0.002336  0.180009  20040726  
 27     0.026952  0.355429  20040726  
 28     0.283017  0.435669  20040726  
 29     0.089178  0.357539  20040726  
 ...         ...       ...       ...  
 12419  0.000135  0.050204  20040726  
 12420  0.658377  0.866922  20040726  
 12421  0.666076  1.009540  20040726  
 12422  1.139097  1.377161  20040726  
 12423  0.334635  0.722115  20040726  
 12424  0.871517  1.234847  20040726  
 12425  0.758758  1.196944  20040726  
 12426  0.426985  0.624968  20040726  
 12427  1.142445  1.506473  20040726  
 12428  0.822718  1.296557  20040726  
 12429  0.750880  0.962677  20040726  
 12430  1.198304  1.540551  20040726  
 12431  0.098470  0.414758  20040726  
 12432  0.076293  0.496027  20040726  
 12433  0.466966  0.941850  20040726  
 12434  1.114057  1.500562  20040726  
 12435  0.491766  0.889943  20040726  
 12436  0.296250  0.399307  20040726  
 12437  1.099091  1.229735  20040726  
 12438  0.911326  1.299005  20040726  
 12439  0.498155  0.907283  20040726  
 12440  1.073691  1.412448  20040726  
 12441  1.353800  1.601915  20040726  
 12442  0.419807  0.645436  20040726  
 12443  0.729187  1.046474  20040726  
 12444  0.937259  1.095550  20040726  
 12445  0.698694  1.000079  20040726  
 12446  0.751220  1.082935  20040726  
 12447  1.112488  1.422076  20040726  
 12448  1.313312  1.498855  20040726  
 
 [12449 rows x 92 columns],
 '20040727':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.800            0.000               0.0   
 1      USA0011            -1.050            0.000               0.0   
 2      USA0031            -0.343            0.000               0.0   
 3      USA0062            -0.585            0.432               0.0   
 4      USA00E2            -0.690            0.000               0.0   
 5      USA00F1             0.046            0.000               0.0   
 6      USA00G2             0.186            0.000               0.0   
 7      USA00H1            -0.082            0.000               0.0   
 8      USA00I1            -0.912            0.000               0.0   
 9      USA00J1            -0.644            0.000               0.0   
 10     USA00K1            -1.568            0.000               0.0   
 11     USA00P1            -0.074            0.000               0.0   
 12     USA00R1            -0.510            0.000               0.0   
 13     USA00S1             0.585            0.000               0.0   
 14     USA00V1            -0.276            0.000               0.0   
 15     USA0131            -0.122            1.000               0.0   
 16     USA0161             0.276            1.000               0.0   
 17     USA01I1            -0.292            0.000               0.0   
 18     USA01J2            -0.704            0.000               0.0   
 19     USA01L1            -0.071            0.000               0.0   
 20     USA01P1            -0.968            0.000               0.0   
 21     USA01Q1            -0.555            0.000               0.0   
 22     USA0202            -0.044            0.000               0.0   
 23     USA0231            -0.880            0.000               0.0   
 24     USA0281            -0.538            0.000               0.0   
 25     USA0291            -0.865            0.000               0.0   
 26     USA02A1            -1.069            0.000               0.0   
 27     USA02B1            -1.121            0.000               0.0   
 28     USA02H1            -0.124            0.000               0.0   
 29     USA02P1             1.524            0.144               0.0   
 ...        ...               ...              ...               ...   
 12421  USAZY41            -0.775            0.000               0.0   
 12422  USAZY51             0.267            0.000               0.0   
 12423  USAZY61             0.114            0.000               0.0   
 12424  USAZY71             2.741            0.000               0.0   
 12425  USAZYI1             2.279            0.000               0.0   
 12426  USAZYJ1             0.811            0.000               0.0   
 12427  USAZYK1             0.346            0.000               0.0   
 12428  USAZYM1             2.741            0.000               0.0   
 12429  USAZYR1            -1.201            0.000               0.0   
 12430  USAZYS1             0.435            0.000               0.0   
 12431  USAZYT1             2.741            0.000               0.0   
 12432  USAZYV1             1.128            0.000               0.0   
 12433  USAZYX1             0.064            0.000               0.0   
 12434  USAZZ41            -2.794            0.000               0.0   
 12435  USAZZ51             0.390            0.000               0.0   
 12436  USAZZ61             0.910            0.000               0.0   
 12437  USAZZ71             0.613            0.000               0.0   
 12438  USAZZ81             0.404            0.000               0.0   
 12439  USAZZ91             0.972            0.000               0.0   
 12440  USAZZA1            -2.794            0.000               0.0   
 12441  USAZZB1            -0.991            0.000               0.0   
 12442  USAZZD1             2.741            0.000               0.0   
 12443  USAZZF1             0.758            0.000               0.0   
 12444  USAZZI1            -2.794            0.000               0.0   
 12445  USAZZJ1             1.032            0.000               0.0   
 12446  USAZZL1             2.741            0.000               0.0   
 12447  USAZZP1            -0.074            0.000               0.0   
 12448  USAZZR1             0.656            0.000               0.0   
 12449  USAZZX1             0.635            0.000               0.0   
 12450  USAZZY1            -0.305            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.818           0.000  ...           NaN          NaN   
 1            -1.818           0.000  ...           NaN          NaN   
 2            -1.874           0.000  ...           NaN        400.0   
 3            -2.093           0.000  ...           NaN          NaN   
 4            -2.066           0.000  ...           NaN      18160.0   
 5            -1.381           0.000  ...           NaN        105.0   
 6            -1.802           0.000  ...           NaN          NaN   
 7            -1.745           0.000  ...           NaN          NaN   
 8            -0.621           0.000  ...           NaN          NaN   
 9            -1.933           0.865  ...           NaN      29000.0   
 10           -1.535           0.000  ...           NaN          NaN   
 11           -1.463           0.000  ...           NaN          NaN   
 12           -1.724           0.000  ...           NaN          NaN   
 13           -1.422           0.000  ...           NaN          NaN   
 14           -1.818           0.000  ...           NaN          NaN   
 15           -1.755           0.000  ...           NaN          NaN   
 16           -1.230           0.000  ...           NaN        280.0   
 17           -1.604           0.000  ...           NaN       2670.0   
 18           -1.393           0.000  ...           NaN          NaN   
 19           -1.787           0.000  ...           NaN          NaN   
 20           -1.181           0.000  ...           NaN          NaN   
 21           -1.705           1.000  ...           NaN          NaN   
 22           -0.899           0.000  ...           NaN          NaN   
 23           -1.844           0.000  ...           NaN       2865.0   
 24           -1.340           0.000  ...           NaN          NaN   
 25           -1.638           0.000  ...           NaN          NaN   
 26           -1.814           0.000  ...           NaN          NaN   
 27           -1.765           0.000  ...           NaN          NaN   
 28           -1.302           0.000  ...           NaN       2553.0   
 29           -1.787           0.000  ...           NaN       3500.0   
 ...             ...             ...  ...           ...          ...   
 12421        -1.818           0.000  ...           NaN          NaN   
 12422        -0.609           0.000  ...           NaN          NaN   
 12423        -0.592           0.000  ...           NaN          NaN   
 12424         0.216           0.000  ...           NaN      70715.0   
 12425        -1.311           0.000  ...           NaN      10000.0   
 12426        -0.225           0.000  ...           NaN          NaN   
 12427        -0.401           0.000  ...           NaN          NaN   
 12428        -1.148           0.000  ...           NaN      28400.0   
 12429         0.391           0.000  ...           NaN      72011.0   
 12430        -0.295           0.000  ...           NaN          NaN   
 12431        -0.654           0.000  ...           NaN      50525.0   
 12432         0.407           0.000  ...           NaN       3800.0   
 12433        -1.678           0.000  ...           NaN        600.0   
 12434        -1.427           0.000  ...           NaN      91500.0   
 12435        -0.955           0.000  ...           NaN          NaN   
 12436         0.250           0.000  ...           NaN     100820.0   
 12437        -0.907           0.000  ...           NaN          NaN   
 12438        -1.335           1.000  ...           NaN      39500.0   
 12439         0.216           0.000  ...           NaN          NaN   
 12440        -0.010           0.000  ...           NaN      15794.0   
 12441        -0.912           0.000  ...           NaN          NaN   
 12442         0.015           0.000  ...           NaN   24582280.0   
 12443         0.663           0.000  ...           NaN      16250.0   
 12444        -0.979           1.000  ...           NaN        600.0   
 12445        -0.507           0.000  ...           NaN          0.0   
 12446        -0.209           0.000  ...           NaN      11800.0   
 12447        -0.544           1.000  ...           NaN          NaN   
 12448        -0.430           0.000  ...           NaN          NaN   
 12449         0.240           0.000  ...           NaN      20000.0   
 12450         0.638           0.000  ...           NaN      65500.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.233166e+10  0.150875   18.674807   13.379210   
 1             NaN     6.130557e+09  0.000000   22.978252   17.150202   
 2             NaN     6.126780e+10  2.551521   34.896132   31.963567   
 3             NaN     3.207598e+10  2.047502   29.633526   27.333127   
 4             NaN     4.681749e+10  2.544248   26.728754   22.154099   
 5             NaN     1.848179e+11  0.420875   22.595604   19.740660   
 6             NaN     1.193458e+10  6.493506   28.668967   20.374251   
 7             NaN     7.155580e+10  0.000000   27.393627   21.244214   
 8             NaN     1.436655e+10  0.509771   47.402915   38.173722   
 9             NaN     4.207456e+10  1.629630   24.417605   20.994786   
 10            NaN     2.720618e+10  0.000000   49.088355   38.542972   
 11            NaN     2.426892e+10  1.337154   21.011933   18.194395   
 12            NaN     6.743705e+09  2.312139   17.311303   12.623661   
 13            NaN     2.079020e+10  1.213697   29.769486   26.842716   
 14            NaN     1.197816e+10  1.158301   17.799015   12.310696   
 15            NaN     3.863602e+10  1.565864   31.894842   28.226831   
 16            NaN     3.863602e+10  1.565864   34.313824   30.888636   
 17            NaN     1.914039e+10  0.171306   20.744087   18.042418   
 18            NaN     2.464055e+10  2.064451   33.512103   29.892078   
 19            NaN     1.003948e+11  3.102752   29.194071   23.458028   
 20            NaN     1.423349e+11  0.000000   40.652965   36.126265   
 21            NaN     1.069803e+11  1.980983   25.497288   21.685757   
 22            NaN     1.629586e+10  0.000000   42.850575   39.527150   
 23            NaN     9.056227e+10  0.000000   24.340441   19.831199   
 24            NaN     4.230117e+10  3.151733   26.611281   22.813516   
 25            NaN     2.607918e+10  0.000000   20.536637   16.025543   
 26            NaN     7.592336e+09  1.853225   14.783890   10.724462   
 27            NaN     7.592336e+09  1.853225   40.528856   38.391827   
 28            NaN     6.836849e+10  2.914798   24.642030   21.102939   
 29            NaN     3.458224e+11  2.469136   28.365003   25.195954   
 ...           ...              ...       ...         ...         ...   
 12421         NaN     5.056250e+06       NaN   24.746110   18.142453   
 12422         NaN     8.320950e+06  0.000000   87.738954   85.289154   
 12423         NaN     2.231800e+06  0.000000   85.804770   82.460695   
 12424      248.75     4.904000e+05  0.000000  103.455171   99.021827   
 12425     4784.22     1.908750e+06  0.000000  103.565019  100.971152   
 12426         NaN     4.690920e+07       NaN  106.596587  103.337452   
 12427         NaN     2.732920e+04       NaN   72.414837   67.828545   
 12428      967.44     1.967420e+06       NaN   89.673533   87.045259   
 12429    86709.69     1.473200e+07  0.000000  125.853583  122.097294   
 12430         NaN     5.030700e+01  0.000000   64.171215   57.556372   
 12431    24978.60     1.924650e+07  0.000000  155.590810  154.000968   
 12432     1906.74     7.419050e+06  0.000000  182.929058  180.293339   
 12433   128584.14     7.061120e+07  1.136364   59.535160   54.799031   
 12434     6444.26     3.039210e+06       NaN  102.280057   99.886831   
 12435         NaN     1.482800e+05  0.000000   85.660912   82.167852   
 12436      399.63     1.112200e+06  0.000000  182.070917  179.644162   
 12437         NaN     2.385840e+07  0.000000  110.326932  107.801914   
 12438  1408547.34     3.133344e+10  4.540667   27.439952   23.884999   
 12439         NaN     1.591600e+03  0.000000   64.176406   55.235400   
 12440     8147.33     2.174200e+06  0.000000  104.642252  100.895225   
 12441         NaN     2.711540e+06  0.000000   53.660900   46.868414   
 12442    48086.78     1.018542e+06       NaN   95.004140   90.935108   
 12443    15823.42     2.804700e+07       NaN  111.226652  106.567677   
 12444       73.55     4.700000e+05  0.000000   93.628740   90.855514   
 12445         NaN     6.487348e+06  0.000000   97.399107   92.636701   
 12446    38598.39     3.596040e+07  0.000000   92.393722   89.426556   
 12447         NaN     2.131700e+06       NaN   87.010213   83.696541   
 12448         NaN     3.367200e+05       NaN   51.104715   45.195640   
 12449     1524.30     1.646085e+06  0.000000  219.106362  217.212608   
 12450  2624427.24     8.229800e+08  0.610920   51.969140   40.740939   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000034  0.124058  20040727  
 1      0.000104  0.060113  20040727  
 2     -0.030467  0.184643  20040727  
 3     -0.148892  0.214230  20040727  
 4     -0.134456  0.148711  20040727  
 5      0.236347  0.464116  20040727  
 6      0.008449  0.063073  20040727  
 7      0.039473  0.094776  20040727  
 8      0.647856  1.043113  20040727  
 9     -0.062011  0.020925  20040727  
 10     0.153356  0.588093  20040727  
 11     0.192365  0.410292  20040727  
 12     0.050890  0.292858  20040727  
 13     0.214222  0.446724  20040727  
 14     0.000104  0.032250  20040727  
 15     0.034169  0.257031  20040727  
 16     0.318562  0.542147  20040727  
 17     0.115939  0.231134  20040727  
 18     0.230134  0.533051  20040727  
 19     0.016860  0.170526  20040727  
 20     0.344950  0.594210  20040727  
 21     0.061064  0.149520  20040727  
 22     0.497379  0.770557  20040727  
 23    -0.014055  0.251528  20040727  
 24     0.258712  0.517965  20040727  
 25     0.097362  0.303417  20040727  
 26     0.001993  0.144161  20040727  
 27     0.028628  0.317388  20040727  
 28     0.279237  0.415223  20040727  
 29     0.016962  0.339651  20040727  
 ...         ...       ...       ...  
 12421  0.000104  0.035931  20040727  
 12422  0.654246  0.866841  20040727  
 12423  0.663488  1.007786  20040727  
 12424  1.100816  1.485573  20040727  
 12425  0.274360  0.718837  20040727  
 12426  0.862512  1.161669  20040727  
 12427  0.767184  1.214474  20040727  
 12428  0.362570  0.649224  20040727  
 12429  1.195876  1.482533  20040727  
 12430  0.824525  1.332330  20040727  
 12431  0.630214  0.976628  20040727  
 12432  1.204640  1.584537  20040727  
 12433  0.075694  0.403704  20040727  
 12434  0.211559  0.566626  20040727  
 12435  0.467317  0.943151  20040727  
 12436  1.119210  1.473159  20040727  
 12437  0.493079  0.830957  20040727  
 12438  0.261235  0.370726  20040727  
 12439  1.101007  1.264632  20040727  
 12440  0.978519  1.287954  20040727  
 12441  0.490236  0.927285  20040727  
 12442  0.992417  1.401112  20040727  
 12443  1.343031  1.614650  20040727  
 12444  0.454402  0.634508  20040727  
 12445  0.709952  1.057785  20040727  
 12446  0.871105  1.115769  20040727  
 12447  0.689758  1.012857  20040727  
 12448  0.751276  1.123052  20040727  
 12449  1.114005  1.375159  20040727  
 12450  1.329253  1.500442  20040727  
 
 [12451 rows x 92 columns],
 '20040728':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.245            0.000               0.0   
 1      USA0011             0.469            0.000               0.0   
 2      USA0031             0.048            0.000               0.0   
 3      USA0062             0.587            0.432               0.0   
 4      USA00E2             0.173            0.000               0.0   
 5      USA00F1             0.029            0.000               0.0   
 6      USA00G2             0.627            0.000               0.0   
 7      USA00H1             0.104            0.000               0.0   
 8      USA00I1             0.189            0.000               0.0   
 9      USA00J1             0.174            0.000               0.0   
 10     USA00K1            -0.743            0.000               0.0   
 11     USA00P1            -0.279            0.000               0.0   
 12     USA00R1            -0.646            0.000               0.0   
 13     USA00S1            -0.200            0.000               0.0   
 14     USA00V1            -0.139            0.000               0.0   
 15     USA0131             1.643            1.000               0.0   
 16     USA0161            -1.956            1.000               0.0   
 17     USA01I1            -0.551            0.000               0.0   
 18     USA01J2             0.858            0.000               0.0   
 19     USA01L1             0.739            0.000               0.0   
 20     USA01P1             1.704            0.000               0.0   
 21     USA01Q1             0.179            0.000               0.0   
 22     USA0202            -0.279            0.000               0.0   
 23     USA0231             0.002            0.000               0.0   
 24     USA0281             2.840            0.000               0.0   
 25     USA0291            -0.104            0.000               0.0   
 26     USA02A1             0.154            0.000               0.0   
 27     USA02B1            -0.034            0.000               0.0   
 28     USA02H1            -0.210            0.000               0.0   
 29     USA02P1             0.304            0.144               0.0   
 ...        ...               ...              ...               ...   
 12422  USAZY41            -0.833            0.000               0.0   
 12423  USAZY51            -1.210            0.000               0.0   
 12424  USAZY61            -0.945            0.000               0.0   
 12425  USAZY71            -1.327            0.000               0.0   
 12426  USAZYI1             2.316            0.000               0.0   
 12427  USAZYJ1            -0.501            0.000               0.0   
 12428  USAZYK1            -0.664            0.000               0.0   
 12429  USAZYM1            -0.820            0.000               0.0   
 12430  USAZYR1            -2.335            0.000               0.0   
 12431  USAZYS1            -1.290            0.000               0.0   
 12432  USAZYT1            -2.684            0.000               0.0   
 12433  USAZYV1            -1.311            0.000               0.0   
 12434  USAZYX1             0.340            0.000               0.0   
 12435  USAZZ41            -0.562            0.000               0.0   
 12436  USAZZ51            -1.093            0.000               0.0   
 12437  USAZZ61            -1.237            0.000               0.0   
 12438  USAZZ71            -0.790            0.000               0.0   
 12439  USAZZ81             0.558            0.000               0.0   
 12440  USAZZ91            -0.197            0.000               0.0   
 12441  USAZZA1            -1.009            0.000               0.0   
 12442  USAZZB1            -0.901            0.000               0.0   
 12443  USAZZD1            -1.648            0.000               0.0   
 12444  USAZZF1            -0.744            0.000               0.0   
 12445  USAZZI1            -0.542            0.000               0.0   
 12446  USAZZJ1             2.840            0.000               0.0   
 12447  USAZZL1            -2.684            0.000               0.0   
 12448  USAZZP1            -0.691            0.000               0.0   
 12449  USAZZR1            -1.029            0.000               0.0   
 12450  USAZZX1            -1.468            0.000               0.0   
 12451  USAZZY1             0.382            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.817           0.000  ...           NaN          NaN   
 1            -1.817           0.000  ...           NaN          NaN   
 2            -1.873           0.000  ...           NaN        400.0   
 3            -2.094           0.000  ...           NaN          NaN   
 4            -2.065           0.000  ...           NaN      18160.0   
 5            -1.380           0.000  ...           NaN        105.0   
 6            -1.801           0.000  ...           NaN          NaN   
 7            -1.747           0.000  ...           NaN       4750.0   
 8            -0.620           0.000  ...           NaN          NaN   
 9            -1.931           0.865  ...           NaN      29000.0   
 10           -1.534           0.000  ...           NaN          NaN   
 11           -1.479           0.000  ...           NaN          NaN   
 12           -1.762           0.000  ...           NaN          NaN   
 13           -1.421           0.000  ...           NaN          NaN   
 14           -1.817           0.000  ...           NaN          NaN   
 15           -1.750           0.000  ...           NaN         33.0   
 16           -1.235           0.000  ...           NaN       4290.0   
 17           -1.604           0.000  ...           NaN       2670.0   
 18           -1.392           0.000  ...           NaN          NaN   
 19           -1.785           0.000  ...           NaN          NaN   
 20           -1.169           0.000  ...           NaN      11000.0   
 21           -1.704           1.000  ...           NaN          NaN   
 22           -0.900           0.000  ...           NaN          NaN   
 23           -1.843           0.000  ...           NaN       2865.0   
 24           -1.314           0.000  ...           NaN         80.0   
 25           -1.637           0.000  ...           NaN          NaN   
 26           -1.813           0.000  ...           NaN          NaN   
 27           -1.765           0.000  ...           NaN          NaN   
 28           -1.302           0.000  ...           NaN       2553.0   
 29           -1.786           0.000  ...           NaN       3500.0   
 ...             ...             ...  ...           ...          ...   
 12422        -1.817           0.000  ...           NaN          NaN   
 12423        -0.606           0.000  ...           NaN          NaN   
 12424        -0.591           0.000  ...           NaN          NaN   
 12425         0.217           0.000  ...           NaN      25000.0   
 12426        -1.264           0.000  ...           NaN      26000.0   
 12427        -0.223           0.000  ...           NaN          NaN   
 12428        -0.400           0.000  ...           NaN     103000.0   
 12429        -1.147           0.000  ...           NaN          NaN   
 12430         0.390           0.000  ...           NaN      75356.0   
 12431        -0.294           0.000  ...           NaN          NaN   
 12432        -0.653           0.000  ...           NaN     131700.0   
 12433         0.409           0.000  ...           NaN          NaN   
 12434        -1.676           0.000  ...           NaN        600.0   
 12435        -1.431           0.000  ...           NaN       5000.0   
 12436        -0.954           0.000  ...           NaN          NaN   
 12437         0.250           0.000  ...           NaN      29060.0   
 12438        -0.905           0.000  ...           NaN          NaN   
 12439        -1.332           1.000  ...           NaN      28100.0   
 12440         0.217           0.000  ...           NaN          NaN   
 12441        -0.009           0.000  ...           NaN      35000.0   
 12442        -0.910           0.000  ...           NaN          NaN   
 12443         0.017           0.000  ...           NaN   23344340.0   
 12444         0.665           0.000  ...           NaN          NaN   
 12445        -0.977           1.000  ...           NaN          NaN   
 12446        -0.496           0.000  ...           NaN          0.0   
 12447        -0.209           0.000  ...           NaN      10500.0   
 12448        -0.543           1.000  ...           NaN        884.0   
 12449        -0.429           0.000  ...           NaN          NaN   
 12450         0.242           0.000  ...           NaN      12100.0   
 12451         0.640           0.000  ...           NaN      72200.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.199181e+10  0.150875   18.506587   13.244215   
 1             NaN     6.055104e+09  0.000000   22.707104   16.984972   
 2             NaN     6.104893e+10  2.551521   34.556895   31.611171   
 3             NaN     3.272866e+10  2.047502   29.537692   27.203675   
 4             NaN     4.639091e+10  2.544248   26.517273   21.926701   
 5             NaN     1.854440e+11  0.420875   22.391965   19.503860   
 6             NaN     1.190284e+10  6.493506   28.776163   20.412440   
 7             NaN     7.296388e+10  0.000000   27.447230   21.040258   
 8             NaN     1.425501e+10  0.509771   46.995341   37.801033   
 9             NaN     4.242315e+10  1.629630   24.256641   20.776170   
 10            NaN     2.666811e+10  0.000000   49.085716   38.430575   
 11            NaN     2.423943e+10  1.337154   21.028692   18.131374   
 12            NaN     6.711671e+09  2.312139   18.586457   13.629508   
 13            NaN     2.043240e+10  1.213697   29.595047   26.644723   
 14            NaN     1.189465e+10  1.158301   17.847480   12.233662   
 15            NaN     3.926900e+10  1.565864   32.169895   28.389574   
 16            NaN     3.926900e+10  1.565864   36.513880   33.067375   
 17            NaN     1.935789e+10  0.171306   20.909960   18.165850   
 18            NaN     2.507074e+10  2.064451   33.405523   29.687959   
 19            NaN     1.008869e+11  3.102752   29.196072   23.324850   
 20            NaN     1.408916e+11  0.000000   40.578927   36.006410   
 21            NaN     1.068091e+11  1.980983   25.320195   21.469966   
 22            NaN     1.630934e+10  0.000000   42.482581   39.171603   
 23            NaN     9.051106e+10  0.000000   24.123411   19.693663   
 24            NaN     4.224119e+10  3.151733   29.298437   25.282480   
 25            NaN     2.569282e+10  0.000000   20.309838   15.881204   
 26            NaN     7.517817e+09  1.853225   14.685255   10.720786   
 27            NaN     7.517817e+09  1.853225   40.094375   37.996518   
 28            NaN     6.923502e+10  2.914798   24.505227   20.965387   
 29            NaN     3.509887e+11  2.469136   28.166634   25.104708   
 ...           ...              ...       ...         ...         ...   
 12422         NaN     5.056250e+06       NaN   25.650779   18.723548   
 12423         NaN     8.320950e+06  0.000000   88.674633   86.153934   
 12424         NaN     2.231800e+06  0.000000   86.710349   83.347901   
 12425      260.57     4.904000e+05  0.000000  104.950041  100.890858   
 12426     4879.41     1.527000e+06  0.000000  106.719693  104.150437   
 12427         NaN     4.690920e+07       NaN  106.998794  103.851734   
 12428       82.50     2.732920e+04       NaN   73.151555   68.728860   
 12429         NaN     1.967420e+06       NaN   87.032613   84.084462   
 12430    86434.47     1.510030e+07  0.000000  125.539286  121.783814   
 12431         NaN     5.030700e+01  0.000000   63.425746   57.253335   
 12432    26941.15     1.974000e+07  0.000000  155.541568  153.888503   
 12433         NaN     7.419050e+06  0.000000  182.845926  180.276302   
 12434   127354.05     7.061120e+07  1.136364   59.140702   54.300315   
 12435     6098.24     3.039210e+06       NaN  104.600440  102.533322   
 12436         NaN     1.482800e+05  0.000000   85.335581   81.792999   
 12437      401.37     1.112200e+06  0.000000  181.976906  179.606060   
 12438         NaN     2.385840e+07  0.000000  111.410861  108.795979   
 12439  1406385.06     3.105297e+10  4.540667   27.415177   23.910748   
 12440         NaN     1.591600e+03  0.000000   63.639606   54.628471   
 12441     6398.24     2.174200e+06  0.000000  110.018403  106.636378   
 12442         NaN     2.711540e+06  0.000000   53.339599   46.472466   
 12443    49085.59     1.018542e+06       NaN   96.712522   92.990776   
 12444         NaN     2.804700e+07       NaN  112.023600  107.495996   
 12445         NaN     4.700000e+05  0.000000   92.768841   90.123685   
 12446         NaN     6.183164e+06  0.000000   97.373314   92.436540   
 12447    37730.57     3.681660e+07  0.000000   92.627722   89.657041   
 12448       14.61     2.131700e+06       NaN   88.009426   84.819237   
 12449         NaN     3.367200e+05       NaN   51.117268   45.187345   
 12450     1532.55     1.646085e+06  0.000000  219.585020  217.679735   
 12451  2500685.57     8.214359e+08  0.610920   51.589562   40.416174   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000031  0.138285  20040728  
 1      0.000106  0.081223  20040728  
 2     -0.030618  0.186822  20040728  
 3     -0.150160  0.222838  20040728  
 4     -0.134580  0.159375  20040728  
 5      0.236251  0.464129  20040728  
 6      0.008508  0.064406  20040728  
 7      0.038000  0.092041  20040728  
 8      0.647894  1.055823  20040728  
 9     -0.061900  0.028706  20040728  
 10     0.153237  0.592802  20040728  
 11     0.182912  0.394239  20040728  
 12     0.029731  0.262261  20040728  
 13     0.214283  0.430268  20040728  
 14     0.000106  0.034660  20040728  
 15     0.036036  0.293090  20040728  
 16     0.314723  0.497707  20040728  
 17     0.115149  0.215522  20040728  
 18     0.229691  0.551598  20040728  
 19     0.016937  0.180556  20040728  
 20     0.350432  0.635294  20040728  
 21     0.061143  0.156220  20040728  
 22     0.496247  0.753838  20040728  
 23    -0.014071  0.251277  20040728  
 24     0.272089  0.607855  20040728  
 25     0.097347  0.306971  20040728  
 26     0.002012  0.158050  20040728  
 27     0.027986  0.326191  20040728  
 28     0.278775  0.408876  20040728  
 29     0.016654  0.328795  20040728  
 ...         ...       ...       ...  
 12422  0.000106  0.026802  20040728  
 12423  0.655138  0.845610  20040728  
 12424  0.663339  0.988486  20040728  
 12425  1.100872  1.401831  20040728  
 12426  0.299423  0.748323  20040728  
 12427  0.862586  1.137631  20040728  
 12428  0.766911  1.188542  20040728  
 12429  0.362584  0.689017  20040728  
 12430  1.194491  1.459293  20040728  
 12431  0.824351  1.203191  20040728  
 12432  0.629691  0.891612  20040728  
 12433  1.204599  1.530407  20040728  
 12434  0.076129  0.414194  20040728  
 12435  0.208930  0.509829  20040728  
 12436  0.467170  0.911381  20040728  
 12437  1.118854  1.423771  20040728  
 12438  0.493403  0.799339  20040728  
 12439  0.262399  0.384440  20040728  
 12440  1.100636  1.259330  20040728  
 12441  0.978633  1.218748  20040728  
 12442  0.490801  0.929350  20040728  
 12443  0.992424  1.309314  20040728  
 12444  1.343332  1.585083  20040728  
 12445  0.454328  0.671889  20040728  
 12446  0.714690  1.116755  20040728  
 12447  0.870410  1.062557  20040728  
 12448  0.689477  0.984022  20040728  
 12449  0.751371  1.103770  20040728  
 12450  1.114354  1.348742  20040728  
 12451  1.329668  1.505810  20040728  
 
 [12452 rows x 92 columns],
 '20040729':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.665            0.000               0.0   
 1      USA0011            -0.157            0.000               0.0   
 2      USA0031             0.026            0.000               0.0   
 3      USA0062            -0.117            0.432               0.0   
 4      USA00E2            -0.159            0.000               0.0   
 5      USA00F1            -0.224            0.000               0.0   
 6      USA00G2            -0.349            0.000               0.0   
 7      USA00H1            -0.686            0.000               0.0   
 8      USA00I1             1.204            0.000               0.0   
 9      USA00J1            -1.018            0.000               0.0   
 10     USA00K1             0.845            0.000               0.0   
 11     USA00P1            -0.120            0.000               0.0   
 12     USA00R1             0.101            0.000               0.0   
 13     USA00S1            -0.969            0.000               0.0   
 14     USA00V1            -0.114            0.000               0.0   
 15     USA0131            -0.152            1.000               0.0   
 16     USA0161            -0.154            1.000               0.0   
 17     USA01I1            -0.436            0.000               0.0   
 18     USA01J2            -0.012            0.000               0.0   
 19     USA01L1            -0.424            0.000               0.0   
 20     USA01P1             0.234            0.000               0.0   
 21     USA01Q1            -1.221            0.000               0.0   
 22     USA0202             0.081            0.000               0.0   
 23     USA0231            -0.038            0.000               0.0   
 24     USA0281             0.302            0.000               0.0   
 25     USA0291            -0.238            0.000               0.0   
 26     USA02A1             0.143            0.000               0.0   
 27     USA02B1             0.288            0.000               0.0   
 28     USA02H1            -0.047            0.000               0.0   
 29     USA02P1            -0.419            0.144               0.0   
 ...        ...               ...              ...               ...   
 12423  USAZY41            -0.442            0.000               0.0   
 12424  USAZY51             0.124            0.000               0.0   
 12425  USAZY61             0.248            0.000               0.0   
 12426  USAZY71            -2.782            0.000               0.0   
 12427  USAZYI1            -2.782            0.000               0.0   
 12428  USAZYJ1             0.131            0.000               0.0   
 12429  USAZYK1             0.620            0.000               0.0   
 12430  USAZYM1            -1.280            0.000               0.0   
 12431  USAZYR1             0.747            0.000               0.0   
 12432  USAZYS1             0.620            0.000               0.0   
 12433  USAZYT1            -2.782            0.000               0.0   
 12434  USAZYV1             1.068            0.000               0.0   
 12435  USAZYX1            -1.092            0.000               0.0   
 12436  USAZZ41             1.993            0.000               0.0   
 12437  USAZZ51             0.376            0.000               0.0   
 12438  USAZZ61            -2.731            0.000               0.0   
 12439  USAZZ71             0.433            0.000               0.0   
 12440  USAZZ81            -0.901            0.000               0.0   
 12441  USAZZ91             0.334            0.000               0.0   
 12442  USAZZA1             0.823            0.000               0.0   
 12443  USAZZB1             0.312            0.000               0.0   
 12444  USAZZD1             0.492            0.000               0.0   
 12445  USAZZF1            -2.782            0.000               0.0   
 12446  USAZZI1             1.251            0.000               0.0   
 12447  USAZZJ1            -2.782            0.000               0.0   
 12448  USAZZL1            -0.788            0.000               0.0   
 12449  USAZZP1            -0.811            0.000               0.0   
 12450  USAZZR1             0.788            0.000               0.0   
 12451  USAZZX1             0.540            0.000               0.0   
 12452  USAZZY1             0.370            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.800           0.000  ...           NaN          NaN   
 1            -1.800           0.000  ...           NaN          NaN   
 2            -1.854           0.000  ...           NaN        400.0   
 3            -2.075           0.000  ...           NaN          NaN   
 4            -2.044           0.000  ...           NaN      18160.0   
 5            -1.374           0.000  ...           NaN        105.0   
 6            -1.786           0.000  ...           NaN          NaN   
 7            -1.731           0.000  ...           NaN          NaN   
 8            -0.629           0.000  ...           NaN          NaN   
 9            -1.915           0.865  ...           NaN      29000.0   
 10           -1.522           0.000  ...           NaN          NaN   
 11           -1.470           0.000  ...           NaN          NaN   
 12           -1.744           0.000  ...           NaN          NaN   
 13           -1.418           0.000  ...           NaN          NaN   
 14           -1.800           0.000  ...           NaN          NaN   
 15           -1.740           0.000  ...           NaN          NaN   
 16           -1.238           0.000  ...           NaN          NaN   
 17           -1.593           0.000  ...           NaN       2670.0   
 18           -1.386           0.000  ...           NaN          NaN   
 19           -1.771           0.000  ...           NaN          NaN   
 20           -1.162           0.000  ...           NaN          NaN   
 21           -1.691           1.000  ...           NaN          NaN   
 22           -0.903           0.000  ...           NaN          NaN   
 23           -1.826           0.000  ...           NaN       2865.0   
 24           -1.307           0.000  ...           NaN          NaN   
 25           -1.624           0.000  ...           NaN          NaN   
 26           -1.797           0.000  ...           NaN          NaN   
 27           -1.755           0.000  ...           NaN          NaN   
 28           -1.292           0.000  ...           NaN       2553.0   
 29           -1.772           0.000  ...           NaN       3500.0   
 ...             ...             ...  ...           ...          ...   
 12423        -1.800           0.000  ...           NaN          NaN   
 12424        -0.608           0.000  ...           NaN          NaN   
 12425        -0.591           0.000  ...           NaN          NaN   
 12426         0.287           0.000  ...           NaN      13000.0   
 12427        -1.108           0.000  ...           NaN       5000.0   
 12428        -0.231           0.000  ...           NaN          NaN   
 12429        -0.401           0.000  ...           NaN          NaN   
 12430        -1.192           0.000  ...           NaN          NaN   
 12431         0.385           0.000  ...           NaN      85138.0   
 12432        -0.292           0.000  ...           NaN          NaN   
 12433        -0.557           0.000  ...           NaN     123074.0   
 12434         0.404           0.000  ...           NaN     100000.0   
 12435        -1.657           0.000  ...           NaN        600.0   
 12436        -1.578           0.000  ...           NaN     158500.0   
 12437        -0.947           0.000  ...           NaN          NaN   
 12438         0.560           0.000  ...           NaN     109050.0   
 12439        -0.900           0.000  ...           NaN          NaN   
 12440        -1.344           1.000  ...           NaN      17700.0   
 12441         0.212           0.000  ...           NaN          NaN   
 12442        -0.013           0.000  ...           NaN          NaN   
 12443        -0.909           0.000  ...           NaN          NaN   
 12444         0.012           0.000  ...           NaN    8694500.0   
 12445         0.756           0.000  ...           NaN      53700.0   
 12446        -1.026           1.000  ...           NaN        416.0   
 12447        -0.373           0.000  ...           NaN          0.0   
 12448        -0.190           0.000  ...           NaN       1600.0   
 12449        -0.546           1.000  ...           NaN          NaN   
 12450        -0.429           0.000  ...           NaN          NaN   
 12451         0.228           0.000  ...           NaN          NaN   
 12452         0.628           0.000  ...           NaN      39800.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.185188e+10  0.150875   18.647082   13.324962   
 1             NaN     6.067680e+09  0.000000   22.789612   17.017657   
 2             NaN     6.120527e+10  2.551521   34.528130   31.685084   
 3             NaN     3.253973e+10  2.047502   29.827377   27.480873   
 4             NaN     4.729739e+10  2.544248   26.553940   22.085588   
 5             NaN     1.835395e+11  0.420875   22.613819   19.516347   
 6             NaN     1.190284e+10  6.493506   28.755376   20.468533   
 7             NaN     7.296388e+10  0.000000   27.564793   21.111468   
 8             NaN     1.447065e+10  0.509771   47.729099   38.360672   
 9             NaN     4.149086e+10  1.629630   25.913978   21.709565   
 10            NaN     2.767700e+10  0.000000   49.848982   38.936759   
 11            NaN     2.467596e+10  1.337154   21.115616   18.171086   
 12            NaN     6.718299e+09  2.312139   18.586537   13.704838   
 13            NaN     2.022525e+10  1.213697   30.125698   26.873436   
 14            NaN     1.191742e+10  1.158301   17.840575   12.263072   
 15            NaN     3.980584e+10  1.565864   32.059992   28.418441   
 16            NaN     3.980584e+10  1.565864   36.353953   33.122931   
 17            NaN     1.947099e+10  0.171306   20.976734   18.246922   
 18            NaN     2.524145e+10  2.064451   33.461331   29.793547   
 19            NaN     1.021385e+11  3.102752   29.178572   23.349482   
 20            NaN     1.429534e+11  0.000000   40.857418   36.221655   
 21            NaN     1.052931e+11  1.980983   27.672836   22.808708   
 22            NaN     1.678109e+10  0.000000   42.649140   39.376923   
 23            NaN     9.028062e+10  0.000000   24.172669   19.785471   
 24            NaN     4.262111e+10  3.151733   29.241646   25.614477   
 25            NaN     2.569282e+10  0.000000   20.361185   15.893911   
 26            NaN     7.566541e+09  1.853225   14.932318   10.985606   
 27            NaN     7.566541e+09  1.853225   40.341370   38.243354   
 28            NaN     6.883583e+10  2.914798   24.523486   20.979347   
 29            NaN     3.501452e+11  2.469136   28.253413   25.188334   
 ...           ...              ...       ...         ...         ...   
 12423         NaN     5.056250e+06       NaN   25.839267   18.839154   
 12424         NaN     8.320950e+06  0.000000   90.730315   88.220307   
 12425         NaN     2.231800e+06  0.000000   87.663018   84.323317   
 12426      277.89     7.356000e+05  0.000000  108.368706  104.328490   
 12427     4911.22     1.781500e+06  0.000000  104.146014  101.015571   
 12428         NaN     4.690920e+07       NaN  108.237213  105.104334   
 12429         NaN     2.732920e+04       NaN   74.368570   69.946899   
 12430         NaN     1.967420e+06       NaN   87.204162   84.421923   
 12431    80144.76     1.510030e+07  0.000000  126.344685  122.494310   
 12432         NaN     5.030700e+01  0.000000   63.798723   57.621836   
 12433    28086.33     2.220750e+07  0.000000  157.459189  155.678401   
 12434     1689.69     7.419050e+06  0.000000  184.212583  181.629565   
 12435   126252.05     7.102656e+07  1.136364   59.413781   54.366862   
 12436     6366.08     2.532675e+06       NaN  107.182153  105.130209   
 12437         NaN     1.482800e+05  0.000000   86.152882   82.629631   
 12438      416.90     2.224400e+06  0.000000  198.282332  195.865995   
 12439         NaN     2.385840e+07  0.000000  112.930512  110.292333   
 12440  1164370.77     3.119089e+10  4.540667   28.951431   24.541966   
 12441         NaN     1.591600e+03  0.000000   63.837786   54.800595   
 12442         NaN     2.174200e+06  0.000000  112.007124  108.648840   
 12443         NaN     2.711540e+06  0.000000   53.812337   46.981005   
 12444    44779.29     1.018542e+06       NaN   97.196776   93.531519   
 12445    18697.96     3.253452e+07       NaN  115.777273  111.237602   
 12446      109.48     4.465000e+05  0.000000   93.697473   90.824763   
 12447         NaN     6.700265e+06  0.000000   98.706021   93.739423   
 12448    37071.82     3.767280e+07  0.000000   92.920952   90.007504   
 12449         NaN     2.131700e+06       NaN   89.743502   86.350356   
 12450         NaN     3.367200e+05       NaN   51.730029   45.722599   
 12451         NaN     1.646085e+06  0.000000  220.928832  219.042884   
 12452  2372279.19     8.303914e+08  0.610920   51.425101   40.510106   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000058  0.123880  20040729  
 1      0.000090  0.081550  20040729  
 2     -0.029465  0.220489  20040729  
 3     -0.150881  0.226245  20040729  
 4     -0.133976  0.184065  20040729  
 5      0.232963  0.444664  20040729  
 6      0.007814  0.050976  20040729  
 7      0.037862  0.077621  20040729  
 8      0.641386  1.077712  20040729  
 9     -0.062993 -0.012769  20040729  
 10     0.152165  0.620353  20040729  
 11     0.180593  0.397374  20040729  
 12     0.030642  0.271065  20040729  
 13     0.208983  0.400584  20040729  
 14     0.000090  0.039786  20040729  
 15     0.032915  0.270524  20040729  
 16     0.307887  0.485053  20040729  
 17     0.113465  0.210043  20040729  
 18     0.226571  0.543846  20040729  
 19     0.015523  0.157856  20040729  
 20     0.349363  0.626148  20040729  
 21     0.059351  0.104902  20040729  
 22     0.491334  0.748722  20040729  
 23    -0.014227  0.259565  20040729  
 24     0.270041  0.590712  20040729  
 25     0.096299  0.309490  20040729  
 26     0.001788  0.170256  20040729  
 27     0.024403  0.345263  20040729  
 28     0.277893  0.409022  20040729  
 29     0.015158  0.315963  20040729  
 ...         ...       ...       ...  
 12423  0.000090  0.040664  20040729  
 12424  0.652928  0.872615  20040729  
 12425  0.661874  1.026214  20040729  
 12426  1.142831  1.409958  20040729  
 12427  0.379063  0.844837  20040729  
 12428  0.859303  1.158170  20040729  
 12429  0.766155  1.222321  20040729  
 12430  0.332840  0.637832  20040729  
 12431  1.196611  1.540329  20040729  
 12432  0.825703  1.251103  20040729  
 12433  0.680812  0.933852  20040729  
 12434  1.207081  1.587302  20040729  
 12435  0.078077  0.404348  20040729  
 12436  0.121609  0.499508  20040729  
 12437  0.467341  0.945703  20040729  
 12438  1.292497  1.555749  20040729  
 12439  0.492908  0.844086  20040729  
 12440  0.249518  0.321901  20040729  
 12441  1.102038  1.277440  20040729  
 12442  0.978800  1.269616  20040729  
 12443  0.488177  0.967712  20040729  
 12444  0.992297  1.347076  20040729  
 12445  1.399680  1.578628  20040729  
 12446  0.423683  0.667864  20040729  
 12447  0.781310  1.101373  20040729  
 12448  0.881665  1.084165  20040729  
 12449  0.686972  0.967575  20040729  
 12450  0.751130  1.156706  20040729  
 12451  1.110576  1.384729  20040729  
 12452  1.329913  1.507860  20040729  
 
 [12453 rows x 92 columns],
 '20040730':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.380            0.000               0.0   
 1      USA0011            -0.052            0.000               0.0   
 2      USA0031             0.254            0.000               0.0   
 3      USA0062             0.452            0.432               0.0   
 4      USA00E2             0.366            0.000               0.0   
 5      USA00F1             0.152            0.000               0.0   
 6      USA00G2            -0.331            0.000               0.0   
 7      USA00H1             0.065            0.000               0.0   
 8      USA00I1             0.907            0.000               0.0   
 9      USA00J1             0.743            0.000               0.0   
 10     USA00K1             1.791            0.000               0.0   
 11     USA00P1             0.011            0.000               0.0   
 12     USA00R1            -0.188            0.000               0.0   
 13     USA00S1             0.289            0.000               0.0   
 14     USA00V1             0.444            0.000               0.0   
 15     USA0131             0.447            1.000               0.0   
 16     USA0161            -0.183            1.000               0.0   
 17     USA01I1             0.233            0.000               0.0   
 18     USA01J2             0.378            0.000               0.0   
 19     USA01L1             0.276            0.000               0.0   
 20     USA01P1            -2.791            0.000               0.0   
 21     USA01Q1             0.784            0.000               0.0   
 22     USA0202             0.568            0.000               0.0   
 23     USA0231             0.609            0.000               0.0   
 24     USA0281            -0.667            0.000               0.0   
 25     USA0291             2.791            0.000               0.0   
 26     USA02A1             0.067            0.000               0.0   
 27     USA02B1            -0.049            0.000               0.0   
 28     USA02H1            -0.123            0.000               0.0   
 29     USA02P1            -1.160            0.144               0.0   
 ...        ...               ...              ...               ...   
 12431  USAZY41            -0.981            0.000               0.0   
 12432  USAZY51            -0.654            0.000               0.0   
 12433  USAZY61            -0.528            0.000               0.0   
 12434  USAZY71            -0.037            0.000               0.0   
 12435  USAZYI1             2.559            0.000               0.0   
 12436  USAZYJ1            -0.145            0.000               0.0   
 12437  USAZYK1            -0.584            0.000               0.0   
 12438  USAZYM1            -0.281            0.000               0.0   
 12439  USAZYR1            -1.313            0.000               0.0   
 12440  USAZYS1            -0.369            0.000               0.0   
 12441  USAZYT1             2.133            0.000               0.0   
 12442  USAZYV1            -0.394            0.000               0.0   
 12443  USAZYX1             0.160            0.000               0.0   
 12444  USAZZ41            -2.791            0.000               0.0   
 12445  USAZZ51            -0.246            0.000               0.0   
 12446  USAZZ61             2.210            0.000               0.0   
 12447  USAZZ71             0.206            0.000               0.0   
 12448  USAZZ81             0.323            0.000               0.0   
 12449  USAZZ91            -0.003            0.000               0.0   
 12450  USAZZA1            -0.233            0.000               0.0   
 12451  USAZZB1             0.438            0.000               0.0   
 12452  USAZZD1            -0.683            0.000               0.0   
 12453  USAZZF1             2.555            0.000               0.0   
 12454  USAZZI1            -0.369            0.000               0.0   
 12455  USAZZJ1            -2.476            0.000               0.0   
 12456  USAZZL1            -0.548            0.000               0.0   
 12457  USAZZP1             0.540            0.000               0.0   
 12458  USAZZR1            -0.117            0.000               0.0   
 12459  USAZZX1            -0.871            0.000               0.0   
 12460  USAZZY1            -0.063            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 12456               0.0              0.0           0.0          0.000   
 12457               0.0              0.0           0.0          0.000   
 12458               0.0              0.0           0.0          0.000   
 12459               0.0              0.0           0.0          0.000   
 12460               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.804           0.000  ...           NaN          0.0   
 1            -1.803           0.000  ...           NaN          0.0   
 2            -1.857           0.000  ...           NaN        400.0   
 3            -2.080           0.000  ...           NaN      23740.0   
 4            -2.048           0.000  ...           NaN      18160.0   
 5            -1.378           0.000  ...           NaN        105.0   
 6            -1.789           0.000  ...           NaN       1880.0   
 7            -1.734           0.000  ...           NaN      13050.0   
 8            -0.632           0.000  ...           NaN          NaN   
 9            -1.919           0.865  ...           NaN      29000.0   
 10           -1.525           0.000  ...           NaN          0.0   
 11           -1.474           0.000  ...           NaN          NaN   
 12           -1.748           0.000  ...           NaN          NaN   
 13           -1.422           0.000  ...           NaN      21145.0   
 14           -1.803           0.000  ...           NaN          NaN   
 15           -1.744           0.000  ...           NaN         60.0   
 16           -1.239           0.000  ...           NaN       1235.0   
 17           -1.597           0.000  ...           NaN       2670.0   
 18           -1.390           0.000  ...           NaN      53500.0   
 19           -1.776           0.000  ...           NaN          NaN   
 20           -1.131           0.000  ...           NaN        315.0   
 21           -1.695           1.000  ...           NaN      24025.0   
 22           -0.908           0.000  ...           NaN     117380.0   
 23           -1.830           0.000  ...           NaN       2865.0   
 24           -1.310           0.000  ...           NaN          NaN   
 25           -1.512           0.000  ...           NaN      15488.0   
 26           -1.800           0.000  ...           NaN          0.0   
 27           -1.761           0.000  ...           NaN          NaN   
 28           -1.297           0.000  ...           NaN       2553.0   
 29           -1.765           0.000  ...           NaN      12750.0   
 ...             ...             ...  ...           ...          ...   
 12431        -1.803           0.000  ...           NaN          NaN   
 12432        -0.610           0.000  ...           NaN      13500.0   
 12433        -0.593           0.000  ...           NaN          NaN   
 12434         0.285           0.000  ...           NaN          NaN   
 12435        -1.116           0.000  ...           NaN       5000.0   
 12436        -0.233           0.000  ...           NaN          NaN   
 12437        -0.402           0.000  ...           NaN       1000.0   
 12438        -1.194           0.000  ...           NaN          NaN   
 12439         0.388           0.000  ...           NaN      51199.0   
 12440        -0.293           0.000  ...           NaN        167.0   
 12441        -0.567           0.000  ...           NaN       6500.0   
 12442         0.404           0.000  ...           NaN          NaN   
 12443        -1.661           0.000  ...           NaN        100.0   
 12444        -1.568           0.000  ...           NaN       5000.0   
 12445        -0.948           0.000  ...           NaN          NaN   
 12446         0.440           0.000  ...           NaN       6360.0   
 12447        -0.902           0.000  ...           NaN          NaN   
 12448        -1.345           1.000  ...           NaN      18300.0   
 12449         0.212           0.000  ...           NaN      10000.0   
 12450        -0.014           0.000  ...           NaN          NaN   
 12451        -0.911           0.000  ...           NaN          NaN   
 12452         0.013           0.000  ...           NaN   10338510.0   
 12453         0.752           0.000  ...           NaN      50091.0   
 12454        -1.027           1.000  ...           NaN          NaN   
 12455        -0.350           0.000  ...           NaN          0.0   
 12456        -0.192           0.000  ...           NaN          NaN   
 12457        -0.543           1.000  ...           NaN          NaN   
 12458        -0.430           0.000  ...           NaN          NaN   
 12459         0.227           0.000  ...           NaN          NaN   
 12460         0.629           0.000  ...           NaN      35900.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.197182e+10  0.161290   17.941196   12.886093   
 1             NaN     6.067680e+09  0.000000   21.815836   16.374103   
 2             NaN     6.151794e+10  2.642948   33.188412   30.489895   
 3             NaN     3.229926e+10  1.994150   28.800934   26.550387   
 4             NaN     4.719075e+10  2.598870   25.580184   21.314437   
 5             NaN     1.843222e+11  0.424628   21.586878   18.776911   
 6             NaN     1.198219e+10  6.291391   27.716456   19.843931   
 7             NaN     7.281027e+10  0.000000   26.443104   20.306103   
 8             NaN     1.476066e+10  0.604534   45.931070   37.056077   
 9             NaN     4.207456e+10  1.888247   25.048316   20.939633   
 10            NaN     2.853455e+10  0.000000   48.607078   37.884648   
 11            NaN     2.476445e+10  1.333969   20.296466   17.464688   
 12            NaN     6.690683e+09  2.443454   17.919049   13.226243   
 13            NaN     2.024879e+10  1.302023   28.888417   25.864925   
 14            NaN     1.195286e+10  1.270379   17.320941   11.934004   
 15            NaN     4.066317e+10  1.576355   30.809639   27.303500   
 16            NaN     4.066317e+10  1.576355   34.965332   31.889299   
 17            NaN     1.935789e+10  0.269663   20.187592   17.547488   
 18            NaN     2.509123e+10  2.231596   32.156460   28.647092   
 19            NaN     1.023203e+11  3.345531   27.969532   22.469502   
 20            NaN     1.433658e+11  0.000000   41.118273   36.637667   
 21            NaN     1.072493e+11  2.279982   26.674485   22.009078   
 22            NaN     1.665978e+10  0.000000   41.160520   37.968941   
 23            NaN     9.081831e+10  0.000000   23.318559   19.107606   
 24            NaN     4.286106e+10  3.265687   28.137299   24.697243   
 25            NaN     2.648969e+10  0.000000   32.164420   28.548460   
 26            NaN     7.592336e+09  1.887505   14.409662   10.623118   
 27            NaN     7.592336e+09  1.887505   38.843316   36.820995   
 28            NaN     6.908898e+10  2.931229   23.588647   20.260584   
 29            NaN     3.505669e+11  2.406015   27.402542   24.520374   
 ...           ...              ...       ...         ...         ...   
 12431         NaN     5.056250e+06       NaN   24.896058   18.177839   
 12432     5952.59     8.320950e+06  0.000000   86.963412   84.521372   
 12433         NaN     2.231800e+06  0.000000   84.085647   80.861856   
 12434         NaN     7.356000e+05  0.000000  118.744311  115.587013   
 12435     4064.63     1.654250e+06  0.000000  104.392244  101.786588   
 12436         NaN     4.690920e+07       NaN  104.967989  101.956156   
 12437       82.33     2.732920e+04       NaN   72.329214   68.213529   
 12438         NaN     1.967420e+06       NaN   85.199226   82.654546   
 12439    75897.60     1.546860e+07  0.000000  122.201445  118.598678   
 12440         NaN     5.030700e+01  0.000000   61.270519   55.318977   
 12441    27364.97     2.072700e+07  0.000000  153.164669  151.571890   
 12442         NaN     7.419050e+06  0.000000  179.419431  177.003547   
 12443   124015.38     7.139000e+07  1.090909   57.238926   52.297781   
 12444     6202.45     2.701520e+06       NaN  103.280568  101.134705   
 12445         NaN     1.482800e+05  0.000000   83.050608   79.716969   
 12446      394.13     1.112200e+06  0.000000  200.898812  198.941864   
 12447         NaN     2.385840e+07  0.000000  111.084222  108.315173   
 12448  1078507.87     3.147425e+10  4.748804   28.024344   23.696014   
 12449         NaN     1.591600e+03  0.000000   61.405521   52.721006   
 12450         NaN     2.174200e+06  0.000000  107.339382  104.111173   
 12451         NaN     2.711540e+06  0.000000   51.885385   45.321704   
 12452    43176.53     1.018542e+06       NaN   94.217868   90.774913   
 12453    21889.09     3.178660e+07       NaN  116.105112  111.855434   
 12454         NaN     4.523750e+05  0.000000   89.284313   86.513217   
 12455         NaN     7.254782e+06  0.000000   96.338076   91.629787   
 12456         NaN     3.767280e+07  0.000000   89.656903   86.861019   
 12457         NaN     2.131700e+06       NaN   87.604504   84.428217   
 12458         NaN     3.367200e+05       NaN   49.625586   43.894503   
 12459         NaN     1.646085e+06  0.000000  216.171099  214.384013   
 12460  2296693.05     8.356412e+08  0.591279   49.454881   39.002206   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000064  0.115061  20040730  
 1      0.000086  0.075048  20040730  
 2     -0.029168  0.224202  20040730  
 3     -0.151278  0.232607  20040730  
 4     -0.133662  0.194882  20040730  
 5      0.232445  0.455647  20040730  
 6      0.007699  0.044179  20040730  
 7      0.037890  0.082349  20040730  
 8      0.641031  1.094302  20040730  
 9     -0.063216  0.008387  20040730  
 10     0.152210  0.681322  20040730  
 11     0.180233  0.392834  20040730  
 12     0.030198  0.262253  20040730  
 13     0.208846  0.409893  20040730  
 14     0.000086  0.046051  20040730  
 15     0.032497  0.279880  20040730  
 16     0.308923  0.487584  20040730  
 17     0.112928  0.209519  20040730  
 18     0.226312  0.544964  20040730  
 19     0.015273  0.153583  20040730  
 20     0.367597  0.573164  20040730  
 21     0.059163  0.128162  20040730  
 22     0.489907  0.774357  20040730  
 23    -0.014509  0.269202  20040730  
 24     0.269710  0.563003  20040730  
 25     0.159411  0.595867  20040730  
 26     0.001748  0.168161  20040730  
 27     0.023402  0.339781  20040730  
 28     0.276856  0.399575  20040730  
 29     0.020799  0.294275  20040730  
 ...         ...       ...       ...  
 12431  0.000086  0.019419  20040730  
 12432  0.652677  0.866035  20040730  
 12433  0.662140  1.004030  20040730  
 12434  1.142606  1.323121  20040730  
 12435  0.376282  0.860218  20040730  
 12436  0.858853  1.152414  20040730  
 12437  0.766681  1.186860  20040730  
 12438  0.333228  0.637590  20040730  
 12439  1.198780  1.486870  20040730  
 12440  0.826259  1.238451  20040730  
 12441  0.676158  1.022030  20040730  
 12442  1.207342  1.546281  20040730  
 12443  0.078080  0.414536  20040730  
 12444  0.128837  0.471503  20040730  
 12445  0.468149  0.923640  20040730  
 12446  1.227131  1.466247  20040730  
 12447  0.492999  0.839746  20040730  
 12448  0.250744  0.335853  20040730  
 12449  1.102437  1.268577  20040730  
 12450  0.978719  1.264043  20040730  
 12451  0.488087  0.973597  20040730  
 12452  0.993337  1.312973  20040730  
 12453  1.397880  1.628184  20040730  
 12454  0.424585  0.639307  20040730  
 12455  0.795048  1.059292  20040730  
 12456  0.881410  1.073106  20040730  
 12457  0.689247  0.973158  20040730  
 12458  0.751342  1.136415  20040730  
 12459  1.110412  1.366382  20040730  
 12460  1.330576  1.497074  20040730  
 
 [12461 rows x 92 columns],
 '20040802':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.684            0.000               0.0   
 1      USA0011             0.620            0.000               0.0   
 2      USA0031            -0.466            0.000               0.0   
 3      USA0062            -0.091            0.432               0.0   
 4      USA00E2            -0.438            0.000               0.0   
 5      USA00F1            -0.200            0.000               0.0   
 6      USA00G2             0.577            0.000               0.0   
 7      USA00H1            -0.593            0.000               0.0   
 8      USA00I1            -0.170            0.000               0.0   
 9      USA00J1             0.535            0.000               0.0   
 10     USA00K1            -0.483            0.000               0.0   
 11     USA00P1            -0.198            0.000               0.0   
 12     USA00R1            -0.302            0.000               0.0   
 13     USA00S1             0.252            0.000               0.0   
 14     USA00V1             0.411            0.000               0.0   
 15     USA0131             0.226            1.000               0.0   
 16     USA0161             0.678            1.000               0.0   
 17     USA01I1             0.159            0.000               0.0   
 18     USA01J2            -0.169            0.000               0.0   
 19     USA01L1            -0.293            0.000               0.0   
 20     USA01P1             1.477            0.000               0.0   
 21     USA01Q1             0.770            0.000               0.0   
 22     USA0202             0.050            0.000               0.0   
 23     USA0231            -0.016            0.000               0.0   
 24     USA0281             0.297            0.000               0.0   
 25     USA0291            -0.161            0.000               0.0   
 26     USA02A1             0.468            0.000               0.0   
 27     USA02B1             1.907            0.000               0.0   
 28     USA02H1             0.023            0.000               0.0   
 29     USA02P1            -0.145            0.144               0.0   
 ...        ...               ...              ...               ...   
 12425  USAZY41             0.026            0.000               0.0   
 12426  USAZY51            -0.964            0.000               0.0   
 12427  USAZY61            -0.857            0.000               0.0   
 12428  USAZY71             2.438            0.000               0.0   
 12429  USAZYI1            -1.083            0.000               0.0   
 12430  USAZYJ1            -2.828            0.000               0.0   
 12431  USAZYK1            -0.924            0.000               0.0   
 12432  USAZYM1            -0.091            0.000               0.0   
 12433  USAZYR1             0.525            0.000               0.0   
 12434  USAZYS1            -0.971            0.000               0.0   
 12435  USAZYT1             1.618            0.000               0.0   
 12436  USAZYV1            -1.040            0.000               0.0   
 12437  USAZYX1             1.232            0.000               0.0   
 12438  USAZZ41            -0.040            0.000               0.0   
 12439  USAZZ51            -0.969            0.000               0.0   
 12440  USAZZ61            -0.766            0.000               0.0   
 12441  USAZZ71             1.913            0.000               0.0   
 12442  USAZZ81            -0.410            0.000               0.0   
 12443  USAZZ91            -0.865            0.000               0.0   
 12444  USAZZA1            -0.895            0.000               0.0   
 12445  USAZZB1             2.146            0.000               0.0   
 12446  USAZZD1            -0.804            0.000               0.0   
 12447  USAZZF1            -2.828            0.000               0.0   
 12448  USAZZI1             2.502            0.000               0.0   
 12449  USAZZJ1             1.746            0.000               0.0   
 12450  USAZZL1            -1.011            0.000               0.0   
 12451  USAZZP1            -2.828            0.000               0.0   
 12452  USAZZR1            -0.961            0.000               0.0   
 12453  USAZZX1             2.419            0.000               0.0   
 12454  USAZZY1            -1.586            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.819           0.000  ...           NaN          NaN   
 1            -1.818           0.000  ...           NaN          NaN   
 2            -1.871           0.000  ...           NaN        400.0   
 3            -2.099           0.000  ...           NaN          NaN   
 4            -2.064           0.000  ...           NaN      18160.0   
 5            -1.393           0.000  ...           NaN        105.0   
 6            -1.805           0.000  ...           NaN          NaN   
 7            -1.749           0.000  ...           NaN          NaN   
 8            -0.641           0.000  ...           NaN          NaN   
 9            -1.936           0.865  ...           NaN      29000.0   
 10           -1.538           0.000  ...           NaN          NaN   
 11           -1.521           0.000  ...           NaN          NaN   
 12           -1.784           0.000  ...           NaN          NaN   
 13           -1.438           0.000  ...           NaN          NaN   
 14           -1.818           0.000  ...           NaN          NaN   
 15           -1.761           0.000  ...           NaN          NaN   
 16           -1.262           0.000  ...           NaN        600.0   
 17           -1.611           0.000  ...           NaN       2670.0   
 18           -1.439           0.000  ...           NaN          NaN   
 19           -1.792           0.000  ...           NaN          NaN   
 20           -1.171           0.000  ...           NaN       8500.0   
 21           -1.711           1.000  ...           NaN          NaN   
 22           -0.921           0.000  ...           NaN          NaN   
 23           -1.861           0.000  ...           NaN       2865.0   
 24           -1.322           0.000  ...           NaN          NaN   
 25           -1.534           0.000  ...           NaN          NaN   
 26           -1.816           0.000  ...           NaN          NaN   
 27           -1.808           0.000  ...           NaN         10.0   
 28           -1.308           0.000  ...           NaN       2553.0   
 29           -1.792           0.000  ...           NaN      12750.0   
 ...             ...             ...  ...           ...          ...   
 12425        -1.818           0.000  ...           NaN          NaN   
 12426        -0.623           0.000  ...           NaN          NaN   
 12427        -0.598           0.000  ...           NaN          NaN   
 12428         0.263           0.000  ...           NaN        100.0   
 12429        -1.121           0.000  ...           NaN        580.0   
 12430        -0.027           0.000  ...           NaN       6900.0   
 12431        -0.403           0.000  ...           NaN       3000.0   
 12432        -1.199           0.000  ...           NaN          NaN   
 12433         0.372           0.000  ...           NaN      52983.0   
 12434        -0.294           0.000  ...           NaN          NaN   
 12435        -0.638           0.000  ...           NaN      34400.0   
 12436         0.406           0.000  ...           NaN          NaN   
 12437        -1.705           0.000  ...           NaN       1900.0   
 12438        -1.579           0.000  ...           NaN          NaN   
 12439        -0.954           0.000  ...           NaN          NaN   
 12440         0.444           0.000  ...           NaN     121300.0   
 12441        -0.964           0.000  ...           NaN      15000.0   
 12442        -1.328           1.000  ...           NaN      23300.0   
 12443         0.215           0.000  ...           NaN          NaN   
 12444        -0.017           0.000  ...           NaN          NaN   
 12445        -1.037           0.000  ...           NaN       2970.0   
 12446         0.014           0.000  ...           NaN    2124600.0   
 12447         0.779           0.000  ...           NaN       5160.0   
 12448        -1.051           1.000  ...           NaN        100.0   
 12449        -0.405           0.000  ...           NaN          0.0   
 12450        -0.204           0.000  ...           NaN          NaN   
 12451        -0.174           1.000  ...           NaN     347000.0   
 12452        -0.435           0.000  ...           NaN          NaN   
 12453         0.165           0.000  ...           NaN      60000.0   
 12454         0.685           0.000  ...           NaN      66800.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.245160e+10  0.161290   17.862132   12.816897   
 1             NaN     6.067680e+09  0.000000   21.530068   16.144701   
 2             NaN     6.137724e+10  2.642948   32.444131   29.712076   
 3             NaN     3.217045e+10  1.994150   28.238629   25.953918   
 4             NaN     4.716409e+10  2.598870   25.032831   20.715281   
 5             NaN     1.841656e+11  0.424628   21.165930   18.180160   
 6             NaN     1.202980e+10  6.291391   27.254186   19.400180   
 7             NaN     7.208063e+10  0.000000   25.981351   19.775839   
 8             NaN     1.497259e+10  0.604534   45.177017   36.100774   
 9             NaN     4.277175e+10  1.888247   24.654910   20.532522   
 10            NaN     2.868588e+10  0.000000   47.435576   36.900983   
 11            NaN     2.462877e+10  1.333969   19.908301   16.988066   
 12            NaN     6.705043e+09  2.443454   18.568940   13.642304   
 13            NaN     2.035236e+10  1.302023   28.196413   25.169264   
 14            NaN     1.203890e+10  1.270379   17.289690   11.970097   
 15            NaN     4.079137e+10  1.576355   29.981561   26.505341   
 16            NaN     4.079137e+10  1.576355   34.244394   31.177380   
 17            NaN     1.934484e+10  0.269663   19.761036   17.158616   
 18            NaN     2.495807e+10  2.231596   31.203545   27.859732   
 19            NaN     1.032082e+11  3.345531   27.411340   21.882625   
 20            NaN     1.459774e+11  0.000000   40.063023   35.823136   
 21            NaN     1.081051e+11  2.279982   26.298294   21.620352   
 22            NaN     1.668674e+10  0.000000   40.323550   37.053928   
 23            NaN     9.081831e+10  0.000000   22.746323   18.578364   
 24            NaN     4.298103e+10  3.265687   27.513877   24.030960   
 25            NaN     2.598259e+10  0.000000   31.611807   27.877854   
 26            NaN     7.709847e+09  1.887505   14.488411   10.758792   
 27            NaN     7.709847e+09  1.887505   38.693738   36.581136   
 28            NaN     6.990683e+10  2.931229   23.040406   19.688298   
 29            NaN     3.506724e+11  2.406015   26.970075   24.167768   
 ...           ...              ...       ...         ...         ...   
 12425         NaN     5.056250e+06       NaN   24.790430   17.765664   
 12426         NaN     8.320950e+06  0.000000   85.451035   82.918619   
 12427         NaN     2.231800e+06  0.000000   82.934424   79.727624   
 12428      199.55     6.130000e+05  0.000000  116.690911  113.436654   
 12429     4175.73     1.654250e+06  0.000000   99.828795   97.131447   
 12430     5711.03     8.118900e+07       NaN  102.540339   99.365267   
 12431       86.15     2.732920e+04       NaN   72.586227   68.556684   
 12432         NaN     1.967420e+06       NaN   83.863785   81.250875   
 12433    76451.62     1.510030e+07  0.000000  119.143837  115.521531   
 12434         NaN     5.030700e+01  0.000000   59.767173   53.692072   
 12435    28863.20     1.825950e+07  0.000000  149.961090  148.396489   
 12436         NaN     7.419050e+06  0.000000  174.903946  172.460377   
 12437    95344.15     7.009200e+07  1.090909   56.378536   51.423454   
 12438         NaN     2.701520e+06       NaN  100.829828   98.831631   
 12439         NaN     1.482800e+05  0.000000   80.699954   77.281572   
 12440      370.41     1.112200e+06  0.000000  195.942149  193.828216   
 12441     4822.74     2.087610e+07  0.000000  108.538094  105.761104   
 12442  1045640.36     3.180179e+10  4.748804   27.492162   23.069154   
 12443         NaN     1.591600e+03  0.000000   60.100069   51.287869   
 12444         NaN     2.174200e+06  0.000000  104.586522  101.300290   
 12445       20.33     2.085800e+06  0.000000   66.187255   61.318081   
 12446    41491.81     1.018542e+06       NaN   93.900444   90.436380   
 12447    22386.26     3.365640e+07       NaN  113.183377  108.811963   
 12448      123.50     4.347500e+05  0.000000   87.546697   84.710117   
 12449         NaN     6.949025e+06  0.000000   94.127424   89.329441   
 12450         NaN     3.767280e+07  0.000000   87.610920   84.707282   
 12451     2883.15     5.286616e+06       NaN   90.604884   87.089704   
 12452         NaN     3.367200e+05       NaN   48.384856   42.584125   
 12453     1399.25     1.316868e+06  0.000000  213.716855  211.927312   
 12454  2277504.25     8.689927e+08  0.591279   48.763161   38.183937   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000085  0.128663  20040802  
 1      0.000072  0.078592  20040802  
 2     -0.028435  0.208037  20040802  
 3     -0.152009  0.218026  20040802  
 4     -0.133147  0.179954  20040802  
 5      0.230860  0.432346  20040802  
 6      0.007320  0.052601  20040802  
 7      0.037519  0.060841  20040802  
 8      0.638270  1.083554  20040802  
 9     -0.063596  0.008910  20040802  
 10     0.152048  0.643101  20040802  
 11     0.161487  0.362307  20040802  
 12     0.018505  0.240616  20040802  
 13     0.206271  0.410142  20040802  
 14     0.000072  0.041320  20040802  
 15     0.031030  0.280074  20040802  
 16     0.301974  0.502715  20040802  
 17     0.112507  0.204698  20040802  
 18     0.205995  0.488471  20040802  
 19     0.014477  0.134415  20040802  
 20     0.350982  0.612087  20040802  
 21     0.058471  0.135993  20040802  
 22     0.486831  0.768941  20040802  
 23    -0.022801  0.245623  20040802  
 24     0.269180  0.571449  20040802  
 25     0.154423  0.597450  20040802  
 26     0.001622  0.166444  20040802  
 27     0.005612  0.366399  20040802  
 28     0.276543  0.399505  20040802  
 29     0.014433  0.287070  20040802  
 ...         ...       ...       ...  
 12425  0.000072  0.016982  20040802  
 12426  0.647930  0.856541  20040802  
 12427  0.661908  0.996713  20040802  
 12428  1.128476  1.371042  20040802  
 12429  0.378152  0.839143  20040802  
 12430  0.971368  1.184348  20040802  
 12431  0.767596  1.177671  20040802  
 12432  0.335838  0.642375  20040802  
 12433  1.187747  1.500897  20040802  
 12434  0.826770  1.230091  20040802  
 12435  0.639858  0.965441  20040802  
 12436  1.205929  1.532864  20040802  
 12437  0.061543  0.426424  20040802  
 12438  0.129793  0.511508  20040802  
 12439  0.468575  0.892216  20040802  
 12440  1.226409  1.522376  20040802  
 12441  0.463434  0.858879  20040802  
 12442  0.265763  0.336172  20040802  
 12443  1.102497  1.253631  20040802  
 12444  0.976840  1.255886  20040802  
 12445  0.423500  0.967851  20040802  
 12446  0.993555  1.306815  20040802  
 12447  1.408194  1.544108  20040802  
 12448  0.415939  0.702079  20040802  
 12449  0.766319  1.071171  20040802  
 12450  0.875506  1.063712  20040802  
 12451  0.891400  1.096973  20040802  
 12452  0.750112  1.111014  20040802  
 12453  1.075113  1.403934  20040802  
 12454  1.357220  1.494133  20040802  
 
 [12455 rows x 92 columns],
 '20040803':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             1.042            0.000               0.0   
 1      USA0011             0.853            0.000               0.0   
 2      USA0031             0.667            0.000               0.0   
 3      USA0062            -0.933            0.432               0.0   
 4      USA00E2             0.950            0.000               0.0   
 5      USA00F1             0.582            0.000               0.0   
 6      USA00G2             0.576            0.000               0.0   
 7      USA00H1             0.831            0.000               0.0   
 8      USA00I1            -0.989            0.000               0.0   
 9      USA00J1             0.105            0.000               0.0   
 10     USA00K1            -0.310            0.000               0.0   
 11     USA00P1             0.278            0.000               0.0   
 12     USA00R1             0.587            0.000               0.0   
 13     USA00S1             0.458            0.000               0.0   
 14     USA00V1             0.644            0.000               0.0   
 15     USA0131             0.180            1.000               0.0   
 16     USA0161            -2.109            1.000               0.0   
 17     USA01I1             0.268            0.000               0.0   
 18     USA01J2             0.256            0.000               0.0   
 19     USA01L1             1.578            0.000               0.0   
 20     USA01P1             0.108            0.000               0.0   
 21     USA01Q1             2.709            0.000               0.0   
 22     USA0202             0.024            0.000               0.0   
 23     USA0231             0.305            0.000               0.0   
 24     USA0281             0.578            0.000               0.0   
 25     USA0291             0.792            0.000               0.0   
 26     USA02A1             0.209            0.000               0.0   
 27     USA02B1            -2.552            0.000               0.0   
 28     USA02H1             0.362            0.000               0.0   
 29     USA02P1             1.051            0.144               0.0   
 ...        ...               ...              ...               ...   
 12422  USAZY41             0.731            0.000               0.0   
 12423  USAZY51            -0.035            0.000               0.0   
 12424  USAZY61            -0.578            0.000               0.0   
 12425  USAZY71            -1.242            0.000               0.0   
 12426  USAZYI1            -0.406            0.000               0.0   
 12427  USAZYJ1            -2.674            0.000               0.0   
 12428  USAZYK1            -0.142            0.000               0.0   
 12429  USAZYM1             0.364            0.000               0.0   
 12430  USAZYR1            -2.674            0.000               0.0   
 12431  USAZYS1            -0.786            0.000               0.0   
 12432  USAZYT1            -0.186            0.000               0.0   
 12433  USAZYV1             2.709            0.000               0.0   
 12434  USAZYX1             0.788            0.000               0.0   
 12435  USAZZ41             2.709            0.000               0.0   
 12436  USAZZ51            -0.519            0.000               0.0   
 12437  USAZZ61            -1.292            0.000               0.0   
 12438  USAZZ71            -0.439            0.000               0.0   
 12439  USAZZ81            -0.276            0.000               0.0   
 12440  USAZZ91             0.525            0.000               0.0   
 12441  USAZZA1            -0.990            0.000               0.0   
 12442  USAZZB1            -0.071            0.000               0.0   
 12443  USAZZD1            -0.458            0.000               0.0   
 12444  USAZZF1            -1.324            0.000               0.0   
 12445  USAZZI1            -0.447            0.000               0.0   
 12446  USAZZJ1            -1.736            0.000               0.0   
 12447  USAZZL1            -2.674            0.000               0.0   
 12448  USAZZP1             2.709            0.000               0.0   
 12449  USAZZR1            -0.718            0.000               0.0   
 12450  USAZZX1             2.709            0.000               0.0   
 12451  USAZZY1             0.274            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.784           0.000  ...           NaN          NaN   
 1            -1.784           0.000  ...           NaN          NaN   
 2            -1.838           0.000  ...           NaN        400.0   
 3            -2.109           0.000  ...           NaN         77.0   
 4            -2.026           0.000  ...           NaN      18160.0   
 5            -1.368           0.000  ...           NaN        105.0   
 6            -1.770           0.000  ...           NaN          NaN   
 7            -1.717           0.000  ...           NaN          NaN   
 8            -0.633           0.000  ...           NaN          NaN   
 9            -1.897           0.865  ...           NaN      29000.0   
 10           -1.512           0.000  ...           NaN          NaN   
 11           -1.492           0.000  ...           NaN          NaN   
 12           -1.750           0.000  ...           NaN          NaN   
 13           -1.405           0.000  ...           NaN          NaN   
 14           -1.784           0.000  ...           NaN          NaN   
 15           -1.724           0.000  ...           NaN          NaN   
 16           -1.307           0.000  ...           NaN       1750.0   
 17           -1.579           0.000  ...           NaN       2670.0   
 18           -1.412           0.000  ...           NaN          NaN   
 19           -1.757           0.000  ...           NaN          NaN   
 20           -1.154           0.000  ...           NaN          NaN   
 21           -1.242           1.000  ...           NaN         80.0   
 22           -0.900           0.000  ...           NaN          NaN   
 23           -1.824           0.000  ...           NaN       2865.0   
 24           -1.301           0.000  ...           NaN          NaN   
 25           -1.479           0.000  ...           NaN       3200.0   
 26           -1.781           0.000  ...           NaN          NaN   
 27           -1.885           0.000  ...           NaN        700.0   
 28           -1.284           0.000  ...           NaN       2553.0   
 29           -1.749           0.000  ...           NaN        105.0   
 ...             ...             ...  ...           ...          ...   
 12422        -1.784           0.000  ...           NaN          NaN   
 12423        -0.609           0.000  ...           NaN          NaN   
 12424        -0.585           0.000  ...           NaN          NaN   
 12425         0.268           0.000  ...           NaN          NaN   
 12426        -1.101           0.000  ...           NaN      10000.0   
 12427        -0.056           0.000  ...           NaN       7085.0   
 12428        -0.418           0.000  ...           NaN        400.0   
 12429        -1.187           0.000  ...           NaN          NaN   
 12430         0.347           0.000  ...           NaN      49741.0   
 12431        -0.287           0.000  ...           NaN          NaN   
 12432        -0.619           0.000  ...           NaN      56550.0   
 12433         0.466           0.000  ...           NaN      70000.0   
 12434        -1.667           0.000  ...           NaN        200.0   
 12435        -1.472           0.000  ...           NaN     141667.0   
 12436        -0.938           0.000  ...           NaN          NaN   
 12437         0.441           0.000  ...           NaN      49830.0   
 12438        -0.937           0.000  ...           NaN          NaN   
 12439        -1.295           1.000  ...           NaN      21000.0   
 12440         0.208           0.000  ...           NaN          NaN   
 12441        -0.005           0.000  ...           NaN       9500.0   
 12442        -1.004           0.000  ...           NaN          NaN   
 12443         0.008           0.000  ...           NaN    4172074.0   
 12444         0.780           0.000  ...           NaN       5703.0   
 12445        -1.038           1.000  ...           NaN          NaN   
 12446        -0.542           0.000  ...           NaN          0.0   
 12447        -0.252           0.000  ...           NaN        387.0   
 12448        -0.064           1.000  ...           NaN       7000.0   
 12449        -0.421           0.000  ...           NaN          NaN   
 12450         0.253           0.000  ...           NaN     744750.0   
 12451         0.689           0.000  ...           NaN      52800.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.279145e+10  0.161290   17.676054   12.800207   
 1             NaN     6.073967e+09  0.000000   21.051365   15.834103   
 2             NaN     6.123654e+10  2.642948   31.755407   29.112948   
 3             NaN     3.177540e+10  1.994150   27.915919   25.631587   
 4             NaN     4.716409e+10  2.598870   24.636987   20.425441   
 5             NaN     1.857571e+11  0.424628   20.508211   17.770437   
 6             NaN     1.198219e+10  6.291391   26.648533   18.971471   
 7             NaN     7.210623e+10  0.000000   25.398476   19.409014   
 8             NaN     1.423642e+10  0.604534   44.428724   35.433707   
 9             NaN     4.244747e+10  1.888247   24.013870   20.074235   
 10            NaN     2.762655e+10  0.000000   46.338184   36.139183   
 11            NaN     2.442820e+10  1.333969   19.498795   16.569273   
 12            NaN     6.653126e+09  2.443454   18.386944   13.441133   
 13            NaN     2.059718e+10  1.302023   27.620316   24.635264   
 14            NaN     1.216544e+10  1.270379   16.975909   11.871629   
 15            NaN     4.067118e+10  1.576355   29.312669   25.926974   
 16            NaN     4.067118e+10  1.576355   34.362279   31.197198   
 17            NaN     1.935354e+10  0.269663   19.342776   16.825118   
 18            NaN     2.447325e+10  2.231596   30.434329   27.205736   
 19            NaN     1.055403e+11  3.345531   27.375333   21.871255   
 20            NaN     1.425410e+11  0.000000   39.133408   35.031834   
 21            NaN     1.078606e+11  2.279982   32.153208   28.337231   
 22            NaN     1.630934e+10  0.000000   39.531100   36.235904   
 23            NaN     9.005018e+10  0.000000   22.217404   18.160593   
 24            NaN     4.268109e+10  3.265687   27.007506   23.536819   
 25            NaN     2.574112e+10  0.000000   31.048808   27.301080   
 26            NaN     7.827357e+09  1.887505   14.145253   10.522634   
 27            NaN     7.827357e+09  1.887505   40.464364   38.412807   
 28            NaN     6.905977e+10  2.931229   22.589037   19.260411   
 29            NaN     3.465605e+11  2.406015   26.550648   23.777241   
 ...           ...              ...       ...         ...         ...   
 12422         NaN     5.056250e+06       NaN   24.336238   17.559560   
 12423         NaN     8.320950e+06  0.000000   84.749833   82.260696   
 12424         NaN     2.231800e+06  0.000000   82.348147   79.205722   
 12425         NaN     6.130000e+05  0.000000  108.902668  105.365901   
 12426     4045.01     1.654250e+06  0.000000   98.517769   95.863460   
 12427     6224.35     8.660160e+07       NaN  100.957493   97.878912   
 12428       82.24     2.732920e+04       NaN   72.920932   69.054202   
 12429         NaN     1.967420e+06       NaN   82.601816   80.133397   
 12430    73926.15     1.546860e+07  0.000000  117.004485  113.405594   
 12431         NaN     5.030700e+01  0.000000   58.902228   52.839371   
 12432    28502.31     1.825950e+07  0.000000  146.945528  145.332265   
 12433     1764.44     6.677145e+06  0.000000  171.761860  169.127636   
 12434    90932.52     7.009200e+07  1.090909   55.064728   50.345916   
 12435     6468.34     2.498906e+06       NaN   99.808258   97.751661   
 12436         NaN     1.482800e+05  0.000000   79.487544   76.186261   
 12437      358.10     1.112200e+06  0.000000  192.036712  189.881815   
 12438         NaN     2.087610e+07  0.000000  104.064624  101.317663   
 12439  1036419.96     3.185495e+10  4.748804   26.883873   22.554364   
 12440         NaN     1.591600e+03  0.000000   58.876981   50.086572   
 12441     5709.04     2.174200e+06  0.000000  103.415353  100.099987   
 12442         NaN     2.085800e+06  0.000000   65.147664   60.132282   
 12443    39985.10     1.018542e+06       NaN   92.892081   89.428502   
 12444    21835.31     3.365640e+07       NaN  112.409472  108.078135   
 12445         NaN     4.347500e+05  0.000000   85.893644   83.176632   
 12446         NaN     7.492597e+06  0.000000   92.961435   88.409345   
 12447    29779.38     3.929958e+07  0.000000   86.513959   83.630963   
 12448     2929.81     4.263400e+06       NaN   95.422805   92.095761   
 12449         NaN     3.367200e+05       NaN   47.601072   41.769037   
 12450     1674.17     1.097390e+06  0.000000  210.602229  208.619261   
 12451  2243318.33     8.600372e+08  0.591279   48.054640   37.334817   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000048  0.139991  20040803  
 1      0.000095  0.091024  20040803  
 2     -0.029548  0.223267  20040803  
 3     -0.178972  0.170537  20040803  
 4     -0.133112  0.202447  20040803  
 5      0.229339  0.458559  20040803  
 6      0.007816  0.059583  20040803  
 7      0.036910  0.080235  20040803  
 8      0.633849  1.068389  20040803  
 9     -0.062163  0.007074  20040803  
 10     0.149731  0.650503  20040803  
 11     0.160525  0.366938  20040803  
 12     0.018640  0.246776  20040803  
 13     0.208908  0.413569  20040803  
 14     0.000096  0.049501  20040803  
 15     0.032993  0.273924  20040803  
 16     0.262678  0.420953  20040803  
 17     0.112745  0.202087  20040803  
 18     0.204675  0.487626  20040803  
 19     0.015112  0.161168  20040803  
 20     0.347167  0.594279  20040803  
 21     0.298701  0.504729  20040803  
 22     0.486552  0.773476  20040803  
 23    -0.022102  0.242867  20040803  
 24     0.265982  0.567973  20040803  
 25     0.167690  0.611577  20040803  
 26     0.001795  0.170104  20040803  
 27    -0.055769  0.244819  20040803  
 28     0.275452  0.404367  20040803  
 29     0.019310  0.306989  20040803  
 ...         ...       ...       ...  
 12422  0.000096  0.035525  20040803  
 12423  0.647124  0.868068  20040803  
 12424  0.660348  1.000257  20040803  
 12425  1.130116  1.411470  20040803  
 12426  0.376327  0.840205  20040803  
 12427  0.951311  1.170526  20040803  
 12428  0.752144  1.168885  20040803  
 12429  0.328700  0.638064  20040803  
 12430  1.173730  1.418480  20040803  
 12431  0.824533  1.219530  20040803  
 12432  0.641442  0.993064  20040803  
 12433  1.238968  1.631273  20040803  
 12434  0.064623  0.427135  20040803  
 12435  0.171903  0.599208  20040803  
 12436  0.466115  0.887278  20040803  
 12437  1.225478  1.508031  20040803  
 12438  0.466546  0.891879  20040803  
 12439  0.269106  0.325746  20040803  
 12440  1.096714  1.269636  20040803  
 12441  0.979626  1.252518  20040803  
 12442  0.429574  1.022281  20040803  
 12443  0.986756  1.306922  20040803  
 12444  1.411784  1.587072  20040803  
 12445  0.410713  0.666490  20040803  
 12446  0.684080  0.944046  20040803  
 12447  0.843562  0.988444  20040803  
 12448  0.947105  1.172045  20040803  
 12449  0.750733  1.104346  20040803  
 12450  1.121911  1.524744  20040803  
 12451  1.361667  1.520695  20040803  
 
 [12452 rows x 92 columns],
 '20040804':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.478            0.000               0.0   
 1      USA0011             0.654            0.000               0.0   
 2      USA0031            -0.379            0.000               0.0   
 3      USA0062             0.490            0.432               0.0   
 4      USA00E2            -0.665            0.000               0.0   
 5      USA00F1            -0.746            0.000               0.0   
 6      USA00G2            -0.063            0.000               0.0   
 7      USA00H1             0.038            0.000               0.0   
 8      USA00I1            -0.124            0.000               0.0   
 9      USA00J1             0.179            0.000               0.0   
 10     USA00K1             0.989            0.000               0.0   
 11     USA00P1            -0.502            0.000               0.0   
 12     USA00R1            -0.240            0.000               0.0   
 13     USA00S1            -0.542            0.000               0.0   
 14     USA00V1             0.489            0.000               0.0   
 15     USA0131            -2.663            1.000               0.0   
 16     USA0161             0.083            1.000               0.0   
 17     USA01I1            -0.150            0.000               0.0   
 18     USA01J2             2.720            0.000               0.0   
 19     USA01L1            -1.759            0.000               0.0   
 20     USA01P1             0.052            0.000               0.0   
 21     USA01Q1            -1.075            0.000               0.0   
 22     USA0202            -0.503            0.000               0.0   
 23     USA0231             0.313            0.000               0.0   
 24     USA0281            -1.843            0.000               0.0   
 25     USA0291             0.224            0.000               0.0   
 26     USA02A1             0.509            0.000               0.0   
 27     USA02B1             0.224            0.000               0.0   
 28     USA02H1             0.007            0.000               0.0   
 29     USA02P1            -1.265            0.144               0.0   
 ...        ...               ...              ...               ...   
 12422  USAZY41             0.534            0.000               0.0   
 12423  USAZY51            -0.580            0.000               0.0   
 12424  USAZY61            -0.770            0.000               0.0   
 12425  USAZY71            -0.481            0.000               0.0   
 12426  USAZYI1             2.720            0.000               0.0   
 12427  USAZYJ1            -0.698            0.000               0.0   
 12428  USAZYK1            -2.663            0.000               0.0   
 12429  USAZYM1            -0.420            0.000               0.0   
 12430  USAZYR1            -1.178            0.000               0.0   
 12431  USAZYS1            -0.376            0.000               0.0   
 12432  USAZYT1             1.597            0.000               0.0   
 12433  USAZYV1             2.720            0.000               0.0   
 12434  USAZYX1             0.058            0.000               0.0   
 12435  USAZZ41            -2.663            0.000               0.0   
 12436  USAZZ51            -0.452            0.000               0.0   
 12437  USAZZ61            -0.084            0.000               0.0   
 12438  USAZZ71            -1.089            0.000               0.0   
 12439  USAZZ81            -0.075            0.000               0.0   
 12440  USAZZ91            -1.635            0.000               0.0   
 12441  USAZZA1            -0.643            0.000               0.0   
 12442  USAZZB1             0.149            0.000               0.0   
 12443  USAZZD1            -0.182            0.000               0.0   
 12444  USAZZF1            -0.445            0.000               0.0   
 12445  USAZZI1            -0.020            0.000               0.0   
 12446  USAZZJ1            -2.663            0.000               0.0   
 12447  USAZZL1            -0.481            0.000               0.0   
 12448  USAZZP1             0.157            0.000               0.0   
 12449  USAZZR1            -0.531            0.000               0.0   
 12450  USAZZX1             2.720            0.000               0.0   
 12451  USAZZY1            -1.086            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.788           0.000  ...           NaN          NaN   
 1            -1.787           0.000  ...           NaN          NaN   
 2            -1.842           0.000  ...           NaN        400.0   
 3            -2.103           0.000  ...           NaN       2680.0   
 4            -2.029           0.000  ...           NaN      18160.0   
 5            -1.376           0.000  ...           NaN        875.0   
 6            -1.773           0.000  ...           NaN          NaN   
 7            -1.721           0.000  ...           NaN          NaN   
 8            -0.634           0.000  ...           NaN          NaN   
 9            -1.900           0.865  ...           NaN      29000.0   
 10           -1.516           0.000  ...           NaN          NaN   
 11           -1.497           0.000  ...           NaN          NaN   
 12           -1.755           0.000  ...           NaN          NaN   
 13           -1.406           0.000  ...           NaN          NaN   
 14           -1.787           0.000  ...           NaN          NaN   
 15           -1.760           0.000  ...           NaN        525.0   
 16           -1.306           0.000  ...           NaN        520.0   
 17           -1.582           0.000  ...           NaN       2670.0   
 18           -1.341           0.000  ...           NaN        875.0   
 19           -1.760           0.000  ...           NaN          NaN   
 20           -1.158           0.000  ...           NaN          NaN   
 21           -1.258           1.000  ...           NaN        875.0   
 22           -0.904           0.000  ...           NaN          NaN   
 23           -1.829           0.000  ...           NaN       2865.0   
 24           -1.321           0.000  ...           NaN        875.0   
 25           -1.487           0.000  ...           NaN          NaN   
 26           -1.784           0.000  ...           NaN          NaN   
 27           -1.893           0.000  ...           NaN          NaN   
 28           -1.290           0.000  ...           NaN       2553.0   
 29           -1.763           0.000  ...           NaN        875.0   
 ...             ...             ...  ...           ...          ...   
 12422        -1.787           0.000  ...           NaN          NaN   
 12423        -0.608           0.000  ...           NaN          NaN   
 12424        -0.584           0.000  ...           NaN          NaN   
 12425         0.270           0.000  ...           NaN          NaN   
 12426        -1.082           0.000  ...           NaN      24000.0   
 12427        -0.054           0.000  ...           NaN          NaN   
 12428        -0.423           0.000  ...           NaN       5059.0   
 12429        -1.189           0.000  ...           NaN          NaN   
 12430         0.350           0.000  ...           NaN     189600.0   
 12431        -0.287           0.000  ...           NaN        371.0   
 12432        -0.613           0.000  ...           NaN      13819.0   
 12433         0.510           0.000  ...           NaN       1500.0   
 12434        -1.665           0.000  ...           NaN       2500.0   
 12435        -1.491           0.000  ...           NaN      34000.0   
 12436        -0.938           0.000  ...           NaN          NaN   
 12437         0.442           0.000  ...           NaN      22225.0   
 12438        -0.936           0.000  ...           NaN      12000.0   
 12439        -1.300           1.000  ...           NaN      84300.0   
 12440         0.210           0.000  ...           NaN          NaN   
 12441        -0.003           0.000  ...           NaN          NaN   
 12442        -1.006           0.000  ...           NaN          NaN   
 12443         0.008           0.000  ...           NaN     795000.0   
 12444         0.780           0.000  ...           NaN       4800.0   
 12445        -1.039           1.000  ...           NaN          NaN   
 12446        -0.552           0.000  ...           NaN          0.0   
 12447        -0.250           0.000  ...           NaN          NaN   
 12448        -0.064           1.000  ...           NaN          NaN   
 12449        -0.420           0.000  ...           NaN          NaN   
 12450         0.268           0.000  ...           NaN     575000.0   
 12451         0.677           0.000  ...           NaN      30600.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.285142e+10  0.161290   17.328988   12.552187   
 1             NaN     5.954500e+09  0.000000   20.833759   15.653097   
 2             NaN     6.117400e+10  2.642948   31.223506   28.531474   
 3             NaN     3.148341e+10  1.994150   27.493269   25.173808   
 4             NaN     4.685748e+10  2.598870   24.327288   20.078658   
 5             NaN     1.849222e+11  0.424628   20.326365   17.560366   
 6             NaN     1.171239e+10  6.291391   26.152852   18.513551   
 7             NaN     7.238785e+10  0.000000   24.885604   18.939711   
 8             NaN     1.417693e+10  0.604534   43.810285   34.640168   
 9             NaN     4.278796e+10  1.888247   23.558604   19.579296   
 10            NaN     2.856818e+10  0.000000   46.005429   35.423704   
 11            NaN     2.434561e+10  1.333969   19.247309   16.285249   
 12            NaN     6.712776e+09  2.443454   18.124020   13.209983   
 13            NaN     2.054539e+10  1.302023   27.148462   24.103254   
 14            NaN     1.218316e+10  1.270379   16.834679   11.782184   
 15            NaN     4.086348e+10  1.576355   32.787899   29.458791   
 16            NaN     4.086348e+10  1.576355   33.532515   30.483329   
 17            NaN     1.920999e+10  0.269663   18.967359   16.414796   
 18            NaN     2.448008e+10  2.231596   32.702200   29.076943   
 19            NaN     1.033366e+11  3.345531   28.030449   22.279489   
 20            NaN     1.451527e+11  0.000000   38.442883   34.255494   
 21            NaN     1.080807e+11  2.279982   31.943064   28.024207   
 22            NaN     1.624194e+10  0.000000   38.929502   35.550364   
 23            NaN     9.038304e+10  0.000000   21.914252   17.719639   
 24            NaN     4.299103e+10  3.265687   27.365579   23.857789   
 25            NaN     2.605503e+10  0.000000   30.671247   26.629841   
 26            NaN     7.738508e+09  1.887505   14.159454   10.528782   
 27            NaN     7.738508e+09  1.887505   39.269136   37.378135   
 28            NaN     6.957579e+10  2.931229   22.111786   18.755299   
 29            NaN     3.466659e+11  2.406015   26.409178   23.636539   
 ...           ...              ...       ...         ...         ...   
 12422         NaN     5.056250e+06       NaN   24.161846   17.444828   
 12423         NaN     8.320950e+06  0.000000   83.003558   80.453863   
 12424         NaN     2.231800e+06  0.000000   80.620387   77.342100   
 12425         NaN     6.130000e+05  0.000000  106.640236  103.009891   
 12426     4175.92     1.527000e+06  0.000000   96.748783   93.919920   
 12427         NaN     8.660160e+07       NaN   98.040102   94.932260   
 12428       82.47     6.832300e+04       NaN   71.508188   67.396759   
 12429         NaN     1.967420e+06       NaN   80.282517   77.747995   
 12430    77545.79     1.546860e+07  0.000000  114.640829  110.991667   
 12431         NaN     5.030700e+01  0.000000   57.675559   51.430602   
 12432    28728.44     1.776600e+07  0.000000  144.103248  142.410982   
 12433     1766.48     4.451430e+06  0.000000  172.791853  170.089206   
 12434    88387.59     6.978048e+07  1.090909   53.956669   49.176099   
 12435     6591.98     2.701520e+06       NaN   98.146326   95.999931   
 12436         NaN     1.482800e+05  0.000000   77.871730   74.464335   
 12437      360.13     1.112200e+06  0.000000  188.620553  186.375651   
 12438     4794.43     2.087610e+07  0.000000  101.847320   98.972289   
 12439  1122488.15     3.157464e+10  4.748804   26.452279   22.043101   
 12440         NaN     1.591600e+03  0.000000   58.948381   49.664766   
 12441         NaN     2.174200e+06  0.000000  100.596196   97.164376   
 12442         NaN     2.085800e+06  0.000000   63.765384   58.599181   
 12443    40057.37     1.018542e+06       NaN   90.424027   86.760372   
 12444    22228.04     3.365640e+07       NaN  109.613471  105.114862   
 12445         NaN     4.347500e+05  0.000000   83.880423   81.084113   
 12446         NaN     7.617741e+06  0.000000   92.037301   87.039268   
 12447         NaN     3.929958e+07  0.000000   84.619589   81.709813   
 12448         NaN     4.263400e+06       NaN   93.790918   90.485230   
 12449         NaN     3.367200e+05       NaN   46.809704   40.799288   
 12450     1909.40     9.876510e+05  0.000000  207.393107  205.296466   
 12451  2183874.32     8.754778e+08  0.591279   47.364566   36.537746   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000038  0.138978  20040804  
 1      0.000102  0.094275  20040804  
 2     -0.029770  0.211134  20040804  
 3     -0.173461  0.198808  20040804  
 4     -0.132823  0.182585  20040804  
 5      0.226244  0.431206  20040804  
 6      0.007998  0.047390  20040804  
 7      0.036825  0.074330  20040804  
 8      0.633739  1.072922  20040804  
 9     -0.061828  0.016621  20040804  
 10     0.149388  0.668429  20040804  
 11     0.159524  0.354127  20040804  
 12     0.017962  0.236820  20040804  
 13     0.209406  0.402659  20040804  
 14     0.000102  0.051876  20040804  
 15     0.014967  0.208672  20040804  
 16     0.264399  0.448956  20040804  
 17     0.112971  0.198897  20040804  
 18     0.245073  0.611851  20040804  
 19     0.015153  0.106105  20040804  
 20     0.345672  0.598115  20040804  
 21     0.291084  0.503794  20040804  
 22     0.485469  0.760645  20040804  
 23    -0.022634  0.254311  20040804  
 24     0.256031  0.526408  20040804  
 25     0.164984  0.619031  20040804  
 26     0.001848  0.175376  20040804  
 27    -0.058026  0.254557  20040804  
 28     0.273391  0.403837  20040804  
 29     0.013578  0.272692  20040804  
 ...         ...       ...       ...  
 12422  0.000102  0.036758  20040804  
 12423  0.647886  0.862771  20040804  
 12424  0.661263  0.999283  20040804  
 12425  1.130129  1.423882  20040804  
 12426  0.387807  0.921153  20040804  
 12427  0.952006  1.220503  20040804  
 12428  0.749368  1.134271  20040804  
 12429  0.328893  0.631698  20040804  
 12430  1.173985  1.423218  20040804  
 12431  0.824344  1.227610  20040804  
 12432  0.645047  1.035600  20040804  
 12433  1.261867  1.663321  20040804  
 12434  0.067601  0.426718  20040804  
 12435  0.163152  0.522012  20040804  
 12436  0.466606  0.902264  20040804  
 12437  1.224760  1.549953  20040804  
 12438  0.467972  0.895276  20040804  
 12439  0.268001  0.329664  20040804  
 12440  1.097281  1.236977  20040804  
 12441  0.980196  1.264376  20040804  
 12442  0.429244  1.030266  20040804  
 12443  0.986061  1.331103  20040804  
 12444  1.410375  1.614468  20040804  
 12445  0.410905  0.681277  20040804  
 12446  0.678586  0.903435  20040804  
 12447  0.844289  1.016183  20040804  
 12448  0.946867  1.126721  20040804  
 12449  0.751414  1.121028  20040804  
 12450  1.129150  1.555901  20040804  
 12451  1.353844  1.494483  20040804  
 
 [12452 rows x 92 columns],
 '20040805':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.062            0.000               0.0   
 1      USA0011            -0.471            0.000               0.0   
 2      USA0031             0.188            0.000               0.0   
 3      USA0062            -1.153            0.432               0.0   
 4      USA00E2             0.037            0.000               0.0   
 5      USA00F1            -0.736            0.000               0.0   
 6      USA00G2            -0.794            0.000               0.0   
 7      USA00H1            -0.118            0.000               0.0   
 8      USA00I1             0.923            0.000               0.0   
 9      USA00J1            -0.318            0.000               0.0   
 10     USA00K1             0.847            0.000               0.0   
 11     USA00P1            -0.305            0.000               0.0   
 12     USA00R1            -0.323            0.000               0.0   
 13     USA00S1            -0.295            0.000               0.0   
 14     USA00V1            -0.655            0.000               0.0   
 15     USA0131            -1.037            1.000               0.0   
 16     USA0161             0.615            1.000               0.0   
 17     USA01I1             2.812            0.000               0.0   
 18     USA01J2            -1.159            0.000               0.0   
 19     USA01L1            -0.637            0.000               0.0   
 20     USA01P1             0.540            0.000               0.0   
 21     USA01Q1            -1.511            0.000               0.0   
 22     USA0202            -0.046            0.000               0.0   
 23     USA0231             0.285            0.000               0.0   
 24     USA0281            -1.762            0.000               0.0   
 25     USA0291             0.723            0.000               0.0   
 26     USA02A1            -0.198            0.000               0.0   
 27     USA02B1             0.631            0.000               0.0   
 28     USA02H1            -0.296            0.000               0.0   
 29     USA02P1            -0.826            0.144               0.0   
 ...        ...               ...              ...               ...   
 12424  USAZY41            -0.383            0.000               0.0   
 12425  USAZY51            -0.042            0.000               0.0   
 12426  USAZY61             0.501            0.000               0.0   
 12427  USAZY71            -0.696            0.000               0.0   
 12428  USAZYI1             0.742            0.000               0.0   
 12429  USAZYJ1            -0.312            0.000               0.0   
 12430  USAZYK1             0.557            0.000               0.0   
 12431  USAZYM1             0.143            0.000               0.0   
 12432  USAZYR1             2.656            0.000               0.0   
 12433  USAZYS1             0.139            0.000               0.0   
 12434  USAZYT1             2.102            0.000               0.0   
 12435  USAZYV1            -0.120            0.000               0.0   
 12436  USAZYX1             0.035            0.000               0.0   
 12437  USAZZ41            -1.520            0.000               0.0   
 12438  USAZZ51             0.519            0.000               0.0   
 12439  USAZZ61            -0.040            0.000               0.0   
 12440  USAZZ71             0.537            0.000               0.0   
 12441  USAZZ81             0.066            0.000               0.0   
 12442  USAZZ91            -0.827            0.000               0.0   
 12443  USAZZA1             0.084            0.000               0.0   
 12444  USAZZB1             0.559            0.000               0.0   
 12445  USAZZD1            -2.616            0.000               0.0   
 12446  USAZZF1             2.812            0.000               0.0   
 12447  USAZZI1             0.341            0.000               0.0   
 12448  USAZZJ1            -1.724            0.000               0.0   
 12449  USAZZL1             2.353            0.000               0.0   
 12450  USAZZP1            -0.153            0.000               0.0   
 12451  USAZZR1            -0.073            0.000               0.0   
 12452  USAZZX1             2.812            0.000               0.0   
 12453  USAZZY1             2.365            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.833           0.000  ...           NaN          NaN   
 1            -1.833           0.000  ...           NaN          NaN   
 2            -1.888           0.000  ...           NaN        400.0   
 3            -2.275           0.000  ...           NaN        388.0   
 4            -2.064           0.000  ...           NaN      18160.0   
 5            -1.480           0.000  ...           NaN        485.0   
 6            -1.817           0.000  ...           NaN          NaN   
 7            -1.769           0.000  ...           NaN          NaN   
 8            -0.702           0.000  ...           NaN          NaN   
 9            -1.957           0.865  ...           NaN      29000.0   
 10           -1.571           0.000  ...           NaN          NaN   
 11           -1.540           0.000  ...           NaN          NaN   
 12           -1.795           0.000  ...           NaN          NaN   
 13           -1.457           0.000  ...           NaN          NaN   
 14           -1.833           0.000  ...           NaN          NaN   
 15           -1.883           0.000  ...           NaN        360.0   
 16           -1.305           0.000  ...           NaN        980.0   
 17            0.473           0.000  ...           NaN      26412.0   
 18           -1.446           0.000  ...           NaN        485.0   
 19           -1.801           0.000  ...           NaN          NaN   
 20           -1.220           0.000  ...           NaN          NaN   
 21           -1.434           1.000  ...           NaN        485.0   
 22           -0.947           0.000  ...           NaN          NaN   
 23           -1.872           0.000  ...           NaN       2865.0   
 24           -1.529           0.000  ...           NaN        485.0   
 25           -1.548           0.000  ...           NaN          NaN   
 26           -1.829           0.000  ...           NaN          NaN   
 27           -1.930           0.000  ...           NaN          NaN   
 28           -1.333           0.000  ...           NaN       2553.0   
 29           -1.909           0.000  ...           NaN        485.0   
 ...             ...             ...  ...           ...          ...   
 12424        -1.833           0.000  ...           NaN          NaN   
 12425        -0.630           0.000  ...           NaN          NaN   
 12426        -0.616           0.000  ...           NaN          NaN   
 12427         0.266           0.000  ...           NaN       1300.0   
 12428        -1.124           0.000  ...           NaN          NaN   
 12429        -0.058           0.000  ...           NaN          NaN   
 12430        -0.440           0.000  ...           NaN      25400.0   
 12431        -1.216           0.000  ...           NaN          NaN   
 12432         0.423           0.000  ...           NaN      41978.0   
 12433        -0.309           0.000  ...           NaN          NaN   
 12434        -0.592           0.000  ...           NaN      10750.0   
 12435         0.477           0.000  ...           NaN          NaN   
 12436        -1.709           0.000  ...           NaN        500.0   
 12437        -2.007           0.000  ...           NaN     174600.0   
 12438        -0.967           0.000  ...           NaN          NaN   
 12439         0.415           0.000  ...           NaN      32925.0   
 12440        -0.953           0.000  ...           NaN        500.0   
 12441        -1.332           1.000  ...           NaN      44400.0   
 12442         0.193           0.000  ...           NaN          NaN   
 12443        -0.010           0.000  ...           NaN          NaN   
 12444        -1.027           0.000  ...           NaN          NaN   
 12445        -0.245           0.000  ...           NaN   36060590.0   
 12446         0.834           0.000  ...           NaN      11480.0   
 12447        -1.074           1.000  ...           NaN          NaN   
 12448        -0.611           0.000  ...           NaN          0.0   
 12449        -0.164           0.000  ...           NaN       5000.0   
 12450        -0.085           1.000  ...           NaN          NaN   
 12451        -0.438           0.000  ...           NaN          NaN   
 12452         0.380           0.000  ...           NaN     296600.0   
 12453         0.816           0.000  ...           NaN      29800.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.197182e+10  0.161290   17.142164   12.459537   
 1             NaN     5.809882e+09  0.000000   21.097854   15.849352   
 2             NaN     6.051739e+10  2.642948   30.662194   27.967755   
 3             NaN     3.071908e+10  1.994150   27.349369   24.975802   
 4             NaN     4.584435e+10  2.598870   23.981044   19.714886   
 5             NaN     1.808001e+11  0.424628   20.856130   17.719967   
 6             NaN     1.125215e+10  6.291391   25.769756   18.234488   
 7             NaN     7.053175e+10  0.000000   24.469026   18.569164   
 8             NaN     1.417693e+10  0.604534   43.556078   33.962952   
 9             NaN     4.230155e+10  1.888247   23.150051   19.188177   
 10            NaN     2.824870e+10  0.000000   45.383065   34.738329   
 11            NaN     2.398576e+10  1.333969   19.253059   16.141324   
 12            NaN     6.587954e+09  2.443454   18.031746   13.077175   
 13            NaN     2.019229e+10  1.302023   26.797440   23.647566   
 14            NaN     1.201866e+10  1.270379   16.924269   11.959528   
 15            NaN     4.007025e+10  1.576355   32.614270   29.350461   
 16            NaN     4.007025e+10  1.576355   33.072986   29.885411   
 17            NaN     1.900988e+10  0.269663   31.230990   23.404636   
 18            NaN     2.376992e+10  2.231596   32.416576   28.885186   
 19            NaN     1.024808e+11  3.345531   27.597375   22.114994   
 20            NaN     1.417163e+11  0.000000   37.865322   33.591773   
 21            NaN     1.072248e+11  2.279982   32.035999   28.198168   
 22            NaN     1.583758e+10  0.000000   38.654854   34.987487   
 23            NaN     8.905162e+10  0.000000   21.448268   17.365165   
 24            NaN     4.251113e+10  3.265687   27.940858   24.662048   
 25            NaN     2.571697e+10  0.000000   30.315790   26.155629   
 26            NaN     7.598068e+09  1.887505   14.181736   10.530871   
 27            NaN     7.598068e+09  1.887505   38.568813   36.638512   
 28            NaN     6.846585e+10  2.931229   21.855601   18.396322   
 29            NaN     3.397073e+11  2.406015   26.435000   23.616224   
 ...           ...              ...       ...         ...         ...   
 12424         NaN     5.056250e+06       NaN   23.945178   17.454272   
 12425         NaN     8.320950e+06  0.000000   82.170881   79.487503   
 12426         NaN     2.231800e+06  0.000000   79.718132   76.328137   
 12427      191.96     6.130000e+05  0.000000  105.272121  101.410897   
 12428         NaN     1.527000e+06  0.000000   93.256080   90.189159   
 12429         NaN     8.660160e+07       NaN   97.836527   94.473412   
 12430       83.56     6.832300e+04       NaN   77.482968   73.858572   
 12431         NaN     1.967420e+06       NaN   80.196491   77.656094   
 12432    76926.43     1.473200e+07  0.000000  113.293083  109.057534   
 12433         NaN     5.030700e+01  0.000000   56.932000   50.294194   
 12434    28153.17     1.727250e+07  0.000000  141.745994  139.860718   
 12435         NaN     4.451430e+06  0.000000  169.789230  167.001514   
 12436    73741.64     7.004008e+07  1.090909   52.974665   48.241113   
 12437     6644.42     3.376900e+06       NaN  101.413088   99.643906   
 12438         NaN     1.482800e+05  0.000000   76.259353   72.692706   
 12439      359.46     1.112200e+06  0.000000  185.404445  182.959721   
 12440     4149.84     2.087610e+07  0.000000  101.048024   98.098205   
 12441  1093503.15     3.167033e+10  4.748804   26.134282   21.614241   
 12442         NaN     1.591600e+03  0.000000   58.676917   49.100072   
 12443         NaN     2.174200e+06  0.000000   99.945418   96.302158   
 12444         NaN     2.085800e+06  0.000000   63.079516   57.634853   
 12445    44418.72     1.527813e+06       NaN   89.284193   85.649125   
 12446    22831.86     3.197358e+07       NaN  108.923683  103.747935   
 12447         NaN     4.347500e+05  0.000000   82.580361   79.752230   
 12448         NaN     7.731575e+06  0.000000   90.763150   85.774903   
 12449    29748.47     3.767280e+07  0.000000   83.824849   80.439807   
 12450         NaN     4.263400e+06       NaN   93.254240   89.793639   
 12451         NaN     3.367200e+05       NaN   46.486986   40.088514   
 12452     1842.31     8.779120e+05  0.000000  204.171413  201.795752   
 12453  2029315.23     8.430527e+08  0.591279   48.860086   36.637171   
 
        HistBeta  PredBeta  DataDate  
 0      0.000041  0.139036  20040805  
 1      0.000148  0.093402  20040805  
 2     -0.029441  0.210798  20040805  
 3     -0.236822  0.108330  20040805  
 4     -0.123930  0.192753  20040805  
 5      0.189150  0.436764  20040805  
 6      0.008875  0.045804  20040805  
 7      0.034711  0.074989  20040805  
 8      0.606654  1.071211  20040805  
 9     -0.066215  0.009975  20040805  
 10     0.140853  0.675878  20040805  
 11     0.157174  0.352326  20040805  
 12     0.020595  0.238376  20040805  
 13     0.201572  0.398446  20040805  
 14     0.000148  0.047414  20040805  
 15    -0.026612  0.158352  20040805  
 16     0.283449  0.486100  20040805  
 17     1.236598  1.297295  20040805  
 18     0.207428  0.541971  20040805  
 19     0.017219  0.157391  20040805  
 20     0.328593  0.588728  20040805  
 21     0.214211  0.435661  20040805  
 22     0.475119  0.755989  20040805  
 23    -0.020577  0.272915  20040805  
 24     0.163003  0.436067  20040805  
 25     0.152751  0.603728  20040805  
 26     0.002189  0.180253  20040805  
 27    -0.052028  0.271068  20040805  
 28     0.268304  0.394011  20040805  
 29    -0.040392  0.230037  20040805  
 ...         ...       ...       ...  
 12424  0.000148  0.046934  20040805  
 12425  0.644879  0.857920  20040805  
 12426  0.652575  0.996805  20040805  
 12427  1.125525  1.386892  20040805  
 12428  0.380290  0.908618  20040805  
 12429  0.951507  1.210884  20040805  
 12430  0.746778  1.066472  20040805  
 12431  0.330946  0.628149  20040805  
 12432  1.209419  1.494080  20040805  
 12433  0.817168  1.211371  20040805  
 12434  0.665247  1.078822  20040805  
 12435  1.238764  1.557086  20040805  
 12436  0.066492  0.416861  20040805  
 12437 -0.093311  0.278384  20040805  
 12438  0.464562  0.888581  20040805  
 12439  1.205316  1.519615  20040805  
 12440  0.472048  0.903850  20040805  
 12441  0.268587  0.343359  20040805  
 12442  1.086399  1.221830  20040805  
 12443  0.977473  1.257409  20040805  
 12444  0.432094  1.030780  20040805  
 12445  0.851434  1.169877  20040805  
 12446  1.429974  1.691409  20040805  
 12447  0.407145  0.679793  20040805  
 12448  0.655435  0.899848  20040805  
 12449  0.894872  1.111870  20040805  
 12450  0.937323  1.098819  20040805  
 12451  0.747926  1.109432  20040805  
 12452  1.186739  1.577378  20040805  
 12453  1.420575  1.584833  20040805  
 
 [12454 rows x 92 columns],
 '20040806':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.221            0.000               0.0   
 1      USA0011             0.937            0.000               0.0   
 2      USA0031             0.394            0.000               0.0   
 3      USA0062             2.561            0.432               0.0   
 4      USA00E2             0.148            0.000               0.0   
 5      USA00F1             0.966            0.000               0.0   
 6      USA00G2            -0.242            0.000               0.0   
 7      USA00H1            -0.248            0.000               0.0   
 8      USA00I1            -0.873            0.000               0.0   
 9      USA00J1             0.189            0.000               0.0   
 10     USA00K1            -0.181            0.000               0.0   
 11     USA00P1            -0.505            0.000               0.0   
 12     USA00R1             0.031            0.000               0.0   
 13     USA00S1             0.197            0.000               0.0   
 14     USA00V1            -0.580            0.000               0.0   
 15     USA0131             1.573            1.000               0.0   
 16     USA0161             1.845            1.000               0.0   
 17     USA01I1            -1.122            0.000               0.0   
 18     USA01J2             1.758            0.000               0.0   
 19     USA01L1            -0.212            0.000               0.0   
 20     USA01P1             0.173            0.000               0.0   
 21     USA01Q1             0.408            0.000               0.0   
 22     USA0202            -0.631            0.000               0.0   
 23     USA0231            -0.381            0.000               0.0   
 24     USA0281             1.072            0.000               0.0   
 25     USA0291            -0.419            0.000               0.0   
 26     USA02A1            -0.283            0.000               0.0   
 27     USA02B1             0.608            0.000               0.0   
 28     USA02H1             0.358            0.000               0.0   
 29     USA02P1             1.850            0.144               0.0   
 ...        ...               ...              ...               ...   
 12426  USAZY41            -0.987            0.000               0.0   
 12427  USAZY51            -0.850            0.000               0.0   
 12428  USAZY61            -0.256            0.000               0.0   
 12429  USAZY71            -0.960            0.000               0.0   
 12430  USAZYI1             2.734            0.000               0.0   
 12431  USAZYJ1            -0.956            0.000               0.0   
 12432  USAZYK1            -0.895            0.000               0.0   
 12433  USAZYM1            -0.116            0.000               0.0   
 12434  USAZYR1            -1.480            0.000               0.0   
 12435  USAZYS1            -0.574            0.000               0.0   
 12436  USAZYT1            -0.395            0.000               0.0   
 12437  USAZYV1            -0.865            0.000               0.0   
 12438  USAZYX1             0.271            0.000               0.0   
 12439  USAZZ41             2.734            0.000               0.0   
 12440  USAZZ51            -0.211            0.000               0.0   
 12441  USAZZ61            -0.723            0.000               0.0   
 12442  USAZZ71            -0.831            0.000               0.0   
 12443  USAZZ81            -0.393            0.000               0.0   
 12444  USAZZ91            -1.533            0.000               0.0   
 12445  USAZZA1            -0.966            0.000               0.0   
 12446  USAZZB1            -1.146            0.000               0.0   
 12447  USAZZD1            -0.751            0.000               0.0   
 12448  USAZZF1            -2.752            0.000               0.0   
 12449  USAZZI1            -0.555            0.000               0.0   
 12450  USAZZJ1            -1.521            0.000               0.0   
 12451  USAZZL1            -0.712            0.000               0.0   
 12452  USAZZP1            -0.992            0.000               0.0   
 12453  USAZZR1            -0.743            0.000               0.0   
 12454  USAZZX1            -0.436            0.000               0.0   
 12455  USAZZY1            -1.958            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.823           0.000  ...           NaN          NaN   
 1            -1.823           0.000  ...           NaN          NaN   
 2            -1.874           0.000  ...           NaN        400.0   
 3            -1.988           0.000  ...           NaN        232.0   
 4            -2.029           0.000  ...           NaN      18160.0   
 5            -1.386           0.000  ...           NaN        290.0   
 6            -1.805           0.000  ...           NaN          NaN   
 7            -1.761           0.000  ...           NaN          NaN   
 8            -0.734           0.000  ...           NaN          NaN   
 9            -1.935           0.865  ...           NaN      29000.0   
 10           -1.571           0.000  ...           NaN          NaN   
 11           -1.531           0.000  ...           NaN          NaN   
 12           -1.780           0.000  ...           NaN          NaN   
 13           -1.454           0.000  ...           NaN          NaN   
 14           -1.823           0.000  ...           NaN          NaN   
 15           -1.683           0.000  ...           NaN        174.0   
 16           -1.093           0.000  ...           NaN        300.0   
 17            0.405           0.000  ...           NaN      26412.0   
 18           -1.322           0.000  ...           NaN        290.0   
 19           -1.786           0.000  ...           NaN          NaN   
 20           -1.232           0.000  ...           NaN          NaN   
 21           -1.412           1.000  ...           NaN        290.0   
 22           -0.946           0.000  ...           NaN          NaN   
 23           -1.854           0.000  ...           NaN       2865.0   
 24           -1.429           0.000  ...           NaN        290.0   
 25           -1.549           0.000  ...           NaN          NaN   
 26           -1.818           0.000  ...           NaN          NaN   
 27           -1.892           0.000  ...           NaN          NaN   
 28           -1.345           0.000  ...           NaN       2553.0   
 29           -1.738           0.000  ...           NaN        290.0   
 ...             ...             ...  ...           ...          ...   
 12426        -1.823           0.000  ...           NaN          NaN   
 12427        -0.623           0.000  ...           NaN          NaN   
 12428        -0.595           0.000  ...           NaN          NaN   
 12429         0.250           0.000  ...           NaN          NaN   
 12430        -0.764           0.000  ...           NaN      92000.0   
 12431        -0.057           0.000  ...           NaN          NaN   
 12432        -0.410           0.000  ...           NaN       4000.0   
 12433        -1.163           0.000  ...           NaN          NaN   
 12434         0.378           0.000  ...           NaN      23894.0   
 12435        -0.296           0.000  ...           NaN          NaN   
 12436        -0.587           0.000  ...           NaN       5100.0   
 12437         0.429           0.000  ...           NaN          NaN   
 12438        -1.679           0.000  ...           NaN        200.0   
 12439        -1.818           0.000  ...           NaN     405350.0   
 12440        -0.915           0.000  ...           NaN          NaN   
 12441         0.372           0.000  ...           NaN       1190.0   
 12442        -0.901           0.000  ...           NaN          NaN   
 12443        -1.351           1.000  ...           NaN      45400.0   
 12444         0.172           0.000  ...           NaN          NaN   
 12445        -0.012           0.000  ...           NaN          NaN   
 12446        -0.962           0.000  ...           NaN          NaN   
 12447        -0.239           0.000  ...           NaN    9860200.0   
 12448         0.751           0.000  ...           NaN       1000.0   
 12449        -1.035           1.000  ...           NaN          NaN   
 12450        -0.621           0.000  ...           NaN          0.0   
 12451        -0.192           0.000  ...           NaN          NaN   
 12452        -0.093           1.000  ...           NaN          NaN   
 12453        -0.414           0.000  ...           NaN          NaN   
 12454         0.341           0.000  ...           NaN          NaN   
 12455         0.529           0.000  ...           NaN      96800.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.041253e+10  0.161290   16.973116   12.179938   
 1             NaN     5.784731e+09  0.000000   20.996008   15.501748   
 2             NaN     6.048613e+10  2.642948   29.995393   27.165427   
 3             NaN     2.969712e+10  1.994150   27.706676   24.968430   
 4             NaN     4.653754e+10  2.598870   23.613105   19.186293   
 5             NaN     1.779824e+11  0.424628   20.835683   17.292918   
 6             NaN     1.126009e+10  6.291391   25.417674   17.769014   
 7             NaN     6.886766e+10  0.000000   24.306820   18.234416   
 8             NaN     1.345934e+10  0.604534   43.383730   33.348015   
 9             NaN     4.205834e+10  1.888247   22.715756   18.634580   
 10            NaN     2.745841e+10  0.000000   44.907906   33.923913   
 11            NaN     2.316579e+10  1.333969   19.411746   16.131409   
 12            NaN     6.496270e+09  2.443454   18.000045   12.883961   
 13            NaN     1.977329e+10  1.302023   26.299382   22.965668   
 14            NaN     1.179848e+10  1.270379   17.092981   12.088511   
 15            NaN     3.872416e+10  1.576355   32.026936   28.633964   
 16            NaN     3.872416e+10  1.576355   33.146036   29.458220   
 17            NaN     1.914474e+10  0.269663   31.157744   22.921600   
 18            NaN     2.398501e+10  2.231596   32.158550   28.225520   
 19            NaN     1.003627e+11  3.345531   27.294398   21.645996   
 20            NaN     1.369054e+11  0.000000   37.108363   32.630371   
 21            NaN     1.062956e+11  2.279982   31.190409   27.379747   
 22            NaN     1.498841e+10  0.000000   38.128147   34.159964   
 23            NaN     8.741294e+10  0.000000   21.502198   17.294302   
 24            NaN     4.154133e+10  3.265687   27.548261   23.956035   
 25            NaN     2.496840e+10  0.000000   29.895840   25.600961   
 26            NaN     7.681186e+09  1.887505   14.280518   10.538104   
 27            NaN     7.681186e+09  1.887505   37.719708   35.615643   
 28            NaN     6.834902e+10  2.931229   21.595443   17.851281   
 29            NaN     3.323269e+11  2.406015   26.282758   23.164962   
 ...           ...              ...       ...         ...         ...   
 12426         NaN     5.056250e+06       NaN   24.282570   17.782431   
 12427         NaN     8.320950e+06  0.000000   80.936981   78.087563   
 12428         NaN     2.231800e+06  0.000000   78.680632   75.071947   
 12429         NaN     6.130000e+05  0.000000  103.469237   99.393709   
 12430     4448.65     1.272500e+06  0.000000   94.270638   90.550541   
 12431         NaN     8.660160e+07       NaN   95.692654   92.081159   
 12432       83.59     6.832300e+04       NaN   77.777103   73.862252   
 12433         NaN     1.967420e+06       NaN   79.239104   76.558781   
 12434    74461.09     1.473200e+07  0.000000  110.392026  106.065633   
 12435         NaN     5.030700e+01  0.000000   56.299649   49.190951   
 12436    27063.88     1.727250e+07  0.000000  137.809154  135.799503   
 12437         NaN     4.451430e+06  0.000000  165.141761  162.103950   
 12438    58363.77     7.004008e+07  1.090909   51.709910   46.845798   
 12439     7529.89     3.208055e+06       NaN  100.106389   98.196337   
 12440         NaN     1.482800e+05  0.000000   74.712262   70.831247   
 12441      348.21     1.112200e+06  0.000000  180.163014  177.511873   
 12442         NaN     2.087610e+07  0.000000   99.338343   96.181901   
 12443  1123975.42     3.174726e+10  4.748804   25.697495   20.999799   
 12444         NaN     1.591600e+03  0.000000   58.288295   48.256595   
 12445         NaN     2.174200e+06  0.000000   97.937765   94.040818   
 12446         NaN     2.085800e+06  0.000000   62.305050   56.399312   
 12447    45150.88     1.527813e+06       NaN   93.147462   89.826709   
 12448    22845.95     3.272150e+07       NaN  106.335036  101.061912   
 12449         NaN     4.347500e+05  0.000000   81.080238   78.093498   
 12450         NaN     7.728605e+06  0.000000   88.964665   83.694571   
 12451         NaN     3.767280e+07  0.000000   81.605122   78.180460   
 12452         NaN     4.263400e+06       NaN   91.735718   88.079560   
 12453         NaN     3.367200e+05       NaN   46.308853   39.370326   
 12454         NaN     8.779120e+05  0.000000  198.163452  195.731053   
 12455  1977371.32     8.699192e+08  0.591279   47.846821   35.911637   
 
        HistBeta  PredBeta  DataDate  
 0      0.000111  0.160457  20040806  
 1      0.000186  0.128759  20040806  
 2     -0.027493  0.231419  20040806  
 3     -0.088731  0.313142  20040806  
 4     -0.110939  0.225390  20040806  
 5      0.235107  0.509218  20040806  
 6      0.009759  0.070460  20040806  
 7      0.033288  0.092535  20040806  
 8      0.586008  1.040214  20040806  
 9     -0.060124  0.041940  20040806  
 10     0.135798  0.677798  20040806  
 11     0.156857  0.363547  20040806  
 12     0.023298  0.263928  20040806  
 13     0.198665  0.414992  20040806  
 14     0.000186  0.066770  20040806  
 15     0.075258  0.312749  20040806  
 16     0.392557  0.618086  20040806  
 17     1.198713  1.260807  20040806  
 18     0.269404  0.632682  20040806  
 19     0.019673  0.182560  20040806  
 20     0.317772  0.584501  20040806  
 21     0.221125  0.486227  20040806  
 22     0.471888  0.754201  20040806  
 23    -0.016681  0.283227  20040806  
 24     0.211692  0.520013  20040806  
 25     0.147639  0.581662  20040806  
 26     0.002526  0.196868  20040806  
 27    -0.037049  0.308244  20040806  
 28     0.257249  0.406078  20040806  
 29     0.045652  0.357356  20040806  
 ...         ...       ...       ...  
 12426  0.000186  0.061273  20040806  
 12427  0.645566  0.854730  20040806  
 12428  0.660894  1.001423  20040806  
 12429  1.115506  1.361845  20040806  
 12430  0.569578  1.101218  20040806  
 12431  0.950005  1.201853  20040806  
 12432  0.760069  1.055082  20040806  
 12433  0.354932  0.649685  20040806  
 12434  1.184254  1.421529  20040806  
 12435  0.821230  1.207350  20040806  
 12436  0.665001  1.046099  20040806  
 12437  1.211295  1.531643  20040806  
 12438  0.077599  0.431356  20040806  
 12439  0.002728  0.390544  20040806  
 12440  0.488689  0.905499  20040806  
 12441  1.180899  1.491204  20040806  
 12442  0.495738  0.904522  20040806  
 12443  0.253692  0.340920  20040806  
 12444  1.073323  1.196873  20040806  
 12445  0.974034  1.242318  20040806  
 12446  0.463252  1.035090  20040806  
 12447  0.852090  1.099457  20040806  
 12448  1.384967  1.550444  20040806  
 12449  0.424126  0.686783  20040806  
 12450  0.646443  0.910979  20040806  
 12451  0.877513  1.061616  20040806  
 12452  0.930723  1.076224  20040806  
 12453  0.757808  1.118600  20040806  
 12454  1.164372  1.492814  20040806  
 12455  1.265228  1.421656  20040806  
 
 [12456 rows x 92 columns],
 '20040809':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.093            0.000               0.0   
 1      USA0011            -0.351            0.000               0.0   
 2      USA0031            -0.381            0.000               0.0   
 3      USA0062             1.296            0.432               0.0   
 4      USA00E2             1.428            0.000               0.0   
 5      USA00F1             1.673            0.000               0.0   
 6      USA00G2             0.024            0.000               0.0   
 7      USA00H1            -0.668            0.000               0.0   
 8      USA00I1             2.877            0.000               0.0   
 9      USA00J1            -0.401            0.000               0.0   
 10     USA00K1            -0.265            0.000               0.0   
 11     USA00P1            -0.124            0.000               0.0   
 12     USA00R1             0.003            0.000               0.0   
 13     USA00S1             1.923            0.000               0.0   
 14     USA00V1            -0.039            0.000               0.0   
 15     USA0131            -0.217            1.000               0.0   
 16     USA0161             1.568            1.000               0.0   
 17     USA01I1             0.141            0.000               0.0   
 18     USA01J2            -0.385            0.000               0.0   
 19     USA01L1            -2.010            0.000               0.0   
 20     USA01P1             1.275            0.000               0.0   
 21     USA01Q1             1.352            0.000               0.0   
 22     USA0202            -0.371            0.000               0.0   
 23     USA0231            -0.249            0.000               0.0   
 24     USA0281             2.779            0.000               0.0   
 25     USA0291            -0.421            0.000               0.0   
 26     USA02A1            -0.005            0.000               0.0   
 27     USA02B1             2.630            0.000               0.0   
 28     USA02H1            -2.506            0.000               0.0   
 29     USA02P1             1.476            0.144               0.0   
 ...        ...               ...              ...               ...   
 12425  USAZY41            -0.071            0.000               0.0   
 12426  USAZY51            -0.568            0.000               0.0   
 12427  USAZY61            -1.015            0.000               0.0   
 12428  USAZY71            -0.990            0.000               0.0   
 12429  USAZYI1            -1.416            0.000               0.0   
 12430  USAZYJ1             2.568            0.000               0.0   
 12431  USAZYK1            -0.888            0.000               0.0   
 12432  USAZYM1            -2.805            0.000               0.0   
 12433  USAZYR1            -2.738            0.000               0.0   
 12434  USAZYS1            -1.368            0.000               0.0   
 12435  USAZYT1            -2.805            0.000               0.0   
 12436  USAZYV1            -1.278            0.000               0.0   
 12437  USAZYX1             1.483            0.000               0.0   
 12438  USAZZ41            -0.631            0.000               0.0   
 12439  USAZZ51            -1.483            0.000               0.0   
 12440  USAZZ61            -1.183            0.000               0.0   
 12441  USAZZ71            -1.181            0.000               0.0   
 12442  USAZZ81            -0.246            0.000               0.0   
 12443  USAZZ91            -2.136            0.000               0.0   
 12444  USAZZA1            -1.049            0.000               0.0   
 12445  USAZZB1            -0.918            0.000               0.0   
 12446  USAZZD1             2.545            0.000               0.0   
 12447  USAZZF1             2.114            0.000               0.0   
 12448  USAZZI1            -1.193            0.000               0.0   
 12449  USAZZJ1             2.889            0.000               0.0   
 12450  USAZZL1            -2.805            0.000               0.0   
 12451  USAZZP1            -1.075            0.000               0.0   
 12452  USAZZR1            -1.026            0.000               0.0   
 12453  USAZZX1            -0.576            0.000               0.0   
 12454  USAZZY1             2.152            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.823           0.000  ...           NaN          NaN   
 1            -1.823           0.000  ...           NaN          NaN   
 2            -1.875           0.000  ...           NaN       6650.0   
 3            -1.987           0.000  ...           NaN      21768.0   
 4            -2.031           0.000  ...           NaN       5906.0   
 5            -1.387           0.000  ...           NaN       5295.0   
 6            -1.805           0.000  ...           NaN          NaN   
 7            -1.772           0.000  ...           NaN          NaN   
 8            -0.699           0.000  ...           NaN       5805.0   
 9            -1.936           0.865  ...           NaN      29000.0   
 10           -1.571           0.000  ...           NaN          NaN   
 11           -1.534           0.000  ...           NaN          NaN   
 12           -1.780           0.000  ...           NaN          NaN   
 13           -1.457           0.000  ...           NaN       1629.0   
 14           -1.823           0.000  ...           NaN          NaN   
 15           -1.684           0.000  ...           NaN          NaN   
 16           -1.096           0.000  ...           NaN       1180.0   
 17            0.404           0.000  ...           NaN       5859.0   
 18           -1.323           0.000  ...           NaN          NaN   
 19           -1.754           0.000  ...           NaN       8232.0   
 20           -1.233           0.000  ...           NaN      24385.0   
 21           -1.416           1.000  ...           NaN       7275.0   
 22           -0.946           0.000  ...           NaN          NaN   
 23           -1.846           0.000  ...           NaN      20550.0   
 24           -1.426           0.000  ...           NaN       6365.0   
 25           -1.549           0.000  ...           NaN          NaN   
 26           -1.819           0.000  ...           NaN          NaN   
 27           -1.855           0.000  ...           NaN        230.0   
 28           -1.320           0.000  ...           NaN       5583.0   
 29           -1.737           0.000  ...           NaN      14300.0   
 ...             ...             ...  ...           ...          ...   
 12425        -1.823           0.000  ...           NaN          NaN   
 12426        -0.623           0.000  ...           NaN          NaN   
 12427        -0.595           0.000  ...           NaN       5000.0   
 12428         0.243           0.000  ...           NaN          NaN   
 12429        -0.765           0.000  ...           NaN          NaN   
 12430        -0.063           0.000  ...           NaN       1500.0   
 12431        -0.419           0.000  ...           NaN        200.0   
 12432        -1.081           0.000  ...           NaN       6000.0   
 12433         0.380           0.000  ...           NaN     160732.0   
 12434        -0.297           0.000  ...           NaN        666.0   
 12435        -0.560           0.000  ...           NaN     123390.0   
 12436         0.429           0.000  ...           NaN      32050.0   
 12437        -1.680           0.000  ...           NaN       2900.0   
 12438        -1.838           0.000  ...           NaN      10000.0   
 12439        -0.915           0.000  ...           NaN          NaN   
 12440         0.374           0.000  ...           NaN     206387.0   
 12441        -0.902           0.000  ...           NaN          NaN   
 12442        -1.350           1.000  ...           NaN      27800.0   
 12443         0.168           0.000  ...           NaN       1000.0   
 12444        -0.013           0.000  ...           NaN          NaN   
 12445        -0.962           0.000  ...           NaN          NaN   
 12446        -0.241           0.000  ...           NaN    4233000.0   
 12447         0.745           0.000  ...           NaN       1700.0   
 12448        -1.037           1.000  ...           NaN          NaN   
 12449        -0.624           0.000  ...           NaN          0.0   
 12450        -0.186           0.000  ...           NaN       1500.0   
 12451        -0.094           1.000  ...           NaN          NaN   
 12452        -0.415           0.000  ...           NaN          NaN   
 12453         0.345           0.000  ...           NaN          NaN   
 12454         0.517           0.000  ...           NaN      62800.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.049249e+10  0.161290   16.326719   11.744982   
 1             NaN     5.910486e+09  0.000000   20.257128   14.969840   
 2             NaN     5.997022e+10  2.642948   28.949259   26.178665   
 3             NaN     2.972288e+10  1.994150   26.617030   24.181557   
 4             NaN     4.608430e+10  2.598870   23.315098   18.961405   
 5             NaN     1.783216e+11  0.424628   20.884208   17.330899   
 6             NaN     1.110932e+10  6.291391   24.419285   17.091653   
 7             NaN     6.813802e+10  0.000000   23.637985   17.728103   
 8             NaN     1.335524e+10  0.604534   48.632917   40.026004   
 9             NaN     4.213130e+10  1.888247   22.014082   18.054307   
 10            NaN     2.776107e+10  0.000000   43.273427   32.652412   
 11            NaN     2.293572e+10  1.333969   18.742223   15.514853   
 12            NaN     6.468655e+09  2.443454   17.290673   12.402139   
 13            NaN     2.007930e+10  1.302023   26.248673   22.850187   
 14            NaN     1.174533e+10  1.270379   16.408197   11.633600   
 15            NaN     3.906869e+10  1.576355   30.615470   27.479742   
 16            NaN     3.906869e+10  1.576355   32.308548   28.750205   
 17            NaN     1.905774e+10  0.269663   30.388029   21.977601   
 18            NaN     2.392356e+10  2.231596   30.950387   27.267001   
 19            NaN     1.012292e+11  3.345531   29.890292   24.755578   
 20            NaN     1.374552e+11  0.000000   35.899346   31.465219   
 21            NaN     1.056843e+11  2.279982   30.330021   26.540657   
 22            NaN     1.484015e+10  0.000000   36.663667   32.834076   
 23            NaN     8.723371e+10  0.000000   20.694859   16.683747   
 24            NaN     4.133138e+10  3.265687   28.132398   24.262704   
 25            NaN     2.463034e+10  0.000000   28.705448   24.637442   
 26            NaN     7.727043e+09  1.887505   13.738368   10.135521   
 27            NaN     7.727043e+09  1.887505   38.101343   35.928038   
 28            NaN     6.810561e+10  2.931229   22.645008   19.170770   
 29            NaN     3.358062e+11  2.406015   25.807776   22.850944   
 ...           ...              ...       ...         ...         ...   
 12425         NaN     5.056250e+06       NaN   23.405454   17.173967   
 12426         NaN     8.320950e+06  0.000000   77.665647   74.889846   
 12427       38.10     2.231800e+06  0.000000   75.712425   72.182836   
 12428         NaN     6.130000e+05  0.000000  100.500535   96.581120   
 12429         NaN     1.272500e+06  0.000000   91.366484   87.836495   
 12430     6426.70     7.397220e+07       NaN   92.887944   89.207191   
 12431       87.37     6.832300e+04       NaN   74.098006   70.246473   
 12432      488.08     3.026800e+06       NaN   78.893586   76.162145   
 12433    78353.28     1.510030e+07  0.000000  106.617568  102.454620   
 12434         NaN     5.030700e+01  0.000000   54.577839   47.634517   
 12435    30217.57     2.122050e+07  0.000000  136.532051  134.598943   
 12436     1747.80     4.451430e+06  0.000000  159.418195  156.423242   
 12437    36487.14     6.775560e+07  1.090909   50.169741   45.435788   
 12438     7667.14     3.208055e+06       NaN   96.675462   94.867095   
 12439         NaN     1.482800e+05  0.000000   72.187331   68.379468   
 12440      379.92     1.112200e+06  0.000000  173.719906  171.118675   
 12441         NaN     2.087610e+07  0.000000   96.334366   93.320517   
 12442  1173239.01     3.162225e+10  4.748804   24.777573   20.203537   
 12443        4.05     1.352860e+06  0.000000   56.637172   46.852507   
 12444         NaN     2.174200e+06  0.000000   95.177378   91.389202   
 12445         NaN     2.085800e+06  0.000000   60.165345   54.493296   
 12446    45581.67     1.018542e+06       NaN   90.649094   87.282059   
 12447    23901.35     3.085170e+07       NaN  102.132064   96.853496   
 12448         NaN     4.347500e+05  0.000000   78.106855   75.163833   
 12449         NaN     7.480387e+06  0.000000   86.343794   81.080459   
 12450    30870.78     3.981330e+07  0.000000   79.588485   76.277726   
 12451         NaN     4.263400e+06       NaN   88.201194   84.616380   
 12452         NaN     3.367200e+05       NaN   44.787863   38.042404   
 12453         NaN     8.779120e+05  0.000000  191.334888  188.916472   
 12454  1836625.86     8.334795e+08  0.591279   47.188420   35.262129   
 
        HistBeta  PredBeta  DataDate  
 0      0.000109  0.157640  20040809  
 1      0.000184  0.115265  20040809  
 2     -0.027967  0.214751  20040809  
 3     -0.088179  0.316862  20040809  
 4     -0.111804  0.249080  20040809  
 5      0.234775  0.543232  20040809  
 6      0.009752  0.075095  20040809  
 7      0.027612  0.071932  20040809  
 8      0.604834  1.133385  20040809  
 9     -0.060391  0.032243  20040809  
 10     0.135847  0.675297  20040809  
 11     0.155602  0.367048  20040809  
 12     0.023274  0.264934  20040809  
 13     0.197367  0.456845  20040809  
 14     0.000184  0.074826  20040809  
 15     0.075251  0.299170  20040809  
 16     0.391107  0.638725  20040809  
 17     1.198266  1.293854  20040809  
 18     0.269457  0.604666  20040809  
 19     0.037551  0.224894  20040809  
 20     0.317774  0.608919  20040809  
 21     0.219328  0.501226  20040809  
 22     0.471800  0.754166  20040809  
 23    -0.012362  0.280180  20040809  
 24     0.214021  0.585520  20040809  
 25     0.147841  0.572551  20040809  
 26     0.002522  0.203771  20040809  
 27    -0.016883  0.372799  20040809  
 28     0.271055  0.370066  20040809  
 29     0.046432  0.376595  20040809  
 ...         ...       ...       ...  
 12425  0.000184  0.076923  20040809  
 12426  0.645596  0.851279  20040809  
 12427  0.660708  0.979948  20040809  
 12428  1.111552  1.342982  20040809  
 12429  0.569545  1.041041  20040809  
 12430  0.946902  1.271515  20040809  
 12431  0.755332  1.050009  20040809  
 12432  0.399388  0.621557  20040809  
 12433  1.185295  1.373688  20040809  
 12434  0.821197  1.184389  20040809  
 12435  0.679809  0.994818  20040809  
 12436  1.211438  1.527954  20040809  
 12437  0.076946  0.457363  20040809  
 12438 -0.007783  0.312142  20040809  
 12439  0.488504  0.874011  20040809  
 12440  1.182274  1.485848  20040809  
 12441  0.495506  0.872159  20040809  
 12442  0.254414  0.339076  20040809  
 12443  1.071101  1.164150  20040809  
 12444  0.974011  1.232760  20040809  
 12445  0.463314  1.024162  20040809  
 12446  0.851401  1.164802  20040809  
 12447  1.381418  1.633526  20040809  
 12448  0.423166  0.668773  20040809  
 12449  0.645096  0.999550  20040809  
 12450  0.880612  1.009697  20040809  
 12451  0.930264  1.073912  20040809  
 12452  0.757703  1.103687  20040809  
 12453  1.166597  1.504050  20040809  
 12454  1.259081  1.486675  20040809  
 
 [12455 rows x 92 columns],
 '20040810':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.471            0.000               0.0   
 1      USA0011            -0.330            0.000               0.0   
 2      USA0031            -0.172            0.000               0.0   
 3      USA0062            -1.563            0.432               0.0   
 4      USA00E2            -0.471            0.000               0.0   
 5      USA00F1            -0.020            0.000               0.0   
 6      USA00G2            -0.007            0.000               0.0   
 7      USA00H1            -0.158            0.000               0.0   
 8      USA00I1            -0.728            0.000               0.0   
 9      USA00J1            -0.513            0.000               0.0   
 10     USA00K1            -1.103            0.000               0.0   
 11     USA00P1            -0.143            0.000               0.0   
 12     USA00R1            -0.276            0.000               0.0   
 13     USA00S1             0.409            0.000               0.0   
 14     USA00V1             0.136            0.000               0.0   
 15     USA0131            -0.008            1.000               0.0   
 16     USA0161             0.531            1.000               0.0   
 17     USA01I1             1.250            0.000               0.0   
 18     USA01J2             0.378            0.000               0.0   
 19     USA01L1            -1.349            0.000               0.0   
 20     USA01P1             0.020            0.000               0.0   
 21     USA01Q1            -0.293            0.000               0.0   
 22     USA0202             0.213            0.000               0.0   
 23     USA0231            -0.399            0.000               0.0   
 24     USA0281             0.004            0.000               0.0   
 25     USA0291            -0.155            0.000               0.0   
 26     USA02A1            -0.267            0.000               0.0   
 27     USA02B1            -1.789            0.000               0.0   
 28     USA02H1             0.214            0.000               0.0   
 29     USA02P1            -0.304            0.144               0.0   
 ...        ...               ...              ...               ...   
 12426  USAZY41             0.110            0.000               0.0   
 12427  USAZY51             0.980            0.000               0.0   
 12428  USAZY61             0.774            0.000               0.0   
 12429  USAZY71             1.047            0.000               0.0   
 12430  USAZYI1             0.466            0.000               0.0   
 12431  USAZYJ1             2.731            0.000               0.0   
 12432  USAZYK1             1.174            0.000               0.0   
 12433  USAZYM1             0.706            0.000               0.0   
 12434  USAZYR1             2.731            0.000               0.0   
 12435  USAZYS1             0.674            0.000               0.0   
 12436  USAZYT1             1.014            0.000               0.0   
 12437  USAZYV1             1.443            0.000               0.0   
 12438  USAZYX1            -0.153            0.000               0.0   
 12439  USAZZ41            -0.094            0.000               0.0   
 12440  USAZZ51             0.508            0.000               0.0   
 12441  USAZZ61             1.643            0.000               0.0   
 12442  USAZZ71             2.294            0.000               0.0   
 12443  USAZZ81            -0.038            0.000               0.0   
 12444  USAZZ91            -0.027            0.000               0.0   
 12445  USAZZA1             1.285            0.000               0.0   
 12446  USAZZB1            -0.247            0.000               0.0   
 12447  USAZZD1            -2.779            0.000               0.0   
 12448  USAZZF1            -2.779            0.000               0.0   
 12449  USAZZI1             0.039            0.000               0.0   
 12450  USAZZJ1            -0.531            0.000               0.0   
 12451  USAZZL1             1.980            0.000               0.0   
 12452  USAZZP1             2.279            0.000               0.0   
 12453  USAZZR1             0.726            0.000               0.0   
 12454  USAZZX1             1.556            0.000               0.0   
 12455  USAZZY1             0.563            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.823           0.000  ...           NaN       5275.0   
 1            -1.825           0.000  ...           NaN          NaN   
 2            -1.870           0.000  ...           NaN       6650.0   
 3            -1.886           0.000  ...           NaN       3720.0   
 4            -2.019           0.000  ...           NaN       5906.0   
 5            -1.407           0.000  ...           NaN        264.0   
 6            -1.810           0.000  ...           NaN          NaN   
 7            -1.775           0.000  ...           NaN          NaN   
 8            -0.732           0.000  ...           NaN          NaN   
 9            -1.936           0.865  ...           NaN      29000.0   
 10           -1.580           0.000  ...           NaN          NaN   
 11           -1.540           0.000  ...           NaN          NaN   
 12           -1.776           0.000  ...           NaN          NaN   
 13           -1.478           0.000  ...           NaN          NaN   
 14           -1.825           0.000  ...           NaN          NaN   
 15           -1.700           0.000  ...           NaN          NaN   
 16           -1.131           0.000  ...           NaN          NaN   
 17            0.363           0.000  ...           NaN       5859.0   
 18           -1.340           0.000  ...           NaN          NaN   
 19           -1.767           0.000  ...           NaN          NaN   
 20           -1.249           0.000  ...           NaN          NaN   
 21           -1.428           1.000  ...           NaN          NaN   
 22           -0.978           0.000  ...           NaN          NaN   
 23           -1.847           0.000  ...           NaN      20550.0   
 24           -1.439           0.000  ...           NaN          NaN   
 25           -1.548           0.000  ...           NaN          NaN   
 26           -1.821           0.000  ...           NaN          NaN   
 27           -1.721           0.000  ...           NaN         50.0   
 28           -1.329           0.000  ...           NaN       5583.0   
 29           -1.744           0.000  ...           NaN      14300.0   
 ...             ...             ...  ...           ...          ...   
 12426        -1.825           0.000  ...           NaN          NaN   
 12427        -0.631           0.000  ...           NaN          NaN   
 12428        -0.597           0.000  ...           NaN          NaN   
 12429         0.236           0.000  ...           NaN        800.0   
 12430        -0.733           0.000  ...           NaN          NaN   
 12431        -0.107           0.000  ...           NaN        500.0   
 12432        -0.419           0.000  ...           NaN      18500.0   
 12433        -1.081           0.000  ...           NaN          NaN   
 12434         0.312           0.000  ...           NaN     132452.0   
 12435        -0.293           0.000  ...           NaN          NaN   
 12436        -0.562           0.000  ...           NaN     140901.0   
 12437         0.422           0.000  ...           NaN     123666.0   
 12438        -1.697           0.000  ...           NaN          NaN   
 12439        -1.805           0.000  ...           NaN          NaN   
 12440        -0.904           0.000  ...           NaN          NaN   
 12441         0.368           0.000  ...           NaN      60992.0   
 12442        -1.541           0.000  ...           NaN      43000.0   
 12443        -1.380           1.000  ...           NaN      47500.0   
 12444         0.146           0.000  ...           NaN          NaN   
 12445        -0.024           0.000  ...           NaN       5200.0   
 12446        -0.960           0.000  ...           NaN          NaN   
 12447        -0.038           0.000  ...           NaN    4639000.0   
 12448         0.795           0.000  ...           NaN       2500.0   
 12449        -1.049           1.000  ...           NaN          NaN   
 12450        -0.663           0.000  ...           NaN          0.0   
 12451        -0.235           0.000  ...           NaN      10700.0   
 12452        -0.609           1.000  ...           NaN      11037.0   
 12453        -0.417           0.000  ...           NaN          NaN   
 12454         0.335           0.000  ...           NaN          NaN   
 12455         0.462           0.000  ...           NaN      27400.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.225169e+10  0.161290   15.964994   11.391997   
 1             NaN     5.891623e+09  0.000000   19.801148   14.568160   
 2             NaN     6.104893e+10  2.642948   28.143263   25.394620   
 3             NaN     3.046144e+10  1.994150   25.999228   23.708423   
 4             NaN     4.668418e+10  2.598870   22.614170   18.376553   
 5             NaN     1.787912e+11  0.424628   20.089994   16.848647   
 6             NaN     1.118073e+10  6.291391   23.825683   16.573758   
 7             NaN     6.899567e+10  0.000000   23.065162   17.190070   
 8             NaN     1.332549e+10  0.604534   47.128861   38.898641   
 9             NaN     4.239072e+10  1.888247   21.510770   17.525001   
 10            NaN     2.841684e+10  0.000000   41.945869   31.708635   
 11            NaN     2.300651e+10  1.333969   18.239824   15.079244   
 12            NaN     6.526095e+09  2.443454   16.836305   12.039481   
 13            NaN     2.048889e+10  1.302023   25.410004   22.281425   
 14            NaN     1.198322e+10  1.270379   16.091823   11.313371   
 15            NaN     3.974975e+10  1.576355   29.693823   26.632152   
 16            NaN     3.974975e+10  1.576355   31.312254   28.034878   
 17            NaN     1.917954e+10  0.269663   29.289564   21.564730   
 18            NaN     2.432985e+10  2.231596   30.039180   26.518563   
 19            NaN     1.008441e+11  3.345531   29.784092   24.216333   
 20            NaN     1.406167e+11  0.000000   34.760890   30.582899   
 21            NaN     1.062712e+11  2.279982   29.315177   25.743322   
 22            NaN     1.496146e+10  0.000000   35.473462   31.972678   
 23            NaN     8.787382e+10  0.000000   20.136735   16.180195   
 24            NaN     4.176129e+10  3.265687   26.981114   23.619802   
 25            NaN     2.554794e+10  0.000000   27.700774   23.943537   
 26            NaN     8.093906e+09  1.887505   13.441446    9.850717   
 27            NaN     8.093906e+09  1.887505   37.054865   34.909373   
 28            NaN     6.840743e+10  2.931229   21.788115   18.544544   
 29            NaN     3.383366e+11  2.406015   24.921869   22.144237   
 ...           ...              ...       ...         ...         ...   
 12426         NaN     5.056250e+06       NaN   22.964899   16.805208   
 12427         NaN     8.320950e+06  0.000000   75.663139   72.995116   
 12428         NaN     2.231800e+06  0.000000   74.071307   70.750028   
 12429      179.23     6.130000e+05  0.000000   95.929356   92.076492   
 12430         NaN     1.272500e+06  0.000000   88.814555   85.390395   
 12431     6180.03     7.216800e+07       NaN   90.137460   86.716489   
 12432       84.24     6.832300e+04       NaN   72.121574   68.454989   
 12433         NaN     3.026800e+06       NaN   78.694518   76.189748   
 12434    77199.98     1.473200e+07  0.000000  104.133479  100.156311   
 12435         NaN     5.030700e+01  0.000000   52.892658   46.401517   
 12436    31598.02     2.122050e+07  0.000000  133.261722  131.565822   
 12437     1836.99     4.451430e+06  0.000000  155.888338  153.085128   
 12438         NaN     6.775560e+07  1.090909   48.668172   44.115539   
 12439         NaN     3.208055e+06       NaN   94.068407   92.305678   
 12440         NaN     1.482800e+05  0.000000   70.418373   66.762318   
 12441      368.20     1.112200e+06  0.000000  169.935219  167.470749   
 12442     2830.68     1.133274e+07  0.000000   90.996576   88.430360   
 12443  1203234.51     3.160321e+10  4.748804   24.070163   19.601383   
 12444         NaN     1.352860e+06  0.000000   54.844118   45.449954   
 12445     4949.04     2.174200e+06  0.000000   92.102595   88.521219   
 12446         NaN     2.085800e+06  0.000000   58.587606   53.264818   
 12447    44142.37     1.527813e+06       NaN   88.150144   84.518960   
 12448    23013.79     3.272150e+07       NaN  100.783127   95.959589   
 12449         NaN     4.347500e+05  0.000000   76.142753   73.345293   
 12450         NaN     7.481952e+06  0.000000   83.861902   78.890626   
 12451    31704.84     3.938520e+07  0.000000   77.547532   74.421169   
 12452     2970.28     2.344870e+06       NaN   81.746098   78.689621   
 12453         NaN     3.367200e+05       NaN   43.526102   37.226586   
 12454         NaN     8.779120e+05  0.000000  187.470859  185.201572   
 12455  1788854.86     8.424350e+08  0.591279   45.192085   34.321496   
 
        HistBeta  PredBeta  DataDate  
 0      0.001331  0.154422  20040810  
 1      0.000136  0.115757  20040810  
 2     -0.024121  0.215235  20040810  
 3     -0.032865  0.341815  20040810  
 4     -0.104758  0.228841  20040810  
 5      0.224971  0.519282  20040810  
 6      0.008306  0.074952  20040810  
 7      0.027203  0.080646  20040810  
 8      0.588975  1.105930  20040810  
 9     -0.059631  0.028508  20040810  
 10     0.131778  0.636144  20040810  
 11     0.153394  0.367263  20040810  
 12     0.026267  0.262552  20040810  
 13     0.187126  0.439207  20040810  
 14     0.000136  0.089730  20040810  
 15     0.067364  0.299198  20040810  
 16     0.373801  0.616067  20040810  
 17     1.178727  1.293141  20040810  
 18     0.261191  0.604242  20040810  
 19     0.031164  0.187517  20040810  
 20     0.310131  0.581848  20040810  
 21     0.213840  0.466672  20040810  
 22     0.456044  0.744633  20040810  
 23    -0.011734  0.278604  20040810  
 24     0.207944  0.549380  20040810  
 25     0.149439  0.562111  20040810  
 26     0.002084  0.203682  20040810  
 27     0.055770  0.386781  20040810  
 28     0.267320  0.397426  20040810  
 29     0.043682  0.353838  20040810  
 ...         ...       ...       ...  
 12426  0.000136  0.096092  20040810  
 12427  0.643087  0.876531  20040810  
 12428  0.661573  1.003712  20040810  
 12429  1.110037  1.354220  20040810  
 12430  0.588102  1.091572  20040810  
 12431  0.925212  1.250905  20040810  
 12432  0.757532  1.088431  20040810  
 12433  0.400629  0.634539  20040810  
 12434  1.150886  1.421899  20040810  
 12435  0.825085  1.212430  20040810  
 12436  0.680144  0.988575  20040810  
 12437  1.210332  1.563691  20040810  
 12438  0.069127  0.432003  20040810  
 12439  0.011024  0.343363  20040810  
 12440  0.496248  0.890084  20040810  
 12441  1.181205  1.530140  20040810  
 12442  0.153042  0.655786  20040810  
 12443  0.239591  0.328311  20040810  
 12444  1.061794  1.171918  20040810  
 12445  0.970177  1.267587  20040810  
 12446  0.465875  1.023847  20040810  
 12447  0.962443  1.261595  20040810  
 12448  1.411342  1.568100  20040810  
 12449  0.418252  0.678272  20040810  
 12450  0.625853  0.906014  20040810  
 12451  0.856584  1.058105  20040810  
 12452  0.654754  0.899076  20040810  
 12453  0.758301  1.127601  20040810  
 12454  1.163511  1.524515  20040810  
 12455  1.232172  1.441195  20040810  
 
 [12456 rows x 92 columns],
 '20040811':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.105            0.000               0.0   
 1      USA0011             0.704            0.000               0.0   
 2      USA0031             1.704            0.000               0.0   
 3      USA0062             0.316            0.432               0.0   
 4      USA00E2             1.393            0.000               0.0   
 5      USA00F1             0.260            0.000               0.0   
 6      USA00G2             0.774            0.000               0.0   
 7      USA00H1             2.031            0.000               0.0   
 8      USA00I1            -1.776            0.000               0.0   
 9      USA00J1             1.117            0.000               0.0   
 10     USA00K1            -2.223            0.000               0.0   
 11     USA00P1             0.120            0.000               0.0   
 12     USA00R1             0.307            0.000               0.0   
 13     USA00S1             1.186            0.000               0.0   
 14     USA00V1             1.224            0.000               0.0   
 15     USA0131             0.565            1.000               0.0   
 16     USA0161            -1.434            1.000               0.0   
 17     USA01I1             0.259            0.000               0.0   
 18     USA01J2             0.651            0.000               0.0   
 19     USA01L1            -0.313            0.000               0.0   
 20     USA01P1            -1.937            0.000               0.0   
 21     USA01Q1             0.123            0.000               0.0   
 22     USA0202            -0.525            0.000               0.0   
 23     USA0231            -0.869            0.000               0.0   
 24     USA0281             0.431            0.000               0.0   
 25     USA0291            -1.242            0.000               0.0   
 26     USA02A1            -0.118            0.000               0.0   
 27     USA02B1            -2.715            0.000               0.0   
 28     USA02H1             0.403            0.000               0.0   
 29     USA02P1             0.564            0.144               0.0   
 ...        ...               ...              ...               ...   
 12429  USAZY41             0.168            0.000               0.0   
 12430  USAZY51            -0.370            0.000               0.0   
 12431  USAZY61            -0.635            0.000               0.0   
 12432  USAZY71            -0.683            0.000               0.0   
 12433  USAZYI1            -0.572            0.000               0.0   
 12434  USAZYJ1             0.213            0.000               0.0   
 12435  USAZYK1            -0.661            0.000               0.0   
 12436  USAZYM1             2.772            0.000               0.0   
 12437  USAZYR1             2.772            0.000               0.0   
 12438  USAZYS1            -1.013            0.000               0.0   
 12439  USAZYT1             1.186            0.000               0.0   
 12440  USAZYV1            -2.715            0.000               0.0   
 12441  USAZYX1             0.210            0.000               0.0   
 12442  USAZZ41             2.772            0.000               0.0   
 12443  USAZZ51            -0.623            0.000               0.0   
 12444  USAZZ61            -1.077            0.000               0.0   
 12445  USAZZ71             2.772            0.000               0.0   
 12446  USAZZ81             1.292            0.000               0.0   
 12447  USAZZ91            -1.584            0.000               0.0   
 12448  USAZZA1             2.772            0.000               0.0   
 12449  USAZZB1            -1.611            0.000               0.0   
 12450  USAZZD1            -0.695            0.000               0.0   
 12451  USAZZF1            -2.715            0.000               0.0   
 12452  USAZZI1             0.436            0.000               0.0   
 12453  USAZZJ1            -2.715            0.000               0.0   
 12454  USAZZL1            -0.166            0.000               0.0   
 12455  USAZZP1             0.174            0.000               0.0   
 12456  USAZZR1            -0.559            0.000               0.0   
 12457  USAZZX1            -2.715            0.000               0.0   
 12458  USAZZY1             1.385            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 12456               0.0              0.0           0.0          0.000   
 12457               0.0              0.0           0.0          0.000   
 12458               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.805           0.000  ...           NaN          NaN   
 1            -1.807           0.000  ...           NaN          NaN   
 2            -1.856           0.000  ...           NaN       6650.0   
 3            -1.872           0.000  ...           NaN          NaN   
 4            -2.014           0.000  ...           NaN       5906.0   
 5            -1.392           0.000  ...           NaN        264.0   
 6            -1.791           0.000  ...           NaN          NaN   
 7            -1.758           0.000  ...           NaN          NaN   
 8            -0.725           0.000  ...           NaN          NaN   
 9            -1.917           0.865  ...           NaN      29000.0   
 10           -1.565           0.000  ...           NaN          NaN   
 11           -1.524           0.000  ...           NaN          NaN   
 12           -1.759           0.000  ...           NaN          NaN   
 13           -1.463           0.000  ...           NaN          NaN   
 14           -1.807           0.000  ...           NaN          NaN   
 15           -1.681           0.000  ...           NaN          NaN   
 16           -1.145           0.000  ...           NaN        715.0   
 17            0.367           0.000  ...           NaN       5859.0   
 18           -1.326           0.000  ...           NaN          NaN   
 19           -1.748           0.000  ...           NaN          NaN   
 20           -1.265           0.000  ...           NaN          NaN   
 21           -1.428           1.000  ...           NaN      57380.0   
 22           -1.018           0.000  ...           NaN          NaN   
 23           -1.832           0.000  ...           NaN      20550.0   
 24           -1.424           0.000  ...           NaN          NaN   
 25           -1.545           0.000  ...           NaN          NaN   
 26           -1.803           0.000  ...           NaN          NaN   
 27           -1.744           0.000  ...           NaN         20.0   
 28           -1.320           0.000  ...           NaN       5583.0   
 29           -1.726           0.000  ...           NaN      14300.0   
 ...             ...             ...  ...           ...          ...   
 12429        -1.807           0.000  ...           NaN          NaN   
 12430        -0.631           0.000  ...           NaN          NaN   
 12431        -0.587           0.000  ...           NaN          NaN   
 12432         0.241           0.000  ...           NaN        800.0   
 12433        -0.726           0.000  ...           NaN          NaN   
 12434        -0.098           0.000  ...           NaN          NaN   
 12435        -0.410           0.000  ...           NaN       1100.0   
 12436        -1.044           0.000  ...           NaN      15000.0   
 12437         0.358           0.000  ...           NaN     291335.0   
 12438        -0.286           0.000  ...           NaN          NaN   
 12439        -0.544           0.000  ...           NaN       8475.0   
 12440         0.353           0.000  ...           NaN     246000.0   
 12441        -1.677           0.000  ...           NaN          NaN   
 12442        -1.679           0.000  ...           NaN       7000.0   
 12443        -0.893           0.000  ...           NaN          NaN   
 12444         0.374           0.000  ...           NaN     183010.0   
 12445        -1.176           0.000  ...           NaN      52000.0   
 12446        -1.363           1.000  ...           NaN      32100.0   
 12447         0.154           0.000  ...           NaN          NaN   
 12448         0.008           0.000  ...           NaN       1600.0   
 12449        -0.939           0.000  ...           NaN          NaN   
 12450        -0.031           0.000  ...           NaN   10020200.0   
 12451         0.801           0.000  ...           NaN       4250.0   
 12452        -1.043           1.000  ...           NaN          NaN   
 12453        -0.703           0.000  ...           NaN          0.0   
 12454        -0.225           0.000  ...           NaN      11000.0   
 12455        -0.603           1.000  ...           NaN          NaN   
 12456        -0.407           0.000  ...           NaN          NaN   
 12457         0.318           0.000  ...           NaN     160000.0   
 12458         0.487           0.000  ...           NaN      88700.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.167196e+10  0.161290   16.439406   11.584793   
 1             NaN     5.979651e+09  0.000000   20.600349   14.990003   
 2             NaN     6.219018e+10  2.642948   29.776788   26.328646   
 3             NaN     3.059885e+10  1.994150   26.473257   24.072206   
 4             NaN     4.711076e+10  2.598870   24.399044   19.354621   
 5             NaN     1.776954e+11  0.424628   20.566011   17.124546   
 6             NaN     1.111725e+10  6.291391   24.736375   16.996132   
 7             NaN     7.065975e+10  0.000000   25.391317   18.539526   
 8             NaN     1.329203e+10  0.604534   48.933100   39.841754   
 9             NaN     4.279607e+10  1.888247   22.675680   18.267591   
 10            NaN     2.734070e+10  0.000000   44.395172   32.801591   
 11            NaN     2.315399e+10  1.333969   18.722355   15.334868   
 12            NaN     6.563652e+09  2.443454   17.482215   12.389323   
 13            NaN     2.071487e+10  1.302023   26.405461   22.939840   
 14            NaN     1.219834e+10  1.270379   17.269905   12.019823   
 15            NaN     3.980584e+10  1.576355   30.464597   27.183154   
 16            NaN     3.980584e+10  1.576355   32.252410   28.758469   
 17            NaN     1.920129e+10  0.269663   29.582642   21.837099   
 18            NaN     2.460299e+10  2.231596   30.812590   27.057383   
 19            NaN     1.014859e+11  3.345531   30.536928   24.607059   
 20            NaN     1.259777e+11  0.000000   37.127320   31.770934   
 21            NaN     1.086920e+11  2.279982   29.979132   26.151014   
 22            NaN     1.436839e+10  0.000000   36.510343   32.542084   
 23            NaN     8.595350e+10  0.000000   21.098226   16.546468   
 24            NaN     4.112142e+10  3.265687   27.649272   24.030758   
 25            NaN     2.448545e+10  0.000000   28.848204   24.675829   
 26            NaN     8.085308e+09  1.887505   13.883571   10.023644   
 27            NaN     8.085308e+09  1.887505   39.013987   36.719550   
 28            NaN     7.040338e+10  2.931229   22.313137   18.828832   
 29            NaN     3.394964e+11  2.406015   25.567279   22.588784   
 ...           ...              ...       ...         ...         ...   
 12429         NaN     5.056250e+06       NaN   23.667722   17.090067   
 12430         NaN     8.320950e+06  0.000000   77.825039   75.043158   
 12431         NaN     2.231800e+06  0.000000   75.328673   71.795029   
 12432      154.91     6.130000e+05  0.000000   97.470534   93.378821   
 12433         NaN     1.272500e+06  0.000000   90.530153   86.980587   
 12434         NaN     7.216800e+07       NaN   93.532486   90.107255   
 12435       84.24     6.832300e+04       NaN   75.008728   71.195908   
 12436      588.62     2.724120e+06       NaN   81.517570   78.724373   
 12437    74778.19     1.307465e+07  0.000000  107.660376  103.390209   
 12438         NaN     5.030700e+01  0.000000   54.208035   47.274743   
 12439    31019.77     2.072700e+07  0.000000  135.594586  133.796987   
 12440     2280.31     5.935240e+06  0.000000  163.085341  160.339651   
 12441         NaN     6.775560e+07  1.090909   49.669971   44.766944   
 12442     6266.78     2.701520e+06       NaN   97.919562   95.976676   
 12443         NaN     1.482800e+05  0.000000   71.418800   67.460434   
 12444      320.78     1.112200e+06  0.000000  172.856898  170.304538   
 12445     3067.05     5.964600e+06  0.000000   95.087305   91.992264   
 12446  1222448.69     3.142623e+10  4.748804   25.368606   20.483975   
 12447         NaN     1.352860e+06  0.000000   56.549128   46.461622   
 12448     4871.22     1.956780e+06  0.000000   94.012649   90.090917   
 12449         NaN     2.085800e+06  0.000000   59.996022   54.151312   
 12450    45004.71     1.527813e+06       NaN   94.615882   91.334606   
 12451    23079.89     3.365640e+07       NaN  104.246362   99.094787   
 12452         NaN     4.347500e+05  0.000000   77.081031   74.031765   
 12453         NaN     7.843284e+06  0.000000   86.202294   80.811434   
 12454    29345.75     3.938520e+07  0.000000   78.805256   75.586182   
 12455         NaN     2.344870e+06       NaN   77.231125   73.352627   
 12456         NaN     3.367200e+05       NaN   44.425220   37.742966   
 12457     1776.72     9.876510e+05  0.000000  191.164010  188.851842   
 12458  1818507.41     8.257593e+08  0.591279   46.788396   35.269072   
 
        HistBeta  PredBeta  DataDate  
 0      0.001345  0.161071  20040811  
 1      0.000144  0.132954  20040811  
 2     -0.026239  0.238978  20040811  
 3     -0.034878  0.356189  20040811  
 4     -0.111827  0.246246  20040811  
 5      0.224945  0.521862  20040811  
 6      0.008535  0.089975  20040811  
 7      0.026564  0.118074  20040811  
 8      0.586189  1.088086  20040811  
 9     -0.059373  0.053941  20040811  
 10     0.131147  0.620403  20040811  
 11     0.153333  0.369333  20040811  
 12     0.025883  0.270530  20040811  
 13     0.186218  0.451147  20040811  
 14     0.000144  0.114771  20040811  
 15     0.068400  0.318530  20040811  
 16     0.358641  0.574094  20040811  
 17     1.177327  1.262702  20040811  
 18     0.260320  0.603978  20040811  
 19     0.032124  0.202991  20040811  
 20     0.293468  0.535686  20040811  
 21     0.205243  0.455094  20040811  
 22     0.427581  0.727238  20040811  
 23    -0.013616  0.267453  20040811  
 24     0.207322  0.551458  20040811  
 25     0.141842  0.529826  20040811  
 26     0.002134  0.206907  20040811  
 27     0.034067  0.333390  20040811  
 28     0.263640  0.403569  20040811  
 29     0.043839  0.363172  20040811  
 ...         ...       ...       ...  
 12429  0.000144  0.104611  20040811  
 12430  0.637044  0.863622  20040811  
 12431  0.661032  0.993043  20040811  
 12432  1.108978  1.338452  20040811  
 12433  0.585412  1.058417  20040811  
 12434  0.925775  1.206093  20040811  
 12435  0.756385  1.056576  20040811  
 12436  0.413070  0.687449  20040811  
 12437  1.172521  1.474218  20040811  
 12438  0.823893  1.193461  20040811  
 12439  0.683844  0.996338  20040811  
 12440  1.169546  1.446373  20040811  
 12441  0.070651  0.440866  20040811  
 12442  0.069471  0.460817  20040811  
 12443  0.494846  0.874896  20040811  
 12444  1.181079  1.483763  20040811  
 12445  0.341998  0.854368  20040811  
 12446  0.240754  0.358753  20040811  
 12447  1.061994  1.149545  20040811  
 12448  0.982729  1.327874  20040811  
 12449  0.469900  1.007970  20040811  
 12450  0.961598  1.185400  20040811  
 12451  1.412163  1.560700  20040811  
 12452  0.413597  0.684883  20040811  
 12453  0.598204  0.849004  20040811  
 12454  0.856566  1.030277  20040811  
 12455  0.652033  0.974375  20040811  
 12456  0.758102  1.117360  20040811  
 12457  1.150678  1.430427  20040811  
 12458  1.242305  1.464400  20040811  
 
 [12459 rows x 92 columns],
 '20040812':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.248            0.000               0.0   
 1      USA0011             0.132            0.000               0.0   
 2      USA0031             0.415            0.000               0.0   
 3      USA0062            -0.127            0.432               0.0   
 4      USA00E2             0.459            0.000               0.0   
 5      USA00F1            -0.331            0.000               0.0   
 6      USA00G2             0.055            0.000               0.0   
 7      USA00H1             0.369            0.000               0.0   
 8      USA00I1            -0.395            0.000               0.0   
 9      USA00J1             0.082            0.000               0.0   
 10     USA00K1            -0.146            0.000               0.0   
 11     USA00P1             0.031            0.000               0.0   
 12     USA00R1            -0.209            0.000               0.0   
 13     USA00S1            -1.887            0.000               0.0   
 14     USA00V1            -0.024            0.000               0.0   
 15     USA0131            -0.264            1.000               0.0   
 16     USA0161            -0.487            1.000               0.0   
 17     USA01I1            -0.988            0.000               0.0   
 18     USA01J2            -0.312            0.000               0.0   
 19     USA01L1            -0.086            0.000               0.0   
 20     USA01P1             2.813            0.000               0.0   
 21     USA01Q1            -0.102            0.000               0.0   
 22     USA0202            -0.169            0.000               0.0   
 23     USA0231            -0.606            0.000               0.0   
 24     USA0281            -0.074            0.000               0.0   
 25     USA0291            -0.649            0.000               0.0   
 26     USA02A1            -0.515            0.000               0.0   
 27     USA02B1             0.386            0.000               0.0   
 28     USA02H1             0.057            0.000               0.0   
 29     USA02P1            -0.088            0.144               0.0   
 ...        ...               ...              ...               ...   
 12432  USAZY41            -0.328            0.000               0.0   
 12433  USAZY51            -1.433            0.000               0.0   
 12434  USAZY61            -0.840            0.000               0.0   
 12435  USAZY71            -1.139            0.000               0.0   
 12436  USAZYI1            -2.395            0.000               0.0   
 12437  USAZYJ1            -0.292            0.000               0.0   
 12438  USAZYK1            -0.712            0.000               0.0   
 12439  USAZYM1            -0.432            0.000               0.0   
 12440  USAZYR1            -2.303            0.000               0.0   
 12441  USAZYS1            -0.580            0.000               0.0   
 12442  USAZYT1             2.813            0.000               0.0   
 12443  USAZYV1            -2.651            0.000               0.0   
 12444  USAZYX1             0.611            0.000               0.0   
 12445  USAZZ41            -2.771            0.000               0.0   
 12446  USAZZ51            -0.120            0.000               0.0   
 12447  USAZZ61            -0.549            0.000               0.0   
 12448  USAZZ71             0.734            0.000               0.0   
 12449  USAZZ81             0.136            0.000               0.0   
 12450  USAZZ91             2.092            0.000               0.0   
 12451  USAZZA1            -2.197            0.000               0.0   
 12452  USAZZB1            -1.598            0.000               0.0   
 12453  USAZZD1            -1.349            0.000               0.0   
 12454  USAZZF1             2.484            0.000               0.0   
 12455  USAZZI1            -0.345            0.000               0.0   
 12456  USAZZJ1             2.462            0.000               0.0   
 12457  USAZZL1             1.828            0.000               0.0   
 12458  USAZZP1            -0.975            0.000               0.0   
 12459  USAZZR1            -0.242            0.000               0.0   
 12460  USAZZX1            -0.396            0.000               0.0   
 12461  USAZZY1             0.902            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 12456               0.0              0.0           0.0          0.000   
 12457               0.0              0.0           0.0          0.000   
 12458               0.0              0.0           0.0          0.000   
 12459               0.0              0.0           0.0          0.000   
 12460               0.0              0.0           0.0          0.000   
 12461               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.805           0.000  ...           NaN          NaN   
 1            -1.807           0.000  ...           NaN          NaN   
 2            -1.856           0.000  ...           NaN       6650.0   
 3            -1.865           0.000  ...           NaN          NaN   
 4            -2.006           0.000  ...           NaN       5906.0   
 5            -1.398           0.000  ...           NaN        264.0   
 6            -1.790           0.000  ...           NaN          NaN   
 7            -1.760           0.000  ...           NaN          NaN   
 8            -0.749           0.000  ...           NaN          NaN   
 9            -1.911           0.865  ...           NaN      29000.0   
 10           -1.570           0.000  ...           NaN          NaN   
 11           -1.525           0.000  ...           NaN          NaN   
 12           -1.758           0.000  ...           NaN          NaN   
 13           -1.647           0.000  ...           NaN        162.0   
 14           -1.807           0.000  ...           NaN          NaN   
 15           -1.672           0.000  ...           NaN          NaN   
 16           -1.151           0.000  ...           NaN          NaN   
 17            0.330           0.000  ...           NaN       5859.0   
 18           -1.337           0.000  ...           NaN          NaN   
 19           -1.741           0.000  ...           NaN          NaN   
 20           -0.788           0.000  ...           NaN       5000.0   
 21           -1.439           1.000  ...           NaN          NaN   
 22           -1.019           0.000  ...           NaN          NaN   
 23           -1.832           0.000  ...           NaN      20550.0   
 24           -1.431           0.000  ...           NaN          NaN   
 25           -1.562           0.000  ...           NaN          NaN   
 26           -1.803           0.000  ...           NaN          NaN   
 27           -1.716           0.000  ...           NaN        150.0   
 28           -1.326           0.000  ...           NaN       5583.0   
 29           -1.724           0.000  ...           NaN      14300.0   
 ...             ...             ...  ...           ...          ...   
 12432        -1.807           0.000  ...           NaN          NaN   
 12433        -0.658           0.000  ...           NaN        800.0   
 12434        -0.580           0.000  ...           NaN          NaN   
 12435         0.237           0.000  ...           NaN       9943.0   
 12436        -1.106           0.000  ...           NaN       1300.0   
 12437        -0.094           0.000  ...           NaN          NaN   
 12438        -0.401           0.000  ...           NaN          NaN   
 12439        -1.028           0.000  ...           NaN          NaN   
 12440         0.215           0.000  ...           NaN     326410.0   
 12441        -0.285           0.000  ...           NaN          NaN   
 12442        -0.443           0.000  ...           NaN      30700.0   
 12443        -0.017           0.000  ...           NaN      11000.0   
 12444        -1.645           0.000  ...           NaN        500.0   
 12445        -1.766           0.000  ...           NaN      97450.0   
 12446        -0.881           0.000  ...           NaN          NaN   
 12447         0.357           0.000  ...           NaN     119661.0   
 12448        -1.167           0.000  ...           NaN      20000.0   
 12449        -1.356           1.000  ...           NaN      28700.0   
 12450         0.672           0.000  ...           NaN      20000.0   
 12451        -0.085           0.000  ...           NaN       5000.0   
 12452        -0.888           0.000  ...           NaN          NaN   
 12453        -0.052           0.000  ...           NaN    1743201.0   
 12454         0.910           0.000  ...           NaN       2388.0   
 12455        -1.035           1.000  ...           NaN          NaN   
 12456        -0.569           0.000  ...           NaN          0.0   
 12457        -0.173           0.000  ...           NaN       5500.0   
 12458        -0.599           1.000  ...           NaN          NaN   
 12459        -0.401           0.000  ...           NaN          NaN   
 12460         0.296           0.000  ...           NaN          NaN   
 12461         0.518           0.000  ...           NaN      27700.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.021262e+10  0.161290   16.264373   11.549240   
 1             NaN     5.948212e+09  0.000000   20.319842   14.854911   
 2             NaN     6.195568e+10  2.642948   29.372179   26.069359   
 3             NaN     2.980017e+10  1.994150   26.356480   23.950455   
 4             NaN     4.715076e+10  2.598870   24.047332   19.146300   
 5             NaN     1.745386e+11  0.424628   20.520034   17.016362   
 6             NaN     1.101409e+10  6.291391   24.277995   16.811674   
 7             NaN     7.018613e+10  0.000000   24.781057   18.340655   
 8             NaN     1.257817e+10  0.604534   48.497108   39.519452   
 9             NaN     4.279607e+10  1.888247   22.253718   18.069949   
 10            NaN     2.623093e+10  0.000000   43.713866   32.517471   
 11            NaN     2.297112e+10  1.333969   18.607343   15.177897   
 12            NaN     6.547083e+09  2.443454   17.273187   12.336467   
 13            NaN     2.101147e+10  1.302023   27.689309   24.456226   
 14            NaN     1.215532e+10  1.270379   16.957893   11.993600   
 15            NaN     3.952540e+10  1.576355   30.194181   26.956202   
 16            NaN     3.952540e+10  1.576355   31.949663   28.515136   
 17            NaN     1.907079e+10  0.269663   29.876166   21.826727   
 18            NaN     2.450056e+10  2.231596   30.580789   26.868980   
 19            NaN     1.009511e+11  3.345531   30.150355   24.416852   
 20            NaN     1.221977e+11  0.000000   41.824338   36.135128   
 21            NaN     1.072004e+11  2.279982   29.678568   25.903094   
 22            NaN     1.316878e+10  0.000000   36.351289   32.333017   
 23            NaN     8.480131e+10  0.000000   21.228188   16.733942   
 24            NaN     4.073150e+10  3.265687   27.437860   23.840418   
 25            NaN     2.289173e+10  0.000000   28.719512   24.651526   
 26            NaN     7.967797e+09  1.887505   14.007555   10.259472   
 27            NaN     7.967797e+09  1.887505   38.391331   36.363320   
 28            NaN     6.942975e+10  2.931229   22.077279   18.596491   
 29            NaN     3.332758e+11  2.406015   25.312894   22.365825   
 ...           ...              ...       ...         ...         ...   
 12432         NaN     5.056250e+06       NaN   23.326785   17.010463   
 12433     2142.05     8.456250e+06  0.000000   77.061239   74.286300   
 12434         NaN     2.231800e+06  0.000000   75.048703   71.483923   
 12435      162.76     6.130000e+05  0.000000   97.736993   93.607202   
 12436     3862.19     1.781500e+06  0.000000   91.284695   88.089309   
 12437         NaN     7.216800e+07       NaN   93.316298   89.807475   
 12438         NaN     6.832300e+04       NaN   74.477809   70.596290   
 12439         NaN     2.724120e+06       NaN   79.865225   77.247536   
 12440    71241.75     1.399540e+07  0.000000  107.278740  103.249344   
 12441         NaN     5.030700e+01  0.000000   53.957537   46.932752   
 12442    29830.00     1.924650e+07  0.000000  134.907159  132.901367   
 12443     2259.67     8.902860e+06  0.000000  169.699659  167.451187   
 12444    29147.05     6.739216e+07  1.090909   49.104678   44.274512   
 12445     6471.47     2.870365e+06       NaN   96.606973   94.597795   
 12446         NaN     1.482800e+05  0.000000   70.748323   66.775913   
 12447      255.90     1.112200e+06  0.000000  171.379658  168.743367   
 12448     2350.68     5.964600e+06  0.000000   94.209557   91.223106   
 12449  1230410.91     3.126821e+10  4.748804   24.936545   20.266340   
 12450       81.14     1.591600e+03  0.000000   69.658089   60.645103   
 12451     4606.67     2.174200e+06  0.000000   90.855284   86.823807   
 12452         NaN     2.085800e+06  0.000000   59.743705   53.770702   
 12453    43810.04     1.527813e+06       NaN   93.945031   90.612547   
 12454    23092.58     3.122566e+07       NaN  104.585323   98.908044   
 12455         NaN     4.347500e+05  0.000000   76.130408   73.092380   
 12456         NaN     7.447511e+06  0.000000   85.622007   80.187673   
 12457    24714.72     3.810090e+07  0.000000   78.479384   74.983226   
 12458         NaN     2.344870e+06       NaN   76.271982   72.283679   
 12459         NaN     3.367200e+05       NaN   44.201720   37.352811   
 12460         NaN     9.876510e+05  0.000000  189.523493  187.228263   
 12461  1768512.27     8.106276e+08  0.591279   46.813118   34.974850   
 
        HistBeta  PredBeta  DataDate  
 0      0.001374  0.157786  20040812  
 1      0.000171  0.134446  20040812  
 2     -0.026488  0.233443  20040812  
 3     -0.031196  0.349460  20040812  
 4     -0.107465  0.245751  20040812  
 5      0.221265  0.509898  20040812  
 6      0.009264  0.087469  20040812  
 7      0.025573  0.108145  20040812  
 8      0.571931  1.093331  20040812  
 9     -0.056012  0.050342  20040812  
 10     0.127922  0.633154  20040812  
 11     0.152373  0.367515  20040812  
 12     0.026531  0.267023  20040812  
 13     0.086574  0.344945  20040812  
 14     0.000171  0.107813  20040812  
 15     0.073131  0.313351  20040812  
 16     0.354316  0.568343  20040812  
 17     1.155014  1.231352  20040812  
 18     0.253872  0.583108  20040812  
 19     0.035840  0.209934  20040812  
 20     0.550593  0.818800  20040812  
 21     0.198919  0.445955  20040812  
 22     0.426086  0.728750  20040812  
 23    -0.013342  0.267676  20040812  
 24     0.203242  0.537673  20040812  
 25     0.132678  0.519772  20040812  
 26     0.002376  0.205448  20040812  
 27     0.049177  0.373109  20040812  
 28     0.259761  0.401962  20040812  
 29     0.044905  0.355087  20040812  
 ...         ...       ...       ...  
 12432  0.000171  0.100869  20040812  
 12433  0.620917  0.825581  20040812  
 12434  0.662909  0.985211  20040812  
 12435  1.104614  1.319228  20040812  
 12436  0.379119  0.865540  20040812  
 12437  0.925943  1.196845  20040812  
 12438  0.759933  1.056750  20040812  
 12439  0.420786  0.638473  20040812  
 12440  1.092579  1.363058  20040812  
 12441  0.822343  1.191072  20040812  
 12442  0.737277  1.072402  20040812  
 12443  0.967519  1.206667  20040812  
 12444  0.087578  0.460038  20040812  
 12445  0.021986  0.420376  20040812  
 12446  0.500548  0.882198  20040812  
 12447  1.169510  1.482332  20040812  
 12448  0.346095  0.824442  20040812  
 12449  0.243787  0.356270  20040812  
 12450  1.339548  1.450240  20040812  
 12451  0.930885  1.250576  20040812  
 12452  0.496788  1.017201  20040812  
 12453  0.948338  1.159979  20040812  
 12454  1.468529  1.716443  20040812  
 12455  0.417431  0.678695  20040812  
 12456  0.669288  1.009845  20040812  
 12457  0.883296  1.095245  20040812  
 12458  0.652894  0.966951  20040812  
 12459  0.759913  1.118143  20040812  
 12460  1.136613  1.449971  20040812  
 12461  1.256296  1.474673  20040812  
 
 [12462 rows x 92 columns],
 '20040813':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.260            0.000               0.0   
 1      USA0011            -0.058            0.000               0.0   
 2      USA0031            -0.380            0.000               0.0   
 3      USA0062             0.236            0.432               0.0   
 4      USA00E2            -0.511            0.000               0.0   
 5      USA00F1            -0.094            0.000               0.0   
 6      USA00G2             0.011            0.000               0.0   
 7      USA00H1            -0.416            0.000               0.0   
 8      USA00I1             0.256            0.000               0.0   
 9      USA00J1             0.047            0.000               0.0   
 10     USA00K1             0.343            0.000               0.0   
 11     USA00P1             0.048            0.000               0.0   
 12     USA00R1            -0.170            0.000               0.0   
 13     USA00S1             0.123            0.000               0.0   
 14     USA00V1            -0.148            0.000               0.0   
 15     USA0131             0.288            1.000               0.0   
 16     USA0161             0.607            1.000               0.0   
 17     USA01I1            -0.210            0.000               0.0   
 18     USA01J2            -0.414            0.000               0.0   
 19     USA01L1             1.294            0.000               0.0   
 20     USA01P1            -0.694            0.000               0.0   
 21     USA01Q1            -0.036            0.000               0.0   
 22     USA0202             2.842            0.000               0.0   
 23     USA0231             0.753            0.000               0.0   
 24     USA0281            -0.388            0.000               0.0   
 25     USA0291             0.739            0.000               0.0   
 26     USA02A1             0.448            0.000               0.0   
 27     USA02B1             1.102            0.000               0.0   
 28     USA02H1            -0.399            0.000               0.0   
 29     USA02P1             0.118            0.144               0.0   
 ...        ...               ...              ...               ...   
 12427  USAZY41             0.285            0.000               0.0   
 12428  USAZY51             0.009            0.000               0.0   
 12429  USAZY61             0.259            0.000               0.0   
 12430  USAZY71             0.521            0.000               0.0   
 12431  USAZYI1             0.316            0.000               0.0   
 12432  USAZYJ1             0.025            0.000               0.0   
 12433  USAZYK1             0.335            0.000               0.0   
 12434  USAZYM1             0.439            0.000               0.0   
 12435  USAZYR1            -1.770            0.000               0.0   
 12436  USAZYS1             0.256            0.000               0.0   
 12437  USAZYT1            -2.772            0.000               0.0   
 12438  USAZYV1             0.282            0.000               0.0   
 12439  USAZYX1             0.200            0.000               0.0   
 12440  USAZZ41            -2.738            0.000               0.0   
 12441  USAZZ51             0.466            0.000               0.0   
 12442  USAZZ61             0.236            0.000               0.0   
 12443  USAZZ71             0.225            0.000               0.0   
 12444  USAZZ81             0.062            0.000               0.0   
 12445  USAZZ91             1.619            0.000               0.0   
 12446  USAZZA1            -2.746            0.000               0.0   
 12447  USAZZB1             0.491            0.000               0.0   
 12448  USAZZD1             0.016            0.000               0.0   
 12449  USAZZF1            -2.250            0.000               0.0   
 12450  USAZZI1             2.842            0.000               0.0   
 12451  USAZZJ1            -0.374            0.000               0.0   
 12452  USAZZL1             2.842            0.000               0.0   
 12453  USAZZP1             2.842            0.000               0.0   
 12454  USAZZR1             0.125            0.000               0.0   
 12455  USAZZX1             0.184            0.000               0.0   
 12456  USAZZY1             1.833            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 12456               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.805           0.000  ...           NaN          NaN   
 1            -1.807           0.000  ...           NaN          NaN   
 2            -1.857           0.000  ...           NaN       6650.0   
 3            -1.868           0.000  ...           NaN          NaN   
 4            -2.008           0.000  ...           NaN       5906.0   
 5            -1.399           0.000  ...           NaN        264.0   
 6            -1.791           0.000  ...           NaN          NaN   
 7            -1.761           0.000  ...           NaN          NaN   
 8            -0.748           0.000  ...           NaN          NaN   
 9            -1.912           0.865  ...           NaN      29000.0   
 10           -1.571           0.000  ...           NaN          NaN   
 11           -1.526           0.000  ...           NaN          NaN   
 12           -1.759           0.000  ...           NaN          NaN   
 13           -1.649           0.000  ...           NaN          NaN   
 14           -1.807           0.000  ...           NaN          NaN   
 15           -1.674           0.000  ...           NaN          NaN   
 16           -1.155           0.000  ...           NaN        335.0   
 17            0.332           0.000  ...           NaN       5859.0   
 18           -1.338           0.000  ...           NaN          NaN   
 19           -1.743           0.000  ...           NaN          NaN   
 20           -0.780           0.000  ...           NaN      11250.0   
 21           -1.439           1.000  ...           NaN          NaN   
 22           -0.931           0.000  ...           NaN        280.0   
 23           -1.834           0.000  ...           NaN      20550.0   
 24           -1.434           0.000  ...           NaN          NaN   
 25           -1.565           0.000  ...           NaN          NaN   
 26           -1.803           0.000  ...           NaN          NaN   
 27           -1.726           0.000  ...           NaN       2085.0   
 28           -1.322           0.000  ...           NaN       5448.0   
 29           -1.725           0.000  ...           NaN      14300.0   
 ...             ...             ...  ...           ...          ...   
 12427        -1.807           0.000  ...           NaN          NaN   
 12428        -0.659           0.000  ...           NaN          NaN   
 12429        -0.580           0.000  ...           NaN        500.0   
 12430         0.237           0.000  ...           NaN          NaN   
 12431        -1.104           0.000  ...           NaN          NaN   
 12432        -0.095           0.000  ...           NaN          NaN   
 12433        -0.401           0.000  ...           NaN        150.0   
 12434        -1.030           0.000  ...           NaN          NaN   
 12435         0.217           0.000  ...           NaN     141900.0   
 12436        -0.285           0.000  ...           NaN          NaN   
 12437        -0.414           0.000  ...           NaN      12000.0   
 12438        -0.017           0.000  ...           NaN          NaN   
 12439        -1.647           0.000  ...           NaN       9000.0   
 12440        -1.754           0.000  ...           NaN      24177.0   
 12441        -0.881           0.000  ...           NaN          NaN   
 12442         0.359           0.000  ...           NaN     128200.0   
 12443        -1.166           0.000  ...           NaN          NaN   
 12444        -1.358           1.000  ...           NaN      34700.0   
 12445         0.674           0.000  ...           NaN          NaN   
 12446        -0.057           0.000  ...           NaN       2000.0   
 12447        -0.887           0.000  ...           NaN          NaN   
 12448        -0.059           0.000  ...           NaN    4471400.0   
 12449         0.922           0.000  ...           NaN       1150.0   
 12450        -1.041           1.000  ...           NaN        500.0   
 12451        -0.564           0.000  ...           NaN          0.0   
 12452        -0.187           0.000  ...           NaN      10000.0   
 12453        -0.606           1.000  ...           NaN      35000.0   
 12454        -0.401           0.000  ...           NaN          NaN   
 12455         0.298           0.000  ...           NaN          NaN   
 12456         0.509           0.000  ...           NaN      35600.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.993275e+10  0.161290   15.902682   11.336692   
 1             NaN     6.011090e+09  0.000000   19.860627   14.529134   
 2             NaN     6.189315e+10  2.642948   28.763234   25.502599   
 3             NaN     2.988605e+10  1.994150   25.726258   23.388521   
 4             NaN     4.733739e+10  2.598870   23.490233   18.737544   
 5             NaN     1.734429e+11  0.424628   19.927112   16.615437   
 6             NaN     1.087126e+10  6.291391   23.628461   16.414991   
 7             NaN     7.044156e+10  0.000000   24.317285   17.972622   
 8             NaN     1.248150e+10  0.604534   47.289142   38.649802   
 9             NaN     4.261772e+10  1.888247   21.657386   17.641642   
 10            NaN     2.629819e+10  0.000000   42.523117   31.825029   
 11            NaN     2.312450e+10  1.333969   18.117998   14.829872   
 12            NaN     6.558129e+09  2.443454   16.793487   12.054480   
 13            NaN     2.145873e+10  1.302023   26.831409   23.894346   
 14            NaN     1.206674e+10  1.270379   16.508866   11.712818   
 15            NaN     3.983789e+10  1.576355   29.417718   26.324658   
 16            NaN     3.983789e+10  1.576355   31.153681   27.887712   
 17            NaN     1.841392e+10  0.269663   28.983606   21.389709   
 18            NaN     2.449715e+10  2.231596   29.798404   26.304461   
 19            NaN     1.022669e+11  3.345531   29.702849   24.137884   
 20            NaN     1.223351e+11  0.000000   40.837605   35.367959   
 21            NaN     1.084964e+11  2.279982   28.819186   25.248414   
 22            NaN     1.287224e+10  0.000000   44.300082   40.884853   
 23            NaN     8.833470e+10  0.000000   20.983578   16.560876   
 24            NaN     4.020161e+10  3.265687   26.755935   23.321982   
 25            NaN     2.262610e+10  0.000000   28.029526   24.121279   
 26            NaN     7.873215e+09  1.887505   13.803398   10.161833   
 27            NaN     7.873215e+09  1.887505   37.556175   35.592559   
 28            NaN     6.939080e+10  2.931229   21.435676   18.172103   
 29            NaN     3.362280e+11  2.406015   24.688512   21.859621   
 ...           ...              ...       ...         ...         ...   
 12427         NaN     5.056250e+06       NaN   22.873474   16.783953   
 12428         NaN     8.456250e+06  0.000000   75.932141   73.322908   
 12429       29.55     2.231800e+06  0.000000   73.834786   70.495752   
 12430         NaN     6.130000e+05  0.000000   96.099470   92.244782   
 12431         NaN     1.781500e+06  0.000000   90.879913   88.245671   
 12432         NaN     7.216800e+07       NaN   91.413336   88.083342   
 12433       84.04     6.832300e+04       NaN   72.142920   68.430304   
 12434         NaN     2.724120e+06       NaN   77.804427   75.312478   
 12435    71864.64     1.436370e+07  0.000000  104.838535  101.172471   
 12436         NaN     5.030700e+01  0.000000   52.420054   45.784383   
 12437    28583.91     2.220750e+07  0.000000  133.328930  131.509701   
 12438         NaN     8.902860e+06  0.000000  166.432083  164.372966   
 12439    34391.00     6.749600e+07  1.090909   47.880310   43.268712   
 12440     6436.70     3.039210e+06       NaN   95.163246   93.301347   
 12441         NaN     1.482800e+05  0.000000   68.958583   65.215234   
 12442      259.65     1.112200e+06  0.000000  168.033609  165.649168   
 12443         NaN     5.964600e+06  0.000000   92.689615   89.908758   
 12444  1255206.36     3.135391e+10  4.748804   24.267092   19.795534   
 12445         NaN     1.591600e+03  0.000000   68.061193   59.246807   
 12446     4411.22     2.717750e+06  0.000000   94.389933   90.925412   
 12447         NaN     2.085800e+06  0.000000   58.629598   52.524266   
 12448    43244.72     1.527813e+06       NaN   91.145377   87.983761   
 12449    22965.87     3.272150e+07       NaN  102.017390   96.869599   
 12450      139.34     4.183000e+05  0.000000   74.692187   71.676367   
 12451         NaN     7.617456e+06  0.000000   83.574849   78.414854   
 12452    25314.72     3.596040e+07  0.000000   77.500102   74.072870   
 12453     3075.28     2.131700e+06       NaN   74.861806   70.862710   
 12454         NaN     3.367200e+05       NaN   42.804422   36.370667   
 12455         NaN     9.876510e+05  0.000000  186.045944  183.856961   
 12456  1688890.45     7.998192e+08  0.591279   45.834311   34.520084   
 
        HistBeta  PredBeta  DataDate  
 0      0.001365  0.166549  20040813  
 1      0.000167  0.130761  20040813  
 2     -0.026461  0.212617  20040813  
 3     -0.032640  0.354188  20040813  
 4     -0.108011  0.227886  20040813  
 5      0.220575  0.508621  20040813  
 6      0.009129  0.084588  20040813  
 7      0.025379  0.091883  20040813  
 8      0.572369  1.114828  20040813  
 9     -0.056230  0.050591  20040813  
 10     0.128001  0.642984  20040813  
 11     0.152277  0.366429  20040813  
 12     0.026542  0.268570  20040813  
 13     0.085956  0.353182  20040813  
 14     0.000168  0.105930  20040813  
 15     0.072282  0.321548  20040813  
 16     0.352714  0.581316  20040813  
 17     1.155840  1.245350  20040813  
 18     0.253815  0.575427  20040813  
 19     0.035162  0.241776  20040813  
 20     0.555363  0.829705  20040813  
 21     0.199145  0.440917  20040813  
 22     0.473367  0.837239  20040813  
 23    -0.014059  0.288846  20040813  
 24     0.202004  0.529362  20040813  
 25     0.131208  0.535874  20040813  
 26     0.002323  0.223002  20040813  
 27     0.043916  0.390363  20040813  
 28     0.262472  0.395072  20040813  
 29     0.044615  0.357138  20040813  
 ...         ...       ...       ...  
 12427  0.000168  0.117119  20040813  
 12428  0.620660  0.836562  20040813  
 12429  0.662943  0.999985  20040813  
 12430  1.104706  1.342197  20040813  
 12431  0.379992  0.802777  20040813  
 12432  0.924942  1.201741  20040813  
 12433  0.759966  1.079471  20040813  
 12434  0.420195  0.656316  20040813  
 12435  1.093612  1.339851  20040813  
 12436  0.822689  1.205694  20040813  
 12437  0.752997  1.015210  20040813  
 12438  0.967225  1.229740  20040813  
 12439  0.086633  0.455985  20040813  
 12440  0.029145  0.376164  20040813  
 12441  0.500603  0.900674  20040813  
 12442  1.170387  1.471746  20040813  
 12443  0.346793  0.816107  20040813  
 12444  0.242881  0.356153  20040813  
 12445  1.340489  1.540179  20040813  
 12446  0.945646  1.171370  20040813  
 12447  0.497302  1.070006  20040813  
 12448  0.944896  1.186345  20040813  
 12449  1.474551  1.628315  20040813  
 12450  0.413971  0.738428  20040813  
 12451  0.672109  0.956876  20040813  
 12452  0.875744  1.129565  20040813  
 12453  0.648990  1.035767  20040813  
 12454  0.759751  1.122585  20040813  
 12455  1.137303  1.475594  20040813  
 12456  1.251584  1.493016  20040813  
 
 [12457 rows x 92 columns],
 '20040816':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.073            0.000               0.0   
 1      USA0011            -0.477            0.000               0.0   
 2      USA0031             0.191            0.000               0.0   
 3      USA0062            -0.247            0.432               0.0   
 4      USA00E2            -0.072            0.000               0.0   
 5      USA00F1             0.229            0.000               0.0   
 6      USA00G2            -0.056            0.000               0.0   
 7      USA00H1             0.223            0.000               0.0   
 8      USA00I1            -1.299            0.000               0.0   
 9      USA00J1            -0.252            0.000               0.0   
 10     USA00K1            -1.641            0.000               0.0   
 11     USA00P1            -0.101            0.000               0.0   
 12     USA00R1             0.084            0.000               0.0   
 13     USA00S1            -0.573            0.000               0.0   
 14     USA00V1            -0.083            0.000               0.0   
 15     USA0131             0.241            1.000               0.0   
 16     USA0161             0.465            1.000               0.0   
 17     USA01I1             1.068            0.000               0.0   
 18     USA01J2             0.224            0.000               0.0   
 19     USA01L1            -0.598            0.000               0.0   
 20     USA01P1            -0.454            0.000               0.0   
 21     USA01Q1            -0.067            0.000               0.0   
 22     USA0202            -0.520            0.000               0.0   
 23     USA0231            -0.842            0.000               0.0   
 24     USA0281             0.682            0.000               0.0   
 25     USA0291            -0.866            0.000               0.0   
 26     USA02A1            -0.070            0.000               0.0   
 27     USA02B1            -0.201            0.000               0.0   
 28     USA02H1             0.397            0.000               0.0   
 29     USA02P1            -0.014            0.144               0.0   
 ...        ...               ...              ...               ...   
 12426  USAZY41            -0.258            0.000               0.0   
 12427  USAZY51             0.545            0.000               0.0   
 12428  USAZY61             0.513            0.000               0.0   
 12429  USAZY71             0.925            0.000               0.0   
 12430  USAZYI1             0.399            0.000               0.0   
 12431  USAZYJ1             0.539            0.000               0.0   
 12432  USAZYK1             0.539            0.000               0.0   
 12433  USAZYM1             1.388            0.000               0.0   
 12434  USAZYR1             2.161            0.000               0.0   
 12435  USAZYS1             0.755            0.000               0.0   
 12436  USAZYT1             2.297            0.000               0.0   
 12437  USAZYV1            -2.792            0.000               0.0   
 12438  USAZYX1             0.084            0.000               0.0   
 12439  USAZZ41             1.763            0.000               0.0   
 12440  USAZZ51             0.266            0.000               0.0   
 12441  USAZZ61             1.138            0.000               0.0   
 12442  USAZZ71            -0.536            0.000               0.0   
 12443  USAZZ81            -0.095            0.000               0.0   
 12444  USAZZ91             0.864            0.000               0.0   
 12445  USAZZA1             2.256            0.000               0.0   
 12446  USAZZB1            -0.997            0.000               0.0   
 12447  USAZZD1             0.923            0.000               0.0   
 12448  USAZZF1             1.885            0.000               0.0   
 12449  USAZZI1            -0.228            0.000               0.0   
 12450  USAZZJ1             1.907            0.000               0.0   
 12451  USAZZL1            -2.139            0.000               0.0   
 12452  USAZZP1             0.621            0.000               0.0   
 12453  USAZZR1             0.513            0.000               0.0   
 12454  USAZZX1            -2.792            0.000               0.0   
 12455  USAZZY1            -0.277            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.821           0.000  ...           NaN          NaN   
 1            -1.823           0.000  ...           NaN          NaN   
 2            -1.864           0.000  ...           NaN       6650.0   
 3            -1.881           0.000  ...           NaN          NaN   
 4            -2.007           0.000  ...           NaN       5906.0   
 5            -1.428           0.000  ...           NaN        264.0   
 6            -1.808           0.000  ...           NaN          NaN   
 7            -1.776           0.000  ...           NaN          NaN   
 8            -0.784           0.000  ...           NaN          NaN   
 9            -1.926           0.865  ...           NaN      29000.0   
 10           -1.590           0.000  ...           NaN          NaN   
 11           -1.543           0.000  ...           NaN          NaN   
 12           -1.768           0.000  ...           NaN          NaN   
 13           -1.677           0.000  ...           NaN          NaN   
 14           -1.823           0.000  ...           NaN          NaN   
 15           -1.701           0.000  ...           NaN          NaN   
 16           -1.198           0.000  ...           NaN          NaN   
 17            0.290           0.000  ...           NaN       5859.0   
 18           -1.364           0.000  ...           NaN          NaN   
 19           -1.767           0.000  ...           NaN          NaN   
 20           -0.814           0.000  ...           NaN          NaN   
 21           -1.461           1.000  ...           NaN          NaN   
 22           -0.955           0.000  ...           NaN          NaN   
 23           -1.848           0.000  ...           NaN      20550.0   
 24           -1.456           0.000  ...           NaN          NaN   
 25           -1.577           0.000  ...           NaN          NaN   
 26           -1.819           0.000  ...           NaN          NaN   
 27           -1.732           0.000  ...           NaN          NaN   
 28           -1.342           0.000  ...           NaN       5448.0   
 29           -1.743           0.000  ...           NaN      14300.0   
 ...             ...             ...  ...           ...          ...   
 12426        -1.823           0.000  ...           NaN          NaN   
 12427        -0.690           0.000  ...           NaN       1325.0   
 12428        -0.581           0.000  ...           NaN          NaN   
 12429         0.235           0.000  ...           NaN        100.0   
 12430        -1.073           0.000  ...           NaN          NaN   
 12431        -0.118           0.000  ...           NaN          NaN   
 12432        -0.395           0.000  ...           NaN       1500.0   
 12433        -1.332           0.000  ...           NaN      14524.0   
 12434         0.092           0.000  ...           NaN      83800.0   
 12435        -0.279           0.000  ...           NaN        582.0   
 12436        -0.656           0.000  ...           NaN        350.0   
 12437         0.133           0.000  ...           NaN       7300.0   
 12438        -1.715           0.000  ...           NaN        700.0   
 12439        -1.841           0.000  ...           NaN      85000.0   
 12440        -0.863           0.000  ...           NaN          NaN   
 12441         0.349           0.000  ...           NaN      38810.0   
 12442        -1.132           0.000  ...           NaN          NaN   
 12443        -1.402           1.000  ...           NaN      36200.0   
 12444         0.654           0.000  ...           NaN          NaN   
 12445        -0.449           0.000  ...           NaN        100.0   
 12446        -0.895           0.000  ...           NaN          NaN   
 12447        -0.061           0.000  ...           NaN    2237400.0   
 12448         0.476           0.000  ...           NaN      37900.0   
 12449        -1.050           1.000  ...           NaN          NaN   
 12450        -0.839           0.000  ...           NaN          0.0   
 12451        -0.131           0.000  ...           NaN       3000.0   
 12452        -0.609           1.000  ...           NaN          NaN   
 12453        -0.403           0.000  ...           NaN          NaN   
 12454         0.665           0.000  ...           NaN      11000.0   
 12455         0.528           0.000  ...           NaN      44900.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.169195e+10  0.161290   15.713143   11.118479   
 1             NaN     6.174571e+09  0.000000   19.678471   14.364565   
 2             NaN     6.253412e+10  2.642948   28.303349   25.019064   
 3             NaN     3.034121e+10  1.994150   25.342796   22.971919   
 4             NaN     4.753735e+10  2.598870   23.106733   18.352649   
 5             NaN     1.775389e+11  0.424628   19.460094   16.311510   
 6             NaN     1.127596e+10  6.291391   23.232849   16.072696   
 7             NaN     7.226869e+10  0.000000   24.000744   17.652523   
 8             NaN     1.272317e+10  0.604534   46.239027   37.871278   
 9             NaN     4.257718e+10  1.888247   21.265963   17.260152   
 10            NaN     2.629819e+10  0.000000   41.830824   31.219779   
 11            NaN     2.354333e+10  1.333969   17.881220   14.523966   
 12            NaN     6.693997e+09  2.443454   16.512937   11.865992   
 13            NaN     2.107738e+10  1.302023   26.314501   23.398638   
 14            NaN     1.204143e+10  1.270379   16.309735   11.463372   
 15            NaN     4.082342e+10  1.576355   28.902195   25.858674   
 16            NaN     4.082342e+10  1.576355   30.597784   27.418982   
 17            NaN     1.860533e+10  0.269663   28.670229   21.168965   
 18            NaN     2.487955e+10  2.231596   29.266466   25.802161   
 19            NaN     1.034008e+11  3.345531   28.991576   23.637426   
 20            NaN     1.254279e+11  0.000000   39.888060   34.655598   
 21            NaN     1.088632e+11  2.279982   28.241230   24.735659   
 22            NaN     1.361358e+10  0.000000   43.352179   40.110923   
 23            NaN     8.907722e+10  0.000000   20.632247   16.204686   
 24            NaN     4.093146e+10  3.265687   26.528969   22.965858   
 25            NaN     2.301246e+10  0.000000   27.427198   23.578244   
 26            NaN     8.254408e+09  1.887505   13.631494   10.003369   
 27            NaN     8.254408e+09  1.887505   36.843813   34.945186   
 28            NaN     7.007235e+10  2.931229   21.155312   17.843090   
 29            NaN     3.405508e+11  2.406015   24.266553   21.471714   
 ...           ...              ...       ...         ...         ...   
 12426         NaN     5.056250e+06       NaN   22.462695   16.393353   
 12427     2307.64     8.388600e+06  0.000000   73.649846   71.068176   
 12428         NaN     2.231800e+06  0.000000   71.730895   68.420688   
 12429      169.67     6.130000e+05  0.000000   94.853721   91.078008   
 12430         NaN     1.781500e+06  0.000000   90.500989   87.916779   
 12431         NaN     7.216800e+07       NaN   90.464885   87.271629   
 12432       62.42     6.832300e+04       NaN   70.948290   67.325573   
 12433      665.72     1.967420e+06       NaN   74.124854   71.800162   
 12434    55010.51     1.362710e+07  0.000000  103.104122   99.528383   
 12435         NaN     5.030700e+01  0.000000   51.504263   44.991739   
 12436    27365.37     1.924650e+07  0.000000  131.847760  130.236023   
 12437     1718.93     1.038667e+07  0.000000  163.939070  161.773194   
 12438    33625.33     6.697680e+07  1.090909   46.996258   42.457655   
 12439     6410.52     2.870365e+06       NaN   93.827063   92.105186   
 12440         NaN     1.482800e+05  0.000000   67.334579   63.628977   
 12441      249.84     1.112200e+06  0.000000  164.799942  162.467041   
 12442         NaN     5.964600e+06  0.000000   91.092052   88.372608   
 12443  1237116.67     3.120472e+10  4.748804   23.783866   19.383159   
 12444         NaN     1.591600e+03  0.000000   66.709161   58.038954   
 12445     4227.32     1.848070e+06  0.000000   92.531079   89.598244   
 12446         NaN     2.085800e+06  0.000000   56.771262   51.093858   
 12447    36781.75     1.527813e+06       NaN   88.966004   85.839213   
 12448    22275.30     2.617720e+07       NaN   99.560938   95.133472   
 12449         NaN     4.183000e+05  0.000000   72.656793   69.776554   
 12450         NaN     7.089633e+06  0.000000   82.828811   78.011549   
 12451    24296.25     3.724470e+07  0.000000   75.785068   72.526635   
 12452         NaN     2.131700e+06       NaN   73.983577   70.329241   
 12453         NaN     3.367200e+05       NaN   42.069922   35.783742   
 12454     1534.32     1.536346e+06  0.000000  187.717007  185.352680   
 12455  1704510.48     8.189654e+08  0.591279   44.714168   33.833044   
 
        HistBeta  PredBeta  DataDate  
 0      0.001233  0.163838  20040816  
 1      0.000121  0.115924  20040816  
 2     -0.022013  0.212330  20040816  
 3     -0.031437  0.332628  20040816  
 4     -0.099057  0.228844  20040816  
 5      0.212080  0.494265  20040816  
 6      0.007759  0.080630  20040816  
 7      0.025107  0.099781  20040816  
 8      0.557713  1.033946  20040816  
 9     -0.055240  0.041576  20040816  
 10     0.124863  0.576924  20040816  
 11     0.149999  0.356293  20040816  
 12     0.029700  0.270860  20040816  
 13     0.078478  0.323702  20040816  
 14     0.000121  0.102907  20040816  
 15     0.065650  0.314765  20040816  
 16     0.335309  0.572175  20040816  
 17     1.134384  1.247008  20040816  
 18     0.246356  0.569896  20040816  
 19     0.029924  0.209009  20040816  
 20     0.541477  0.796579  20040816  
 21     0.194316  0.421958  20040816  
 22     0.465757  0.819174  20040816  
 23    -0.013633  0.258916  20040816  
 24     0.197071  0.541451  20040816  
 25     0.131951  0.490366  20040816  
 26     0.001902  0.214836  20040816  
 27     0.048753  0.369910  20040816  
 28     0.258071  0.403808  20040816  
 29     0.042642  0.347619  20040816  
 ...         ...       ...       ...  
 12426  0.000122  0.110360  20040816  
 12427  0.608426  0.838013  20040816  
 12428  0.666913  1.005480  20040816  
 12429  1.104811  1.348172  20040816  
 12430  0.402681  0.800677  20040816  
 12431  0.915253  1.186515  20040816  
 12432  0.766700  1.076369  20040816  
 12433  0.263334  0.535547  20040816  
 12434  1.028226  1.338679  20040816  
 12435  0.829021  1.221342  20040816  
 12436  0.626720  0.955421  20040816  
 12437  1.049914  1.227661  20040816  
 12438  0.058157  0.417600  20040816  
 12439 -0.009521  0.381077  20040816  
 12440  0.515194  0.904516  20040816  
 12441  1.165912  1.470353  20040816  
 12442  0.371022  0.805843  20040816  
 12443  0.225792  0.328823  20040816  
 12444  1.329952  1.522633  20040816  
 12445  0.737413  1.071512  20040816  
 12446  0.498001  0.945816  20040816  
 12447  0.945763  1.193735  20040816  
 12448  1.234257  1.489104  20040816  
 12449  0.415187  0.698150  20040816  
 12450  0.528190  0.876020  20040816  
 12451  0.908612  1.090724  20040816  
 12452  0.651575  0.981011  20040816  
 12453  0.762527  1.128709  20040816  
 12454  1.335500  1.566976  20040816  
 12455  1.262450  1.462299  20040816  
 
 [12456 rows x 92 columns],
 '20040817':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.662            0.000               0.0   
 1      USA0011            -0.060            0.000               0.0   
 2      USA0031            -0.064            0.000               0.0   
 3      USA0062            -0.020            0.432               0.0   
 4      USA00E2            -0.172            0.000               0.0   
 5      USA00F1             0.277            0.000               0.0   
 6      USA00G2            -0.533            0.000               0.0   
 7      USA00H1             0.080            0.000               0.0   
 8      USA00I1             1.254            0.000               0.0   
 9      USA00J1             0.018            0.000               0.0   
 10     USA00K1             1.160            0.000               0.0   
 11     USA00P1            -0.042            0.000               0.0   
 12     USA00R1             0.271            0.000               0.0   
 13     USA00S1            -0.327            0.000               0.0   
 14     USA00V1            -0.310            0.000               0.0   
 15     USA0131            -0.351            1.000               0.0   
 16     USA0161            -2.738            1.000               0.0   
 17     USA01I1             0.706            0.000               0.0   
 18     USA01J2            -0.006            0.000               0.0   
 19     USA01L1            -1.771            0.000               0.0   
 20     USA01P1             1.148            0.000               0.0   
 21     USA01Q1             0.107            0.000               0.0   
 22     USA0202            -2.738            0.000               0.0   
 23     USA0231             0.422            0.000               0.0   
 24     USA0281            -0.251            0.000               0.0   
 25     USA0291             0.430            0.000               0.0   
 26     USA02A1             0.167            0.000               0.0   
 27     USA02B1             0.253            0.000               0.0   
 28     USA02H1             0.565            0.000               0.0   
 29     USA02P1            -0.361            0.144               0.0   
 ...        ...               ...              ...               ...   
 12425  USAZY41            -0.986            0.000               0.0   
 12426  USAZY51             1.691            0.000               0.0   
 12427  USAZY61             0.476            0.000               0.0   
 12428  USAZY71            -0.380            0.000               0.0   
 12429  USAZYI1             2.704            0.000               0.0   
 12430  USAZYJ1             0.028            0.000               0.0   
 12431  USAZYK1            -2.738            0.000               0.0   
 12432  USAZYM1            -1.028            0.000               0.0   
 12433  USAZYR1             2.590            0.000               0.0   
 12434  USAZYS1            -0.153            0.000               0.0   
 12435  USAZYT1             0.008            0.000               0.0   
 12436  USAZYV1             2.740            0.000               0.0   
 12437  USAZYX1             0.113            0.000               0.0   
 12438  USAZZ41            -2.738            0.000               0.0   
 12439  USAZZ51            -0.309            0.000               0.0   
 12440  USAZZ61            -0.398            0.000               0.0   
 12441  USAZZ71             2.200            0.000               0.0   
 12442  USAZZ81             0.270            0.000               0.0   
 12443  USAZZ91            -2.232            0.000               0.0   
 12444  USAZZA1            -0.596            0.000               0.0   
 12445  USAZZB1            -0.179            0.000               0.0   
 12446  USAZZD1             0.094            0.000               0.0   
 12447  USAZZF1            -2.738            0.000               0.0   
 12448  USAZZI1            -0.440            0.000               0.0   
 12449  USAZZJ1            -2.738            0.000               0.0   
 12450  USAZZL1             2.740            0.000               0.0   
 12451  USAZZP1            -0.242            0.000               0.0   
 12452  USAZZR1            -0.316            0.000               0.0   
 12453  USAZZX1             2.723            0.000               0.0   
 12454  USAZZY1             0.214            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.820           0.000  ...           NaN          NaN   
 1            -1.822           0.000  ...           NaN          NaN   
 2            -1.863           0.000  ...           NaN       6650.0   
 3            -1.884           0.000  ...           NaN          NaN   
 4            -2.006           0.000  ...           NaN       5906.0   
 5            -1.429           0.000  ...           NaN        264.0   
 6            -1.809           0.000  ...           NaN          NaN   
 7            -1.776           0.000  ...           NaN          NaN   
 8            -0.786           0.000  ...           NaN          NaN   
 9            -1.926           0.865  ...           NaN      29000.0   
 10           -1.590           0.000  ...           NaN          NaN   
 11           -1.544           0.000  ...           NaN          NaN   
 12           -1.767           0.000  ...           NaN          NaN   
 13           -1.679           0.000  ...           NaN          NaN   
 14           -1.822           0.000  ...           NaN          NaN   
 15           -1.704           0.000  ...           NaN          NaN   
 16           -1.158           0.000  ...           NaN       5500.0   
 17            0.288           0.000  ...           NaN       5859.0   
 18           -1.365           0.000  ...           NaN          NaN   
 19           -1.770           0.000  ...           NaN          NaN   
 20           -0.816           0.000  ...           NaN          NaN   
 21           -1.461           1.000  ...           NaN          NaN   
 22           -0.866           0.000  ...           NaN     331040.0   
 23           -1.848           0.000  ...           NaN      20550.0   
 24           -1.463           0.000  ...           NaN          NaN   
 25           -1.576           0.000  ...           NaN          NaN   
 26           -1.819           0.000  ...           NaN          NaN   
 27           -1.732           0.000  ...           NaN          NaN   
 28           -1.347           0.000  ...           NaN       5448.0   
 29           -1.745           0.000  ...           NaN      14300.0   
 ...             ...             ...  ...           ...          ...   
 12425        -1.822           0.000  ...           NaN          NaN   
 12426        -0.706           0.000  ...           NaN        250.0   
 12427        -0.579           0.000  ...           NaN          NaN   
 12428         0.231           0.000  ...           NaN       4150.0   
 12429        -1.135           0.000  ...           NaN      15000.0   
 12430        -0.124           0.000  ...           NaN          NaN   
 12431        -0.311           0.000  ...           NaN      19000.0   
 12432        -1.333           0.000  ...           NaN          NaN   
 12433         0.062           0.000  ...           NaN     124327.0   
 12434        -0.279           0.000  ...           NaN          NaN   
 12435        -0.656           0.000  ...           NaN      53250.0   
 12436         0.071           0.000  ...           NaN          NaN   
 12437        -1.717           0.000  ...           NaN          NaN   
 12438        -1.713           0.000  ...           NaN      25000.0   
 12439        -0.862           0.000  ...           NaN          NaN   
 12440         0.346           0.000  ...           NaN      64100.0   
 12441        -1.167           0.000  ...           NaN      40000.0   
 12442        -1.413           1.000  ...           NaN      43400.0   
 12443         0.649           0.000  ...           NaN          NaN   
 12444        -0.451           0.000  ...           NaN          NaN   
 12445        -0.895           0.000  ...           NaN          NaN   
 12446        -0.063           0.000  ...           NaN    4249750.0   
 12447         0.508           0.000  ...           NaN      10264.0   
 12448        -1.051           1.000  ...           NaN          NaN   
 12449        -0.757           0.000  ...           NaN          0.0   
 12450        -0.157           0.000  ...           NaN       6500.0   
 12451        -0.610           1.000  ...           NaN          NaN   
 12452        -0.405           0.000  ...           NaN          NaN   
 12453         0.573           0.000  ...           NaN       2000.0   
 12454         0.533           0.000  ...           NaN      45000.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.099227e+10  0.161290   15.590387   10.828112   
 1             NaN     6.306614e+09  0.000000   19.334555   13.907626   
 2             NaN     6.253412e+10  2.642948   27.615987   24.214101   
 3             NaN     3.016945e+10  1.994150   24.661465   22.227543   
 4             NaN     4.788395e+10  2.598870   22.611513   17.740650   
 5             NaN     1.782433e+11  0.424628   18.927291   15.826432   
 6             NaN     1.137911e+10  6.291391   22.933443   15.598585   
 7             NaN     7.254081e+10  0.000000   23.584821   17.096472   
 8             NaN     1.315075e+10  0.604534   45.379895   36.883974   
 9             NaN     4.293388e+10  1.888247   20.851485   16.692124   
 10            NaN     2.702122e+10  0.000000   41.280256   30.383989   
 11            NaN     2.356103e+10  1.333969   17.433493   14.028012   
 12            NaN     6.687369e+09  2.443454   16.345662   11.556476   
 13            NaN     2.061601e+10  1.302023   25.647685   22.671710   
 14            NaN     1.199588e+10  1.270379   16.078009   11.097514   
 15            NaN     4.031062e+10  1.576355   28.159692   24.992424   
 16            NaN     4.031062e+10  1.576355   30.964390   27.449866   
 17            NaN     1.894463e+10  0.269663   28.085338   20.846056   
 18            NaN     2.474639e+10  2.231596   28.507465   24.985646   
 19            NaN     1.007050e+11  3.345531   29.451311   23.402756   
 20            NaN     1.283832e+11  0.000000   39.204731   33.731463   
 21            NaN     1.083986e+11  2.279982   27.481185   23.906459   
 22            NaN     1.436839e+10  0.000000   43.302813   39.904467   
 23            NaN     8.917964e+10  0.000000   20.314853   15.747043   
 24            NaN     4.120140e+10  3.265687   25.770336   22.221836   
 25            NaN     2.390592e+10  0.000000   26.674850   22.852614   
 26            NaN     8.285936e+09  1.887505   13.463498    9.728051   
 27            NaN     8.285936e+09  1.887505   35.845743   33.884569   
 28            NaN     7.114334e+10  2.931229   20.765274   17.363833   
 29            NaN     3.388638e+11  2.406015   23.644348   20.774904   
 ...           ...              ...       ...         ...         ...   
 12425         NaN     5.056250e+06       NaN   22.220928   15.984335   
 12426     2216.44     8.151825e+06  0.000000   71.828468   69.149496   
 12427         NaN     2.231800e+06  0.000000   70.479685   67.149503   
 12428      166.68     6.130000e+05  0.000000   92.798271   89.065644   
 12429     3141.24     1.272500e+06  0.000000   90.709846   88.163044   
 12430         NaN     7.216800e+07       NaN   88.225346   85.042604   
 12431       63.90     3.416150e+05       NaN   71.247622   67.482877   
 12432         NaN     1.967420e+06       NaN   70.021395   67.394750   
 12433    54487.96     1.289050e+07  0.000000  100.601172   96.947358   
 12434         NaN     5.030700e+01  0.000000   50.027571   43.488861   
 12435    27065.47     1.924650e+07  0.000000  128.270818  126.684182   
 12436         NaN     8.160955e+06  0.000000  161.122315  159.017501   
 12437         NaN     6.697680e+07  1.090909   45.759271   41.091427   
 12438     6232.77     3.376900e+06       NaN   93.754393   91.911618   
 12439         NaN     1.482800e+05  0.000000   65.370308   61.618208   
 12440      244.31     1.112200e+06  0.000000  160.684836  158.378020   
 12441     2236.14     3.578760e+06  0.000000   90.080899   87.229125   
 12442  1242145.45     3.084899e+10  4.748804   23.263458   18.787083   
 12443         NaN     1.591600e+03  0.000000   65.360545   56.486535   
 12444         NaN     1.848070e+06  0.000000   85.958879   82.693426   
 12445         NaN     2.085800e+06  0.000000   55.223194   49.467361   
 12446    35689.36     1.527813e+06       NaN   86.817419   83.732303   
 12447    21985.93     2.898190e+07       NaN   95.204301   90.549441   
 12448         NaN     4.183000e+05  0.000000   70.713043   67.794235   
 12449         NaN     7.850988e+06  0.000000   84.226970   79.252409   
 12450    24426.88     3.578916e+07  0.000000   74.108783   70.655673   
 12451         NaN     2.131700e+06       NaN   72.414536   68.784980   
 12452         NaN     3.367200e+05       NaN   40.879118   34.591375   
 12453     1465.49     1.097390e+06  0.000000  184.751506  182.561587   
 12454  1713595.18     8.294650e+08  0.591279   43.722898   32.750512   
 
        HistBeta  PredBeta  DataDate  
 0      0.001212  0.149583  20040817  
 1      0.000112  0.114248  20040817  
 2     -0.021899  0.198180  20040817  
 3     -0.033094  0.326947  20040817  
 4     -0.098534  0.224151  20040817  
 5      0.211391  0.489582  20040817  
 6      0.007494  0.064929  20040817  
 7      0.025178  0.095728  20040817  
 8      0.557693  1.059294  20040817  
 9     -0.055510  0.040739  20040817  
 10     0.124860  0.620788  20040817  
 11     0.149594  0.351429  20040817  
 12     0.030036  0.273164  20040817  
 13     0.076946  0.318636  20040817  
 14     0.000112  0.094359  20040817  
 15     0.063455  0.303576  20040817  
 16     0.357564  0.526548  20040817  
 17     1.135152  1.236762  20040817  
 18     0.245930  0.564183  20040817  
 19     0.028005  0.172409  20040817  
 20     0.541314  0.820694  20040817  
 21     0.194426  0.426824  20040817  
 22     0.514267  0.813483  20040817  
 23    -0.013744  0.275882  20040817  
 24     0.193196  0.518178  20040817  
 25     0.132753  0.504759  20040817  
 26     0.001817  0.216021  20040817  
 27     0.048590  0.377614  20040817  
 28     0.255982  0.407204  20040817  
 29     0.041788  0.335821  20040817  
 ...         ...       ...       ...  
 12425  0.000112  0.086321  20040817  
 12426  0.600632  0.867098  20040817  
 12427  0.668586  1.010215  20040817  
 12428  1.104381  1.328428  20040817  
 12429  0.369547  0.814513  20040817  
 12430  0.913579  1.168146  20040817  
 12431  0.812803  1.045115  20040817  
 12432  0.263210  0.596407  20040817  
 12433  1.013326  1.368566  20040817  
 12434  0.829925  1.209595  20040817  
 12435  0.627183  0.974539  20040817  
 12436  1.018438  1.309234  20040817  
 12437  0.056488  0.413083  20040817  
 12438  0.058622  0.380082  20040817  
 12439  0.516322  0.894451  20040817  
 12440  1.166399  1.444479  20040817  
 12441  0.352631  0.845239  20040817  
 12442  0.220192  0.328385  20040817  
 12443  1.329109  1.446398  20040817  
 12444  0.737551  1.131151  20040817  
 12445  0.498594  0.950886  20040817  
 12446  0.946378  1.172359  20040817  
 12447  1.253255  1.508980  20040817  
 12448  0.415033  0.689966  20040817  
 12449  0.573197  0.869163  20040817  
 12450  0.895978  1.155204  20040817  
 12451  0.651858  0.961178  20040817  
 12452  0.762437  1.114914  20040817  
 12453  1.288317  1.518822  20040817  
 12454  1.266837  1.468149  20040817  
 
 [12455 rows x 92 columns],
 '20040818':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.039            0.000               0.0   
 1      USA0011            -0.074            0.000               0.0   
 2      USA0031             0.461            0.000               0.0   
 3      USA0062            -0.221            0.432               0.0   
 4      USA00E2             0.183            0.000               0.0   
 5      USA00F1            -0.453            0.000               0.0   
 6      USA00G2            -0.258            0.000               0.0   
 7      USA00H1             0.578            0.000               0.0   
 8      USA00I1             1.260            0.000               0.0   
 9      USA00J1            -0.177            0.000               0.0   
 10     USA00K1             0.372            0.000               0.0   
 11     USA00P1            -0.338            0.000               0.0   
 12     USA00R1            -0.228            0.000               0.0   
 13     USA00S1             0.411            0.000               0.0   
 14     USA00V1            -0.004            0.000               0.0   
 15     USA0131            -0.505            1.000               0.0   
 16     USA0161             1.618            1.000               0.0   
 17     USA01I1             1.203            0.000               0.0   
 18     USA01J2            -0.375            0.000               0.0   
 19     USA01L1             0.090            0.000               0.0   
 20     USA01P1            -1.827            0.000               0.0   
 21     USA01Q1             0.314            0.000               0.0   
 22     USA0202             0.681            0.000               0.0   
 23     USA0231             0.257            0.000               0.0   
 24     USA0281            -0.269            0.000               0.0   
 25     USA0291             0.658            0.000               0.0   
 26     USA02A1            -0.191            0.000               0.0   
 27     USA02B1            -2.637            0.000               0.0   
 28     USA02H1             0.045            0.000               0.0   
 29     USA02P1             0.153            0.144               0.0   
 ...        ...               ...              ...               ...   
 12424  USAZY41            -0.562            0.000               0.0   
 12425  USAZY51            -2.769            0.000               0.0   
 12426  USAZY61             0.191            0.000               0.0   
 12427  USAZY71             1.521            0.000               0.0   
 12428  USAZYI1            -2.769            0.000               0.0   
 12429  USAZYJ1             0.862            0.000               0.0   
 12430  USAZYK1             1.039            0.000               0.0   
 12431  USAZYM1             0.879            0.000               0.0   
 12432  USAZYR1            -2.769            0.000               0.0   
 12433  USAZYS1             0.989            0.000               0.0   
 12434  USAZYT1            -2.769            0.000               0.0   
 12435  USAZYV1            -2.769            0.000               0.0   
 12436  USAZYX1             0.157            0.000               0.0   
 12437  USAZZ41             2.732            0.000               0.0   
 12438  USAZZ51             0.753            0.000               0.0   
 12439  USAZZ61             1.584            0.000               0.0   
 12440  USAZZ71             0.247            0.000               0.0   
 12441  USAZZ81             0.063            0.000               0.0   
 12442  USAZZ91             2.519            0.000               0.0   
 12443  USAZZA1            -2.769            0.000               0.0   
 12444  USAZZB1             1.178            0.000               0.0   
 12445  USAZZD1             1.175            0.000               0.0   
 12446  USAZZF1            -2.479            0.000               0.0   
 12447  USAZZI1             0.727            0.000               0.0   
 12448  USAZZJ1            -2.769            0.000               0.0   
 12449  USAZZL1             2.732            0.000               0.0   
 12450  USAZZP1             1.310            0.000               0.0   
 12451  USAZZR1             0.810            0.000               0.0   
 12452  USAZZX1             1.360            0.000               0.0   
 12453  USAZZY1            -0.743            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.805           0.000  ...           NaN          NaN   
 1            -1.807           0.000  ...           NaN          NaN   
 2            -1.842           0.000  ...           NaN       6650.0   
 3            -1.868           0.000  ...           NaN          NaN   
 4            -1.978           0.000  ...           NaN       5906.0   
 5            -1.398           0.000  ...           NaN         35.0   
 6            -1.796           0.000  ...           NaN          NaN   
 7            -1.761           0.000  ...           NaN          NaN   
 8            -0.801           0.000  ...           NaN          NaN   
 9            -1.908           0.865  ...           NaN      29000.0   
 10           -1.583           0.000  ...           NaN          NaN   
 11           -1.539           0.000  ...           NaN          NaN   
 12           -1.750           0.000  ...           NaN          NaN   
 13           -1.677           0.000  ...           NaN          NaN   
 14           -1.807           0.000  ...           NaN          NaN   
 15           -1.702           0.000  ...           NaN          NaN   
 16           -1.290           0.000  ...           NaN        120.0   
 17            0.248           0.000  ...           NaN       5859.0   
 18           -1.367           0.000  ...           NaN          NaN   
 19           -1.764           0.000  ...           NaN          NaN   
 20           -0.674           0.000  ...           NaN      17485.0   
 21           -1.457           1.000  ...           NaN          NaN   
 22           -0.876           0.000  ...           NaN          NaN   
 23           -1.832           0.000  ...           NaN      20550.0   
 24           -1.461           0.000  ...           NaN          NaN   
 25           -1.560           0.000  ...           NaN          NaN   
 26           -1.805           0.000  ...           NaN          NaN   
 27           -1.532           0.000  ...           NaN        375.0   
 28           -1.344           0.000  ...           NaN       5448.0   
 29           -1.734           0.000  ...           NaN      14300.0   
 ...             ...             ...  ...           ...          ...   
 12424        -1.807           0.000  ...           NaN          NaN   
 12425        -0.422           0.000  ...           NaN       2800.0   
 12426        -0.587           0.000  ...           NaN       5000.0   
 12427         0.212           0.000  ...           NaN          NaN   
 12428        -0.973           0.000  ...           NaN       1500.0   
 12429        -0.149           0.000  ...           NaN          NaN   
 12430        -0.302           0.000  ...           NaN     909900.0   
 12431        -1.312           0.000  ...           NaN          NaN   
 12432         0.140           0.000  ...           NaN     389798.0   
 12433        -0.278           0.000  ...           NaN          NaN   
 12434        -0.556           0.000  ...           NaN     138609.0   
 12435         0.325           0.000  ...           NaN      28700.0   
 12436        -1.720           0.000  ...           NaN          NaN   
 12437        -1.849           0.000  ...           NaN      40000.0   
 12438        -0.850           0.000  ...           NaN          NaN   
 12439         0.333           0.000  ...           NaN       3195.0   
 12440        -1.133           0.000  ...           NaN          NaN   
 12441        -1.404           1.000  ...           NaN      29700.0   
 12442         0.632           0.000  ...           NaN          NaN   
 12443        -0.403           0.000  ...           NaN        400.0   
 12444        -0.874           0.000  ...           NaN          NaN   
 12445        -0.068           0.000  ...           NaN    1106000.0   
 12446         0.554           0.000  ...           NaN      29000.0   
 12447        -1.047           1.000  ...           NaN          NaN   
 12448        -0.561           0.000  ...           NaN          0.0   
 12449        -0.276           0.000  ...           NaN       8300.0   
 12450        -0.600           1.000  ...           NaN          NaN   
 12451        -0.410           0.000  ...           NaN          NaN   
 12452         0.543           0.000  ...           NaN     145000.0   
 12453         0.502           0.000  ...           NaN      58900.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.199181e+10  0.161290   15.330943   10.518938   
 1             NaN     6.262600e+09  0.000000   18.823377   13.500077   
 2             NaN     6.345650e+10  2.642948   26.996357   23.615674   
 3             NaN     3.059026e+10  1.994150   24.012674   21.569276   
 4             NaN     4.824388e+10  2.598870   22.145032   17.293589   
 5             NaN     1.825481e+11  0.424628   18.270617   15.348861   
 6             NaN     1.146640e+10  6.291391   22.387033   15.135738   
 7             NaN     7.419948e+10  0.000000   23.296256   16.843791   
 8             NaN     1.352255e+10  0.604534   44.552174   36.140215   
 9             NaN     4.302306e+10  1.888247   20.321305   16.209305   
 10            NaN     2.717256e+10  0.000000   40.301628   29.678462   
 11            NaN     2.366721e+10  1.333969   17.000883   13.612797   
 12            NaN     6.692893e+09  2.443454   15.931246   11.223572   
 13            NaN     2.064896e+10  1.302023   25.010769   22.079359   
 14            NaN     1.210976e+10  1.270379   15.750348   10.781563   
 15            NaN     4.065516e+10  1.576355   27.423490   24.214865   
 16            NaN     4.065516e+10  1.576355   30.138742   26.962973   
 17            NaN     1.918389e+10  0.269663   27.532858   20.608463   
 18            NaN     2.475322e+10  2.231596   27.773512   24.265279   
 19            NaN     1.007371e+11  3.345531   28.728838   22.724459   
 20            NaN     1.305137e+11  0.000000   38.412641   32.889256   
 21            NaN     1.089854e+11  2.279982   26.854129   23.330472   
 22            NaN     1.435491e+10  0.000000   42.093517   38.840087   
 23            NaN     8.981974e+10  0.000000   20.113091   15.536605   
 24            NaN     4.142136e+10  3.265687   25.088597   21.564733   
 25            NaN     2.533061e+10  0.000000   26.241305   22.367319   
 26            NaN     8.363321e+09  1.887505   13.108079    9.440868   
 27            NaN     8.363321e+09  1.887505   35.515889   33.313253   
 28            NaN     7.239933e+10  2.931229   20.200535   16.880002   
 29            NaN     3.456116e+11  2.406015   23.157191   20.311819   
 ...           ...              ...       ...         ...         ...   
 12424         NaN     5.056250e+06       NaN   21.770552   15.549044   
 12425     2393.35     9.403350e+06  0.000000   72.724711   69.959739   
 12426       52.27     2.231800e+06  0.000000   69.252446   65.996101   
 12427         NaN     6.130000e+05  0.000000   94.630190   91.111197   
 12428     2573.29     1.399750e+06  0.000000   86.564383   83.571453   
 12429         NaN     7.216800e+07       NaN   85.314741   82.247554   
 12430      269.33     3.416150e+05       NaN   68.944006   65.322288   
 12431         NaN     1.967420e+06       NaN   69.350185   66.771369   
 12432    58455.20     1.362710e+07  0.000000   97.758499   94.341367   
 12433         NaN     5.030700e+01  0.000000   48.862609   42.445042   
 12434    28317.37     2.072700e+07  0.000000  125.064284  123.421084   
 12435     1734.33     1.112858e+07  0.000000  160.092880  157.887634   
 12436         NaN     6.697680e+07  1.090909   44.518336   39.897356   
 12437     6314.88     3.039210e+06       NaN   93.788534   92.060258   
 12438         NaN     1.482800e+05  0.000000   63.667841   59.946712   
 12439      241.30     1.112200e+06  0.000000  156.549217  154.275886   
 12440         NaN     3.578760e+06  0.000000   88.197770   85.535328   
 12441  1222877.64     3.082912e+10  4.748804   22.597842   18.238184   
 12442         NaN     1.591600e+03  0.000000   64.302474   55.532995   
 12443     3549.99     1.956780e+06  0.000000   84.454284   81.234815   
 12444         NaN     2.085800e+06  0.000000   54.328412   48.542297   
 12445    34907.81     1.527813e+06       NaN   84.471356   81.423766   
 12446    21280.49     3.085170e+07       NaN   93.963155   89.432073   
 12447         NaN     4.183000e+05  0.000000   68.917844   66.029146   
 12448         NaN     8.403024e+06  0.000000   82.497716   77.248434   
 12449    24483.70     3.424800e+07  0.000000   72.892718   69.589072   
 12450         NaN     2.131700e+06       NaN   71.130731   67.524514   
 12451         NaN     3.367200e+05       NaN   39.984917   33.848685   
 12452     1249.58     1.097390e+06  0.000000  180.109368  177.937875   
 12453  1690970.73     8.408910e+08  0.591279   42.203476   31.766679   
 
        HistBeta  PredBeta  DataDate  
 0      0.001106  0.166769  20040818  
 1      0.000074  0.117464  20040818  
 2     -0.018938  0.221354  20040818  
 3     -0.033119  0.326511  20040818  
 4     -0.092691  0.237777  20040818  
 5      0.222397  0.476266  20040818  
 6      0.006374  0.071330  20040818  
 7      0.024926  0.122768  20040818  
 8      0.547065  1.046505  20040818  
 9     -0.054978  0.050006  20040818  
 10     0.122028  0.611316  20040818  
 11     0.145692  0.346285  20040818  
 12     0.031296  0.272364  20040818  
 13     0.071134  0.331420  20040818  
 14     0.000074  0.107874  20040818  
 15     0.057194  0.293082  20040818  
 16     0.281303  0.509034  20040818  
 17     1.117789  1.232126  20040818  
 18     0.239243  0.551982  20040818  
 19     0.023736  0.202355  20040818  
 20     0.616185  0.834404  20040818  
 21     0.190513  0.430918  20040818  
 22     0.506392  0.865019  20040818  
 23    -0.013235  0.294990  20040818  
 24     0.188539  0.514237  20040818  
 25     0.134453  0.540171  20040818  
 26     0.001474  0.210910  20040818  
 27     0.149706  0.409315  20040818  
 28     0.251951  0.404142  20040818  
 29     0.039942  0.345084  20040818  
 ...         ...       ...       ...  
 12424  0.000074  0.087461  20040818  
 12425  0.753540  0.921747  20040818  
 12426  0.663770  0.982462  20040818  
 12427  1.098181  1.378738  20040818  
 12428  0.453712  0.899098  20040818  
 12429  0.902001  1.164029  20040818  
 12430  0.818991  1.125165  20040818  
 12431  0.269367  0.636061  20040818  
 12432  1.059313  1.294625  20040818  
 12433  0.831705  1.231862  20040818  
 12434  0.680723  0.962365  20040818  
 12435  1.159762  1.314628  20040818  
 12436  0.047729  0.407448  20040818  
 12437 -0.022828  0.377343  20040818  
 12438  0.520784  0.915987  20040818  
 12439  1.164357  1.472042  20040818  
 12440  0.366710  0.812328  20040818  
 12441  0.219224  0.332041  20040818  
 12442  1.326652  1.521019  20040818  
 12443  0.764075  1.097704  20040818  
 12444  0.507565  0.988540  20040818  
 12445  0.945955  1.190581  20040818  
 12446  1.284580  1.525843  20040818  
 12447  0.413585  0.716489  20040818  
 12448  0.677758  0.903068  20040818  
 12449  0.833151  1.129201  20040818  
 12450  0.656657  0.998969  20040818  
 12451  0.759867  1.129160  20040818  
 12452  1.278154  1.573291  20040818  
 12453  1.256287  1.421063  20040818  
 
 [12454 rows x 92 columns],
 '20040819':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.047            0.000               0.0   
 1      USA0011            -0.444            0.000               0.0   
 2      USA0031            -2.285            0.000               0.0   
 3      USA0062             0.275            0.432               0.0   
 4      USA00E2             0.372            0.000               0.0   
 5      USA00F1             0.079            0.000               0.0   
 6      USA00G2            -0.307            0.000               0.0   
 7      USA00H1            -0.012            0.000               0.0   
 8      USA00I1             0.296            0.000               0.0   
 9      USA00J1            -0.078            0.000               0.0   
 10     USA00K1            -0.129            0.000               0.0   
 11     USA00P1            -0.005            0.000               0.0   
 12     USA00R1             0.018            0.000               0.0   
 13     USA00S1             1.660            0.000               0.0   
 14     USA00V1             0.106            0.000               0.0   
 15     USA0131             0.164            1.000               0.0   
 16     USA0161            -0.029            1.000               0.0   
 17     USA01I1            -0.407            0.000               0.0   
 18     USA01J2            -0.037            0.000               0.0   
 19     USA01L1             0.735            0.000               0.0   
 20     USA01P1             0.407            0.000               0.0   
 21     USA01Q1            -0.105            0.000               0.0   
 22     USA0202             0.433            0.000               0.0   
 23     USA0231             0.365            0.000               0.0   
 24     USA0281             0.032            0.000               0.0   
 25     USA0291             0.230            0.000               0.0   
 26     USA02A1             0.250            0.000               0.0   
 27     USA02B1             0.339            0.000               0.0   
 28     USA02H1            -0.048            0.000               0.0   
 29     USA02P1             0.339            0.144               0.0   
 ...        ...               ...              ...               ...   
 12425  USAZY41            -0.589            0.000               0.0   
 12426  USAZY51            -0.978            0.000               0.0   
 12427  USAZY61            -0.825            0.000               0.0   
 12428  USAZY71            -0.753            0.000               0.0   
 12429  USAZYI1            -0.759            0.000               0.0   
 12430  USAZYJ1            -0.206            0.000               0.0   
 12431  USAZYK1            -0.879            0.000               0.0   
 12432  USAZYM1            -0.753            0.000               0.0   
 12433  USAZYR1             2.820            0.000               0.0   
 12434  USAZYS1            -0.881            0.000               0.0   
 12435  USAZYT1            -2.811            0.000               0.0   
 12436  USAZYV1             2.447            0.000               0.0   
 12437  USAZYX1            -1.175            0.000               0.0   
 12438  USAZZ41             2.761            0.000               0.0   
 12439  USAZZ51            -0.796            0.000               0.0   
 12440  USAZZ61            -0.914            0.000               0.0   
 12441  USAZZ71            -0.053            0.000               0.0   
 12442  USAZZ81             0.068            0.000               0.0   
 12443  USAZZ91            -0.201            0.000               0.0   
 12444  USAZZA1            -0.518            0.000               0.0   
 12445  USAZZB1            -0.008            0.000               0.0   
 12446  USAZZD1            -0.830            0.000               0.0   
 12447  USAZZF1            -1.679            0.000               0.0   
 12448  USAZZI1            -0.759            0.000               0.0   
 12449  USAZZJ1            -2.134            0.000               0.0   
 12450  USAZZL1             2.820            0.000               0.0   
 12451  USAZZP1             2.495            0.000               0.0   
 12452  USAZZR1            -0.560            0.000               0.0   
 12453  USAZZX1            -0.475            0.000               0.0   
 12454  USAZZY1             0.292            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.808           0.000  ...           NaN          NaN   
 1            -1.809           0.000  ...           NaN          NaN   
 2            -1.899           0.000  ...           NaN       2600.0   
 3            -1.869           0.000  ...           NaN          NaN   
 4            -1.980           0.000  ...           NaN       5906.0   
 5            -1.400           0.000  ...           NaN       1750.0   
 6            -1.797           0.000  ...           NaN          NaN   
 7            -1.764           0.000  ...           NaN          NaN   
 8            -0.807           0.000  ...           NaN          NaN   
 9            -1.910           0.865  ...           NaN      29000.0   
 10           -1.586           0.000  ...           NaN          NaN   
 11           -1.541           0.000  ...           NaN          NaN   
 12           -1.752           0.000  ...           NaN          NaN   
 13           -1.641           0.000  ...           NaN       2666.0   
 14           -1.809           0.000  ...           NaN          NaN   
 15           -1.702           0.000  ...           NaN          NaN   
 16           -1.291           0.000  ...           NaN          NaN   
 17            0.243           0.000  ...           NaN       5859.0   
 18           -1.371           0.000  ...           NaN          NaN   
 19           -1.764           0.000  ...           NaN          NaN   
 20           -0.680           0.000  ...           NaN          NaN   
 21           -1.461           1.000  ...           NaN          NaN   
 22           -0.881           0.000  ...           NaN          NaN   
 23           -1.834           0.000  ...           NaN      20550.0   
 24           -1.464           0.000  ...           NaN          NaN   
 25           -1.565           0.000  ...           NaN          NaN   
 26           -1.807           0.000  ...           NaN          NaN   
 27           -1.535           0.000  ...           NaN          NaN   
 28           -1.345           0.000  ...           NaN       5448.0   
 29           -1.739           0.000  ...           NaN      14300.0   
 ...             ...             ...  ...           ...          ...   
 12425        -1.809           0.000  ...           NaN          NaN   
 12426        -0.426           0.000  ...           NaN        500.0   
 12427        -0.589           0.000  ...           NaN          NaN   
 12428         0.212           0.000  ...           NaN          NaN   
 12429        -0.980           0.000  ...           NaN          NaN   
 12430        -0.146           0.000  ...           NaN          NaN   
 12431        -0.302           0.000  ...           NaN          NaN   
 12432        -1.313           0.000  ...           NaN      24000.0   
 12433         0.209           0.000  ...           NaN     201012.0   
 12434        -0.281           0.000  ...           NaN          NaN   
 12435        -0.589           0.000  ...           NaN      33630.0   
 12436         0.395           0.000  ...           NaN       1000.0   
 12437        -1.728           0.000  ...           NaN        200.0   
 12438        -1.770           0.000  ...           NaN        400.0   
 12439        -0.853           0.000  ...           NaN          NaN   
 12440         0.332           0.000  ...           NaN      52037.0   
 12441        -1.141           0.000  ...           NaN          NaN   
 12442        -1.401           1.000  ...           NaN      14800.0   
 12443         0.631           0.000  ...           NaN          NaN   
 12444        -0.404           0.000  ...           NaN          NaN   
 12445        -0.874           0.000  ...           NaN          NaN   
 12446        -0.077           0.000  ...           NaN    8721214.0   
 12447         0.556           0.000  ...           NaN      33200.0   
 12448        -1.046           1.000  ...           NaN          NaN   
 12449        -0.615           0.000  ...           NaN          0.0   
 12450        -0.243           0.000  ...           NaN       5500.0   
 12451        -0.504           1.000  ...           NaN      11667.0   
 12452        -0.411           0.000  ...           NaN          NaN   
 12453         0.541           0.000  ...           NaN      10000.0   
 12454         0.515           0.000  ...           NaN      25900.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.173193e+10  0.161290   14.929260   10.265342   
 1             NaN     6.250024e+09  0.000000   18.402637   13.233939   
 2             NaN     6.364410e+10  2.642948   27.647933   24.293250   
 3             NaN     3.001487e+10  1.994150   23.378812   21.068054   
 4             NaN     4.799059e+10  2.598870   21.617979   16.905720   
 5             NaN     1.821046e+11  0.424628   18.224818   14.975529   
 6             NaN     1.132357e+10  6.291391   21.774480   14.782080   
 7             NaN     7.436794e+10  0.000000   22.660567   16.436116   
 8             NaN     1.361922e+10  0.604534   43.571296   35.314729   
 9             NaN     4.260150e+10  1.888247   19.809893   15.833080   
 10            NaN     2.670174e+10  0.000000   39.423413   28.987746   
 11            NaN     2.346074e+10  1.333969   16.404692   13.269611   
 12            NaN     6.653126e+09  2.443454   15.542440   10.950293   
 13            NaN     2.043240e+10  1.302023   24.926705   21.958751   
 14            NaN     1.212748e+10  1.270379   15.321344   10.520937   
 15            NaN     4.026255e+10  1.576355   26.761904   23.625029   
 16            NaN     4.026255e+10  1.576355   29.318156   26.335773   
 17            NaN     1.928829e+10  0.269663   27.055872   20.159475   
 18            NaN     2.434010e+10  2.231596   27.133815   23.692557   
 19            NaN     9.959251e+10  3.345531   28.035216   22.277215   
 20            NaN     1.312697e+11  0.000000   37.554831   32.140399   
 21            NaN     1.076405e+11  2.279982   26.277743   22.788799   
 22            NaN     1.443578e+10  0.000000   41.299724   37.986222   
 23            NaN     8.884678e+10  0.000000   19.663158   15.208193   
 24            NaN     4.124140e+10  3.265687   24.481406   21.068771   
 25            NaN     2.559623e+10  0.000000   25.617088   21.801224   
 26            NaN     8.432107e+09  1.887505   12.932890    9.254558   
 27            NaN     8.432107e+09  1.887505   34.525578   32.546198   
 28            NaN     7.234091e+10  2.931229   19.708042   16.445756   
 29            NaN     3.448735e+11  2.406015   22.581673   19.749814   
 ...           ...              ...       ...         ...         ...   
 12425         NaN     5.056250e+06       NaN   21.265163   15.197238   
 12426     2215.51     9.471000e+06  0.000000   73.506871   70.862418   
 12427         NaN     2.231800e+06  0.000000   66.995850   63.661996   
 12428         NaN     6.130000e+05  0.000000   92.695695   89.146842   
 12429         NaN     1.399750e+06  0.000000   85.248473   82.347290   
 12430         NaN     7.216800e+07       NaN   81.656072   78.683940   
 12431         NaN     3.416150e+05       NaN   67.694605   64.021646   
 12432      709.10     1.967420e+06       NaN   68.599578   66.129679   
 12433    58779.90     1.178560e+07  0.000000   97.385645   93.762415   
 12434         NaN     5.030700e+01  0.000000   47.783896   41.207167   
 12435    26806.71     2.220750e+07  0.000000  122.414531  120.789912   
 12436     1736.83     8.160955e+06  0.000000  158.275584  155.989239   
 12437    27615.77     6.723640e+07  1.090909   43.470628   39.008242   
 12438     6119.42     2.701520e+06       NaN   91.993500   90.298180   
 12439         NaN     1.482800e+05  0.000000   62.190323   58.422248   
 12440      245.79     1.112200e+06  0.000000  152.981585  150.631792   
 12441         NaN     3.578760e+06  0.000000   86.507952   83.914115   
 12442  1216276.73     3.093714e+10  4.748804   22.110529   17.803143   
 12443         NaN     1.591600e+03  0.000000   62.916182   54.173759   
 12444         NaN     1.956780e+06  0.000000   82.558497   79.361158   
 12445         NaN     2.085800e+06  0.000000   52.954882   47.153503   
 12446    35032.32     1.527813e+06       NaN   82.968249   79.908560   
 12447    22633.19     3.141264e+07       NaN   93.821954   89.322899   
 12448         NaN     4.183000e+05  0.000000   67.454120   64.570131   
 12449         NaN     8.939129e+06  0.000000   80.993393   75.943093   
 12450    24945.52     3.210750e+07  0.000000   72.073941   68.538301   
 12451     3102.51     1.492190e+06       NaN   71.164653   67.310311   
 12452         NaN     3.367200e+05       NaN   39.311708   33.031379   
 12453     1250.49     1.097390e+06  0.000000  176.051226  173.830887   
 12454  1590519.45     8.313179e+08  0.591279   41.716263   31.005164   
 
        HistBeta  PredBeta  DataDate  
 0      0.001123  0.160786  20040819  
 1      0.000083  0.107309  20040819  
 2     -0.048417  0.148839  20040819  
 3     -0.032084  0.357432  20040819  
 4     -0.092600  0.238483  20040819  
 5      0.222191  0.494873  20040819  
 6      0.006641  0.068108  20040819  
 7      0.024730  0.106564  20040819  
 8      0.544565  1.038630  20040819  
 9     -0.054356  0.044706  20040819  
 10     0.121389  0.628205  20040819  
 11     0.145937  0.372026  20040819  
 12     0.031223  0.269011  20040819  
 13     0.091760  0.374611  20040819  
 14     0.000083  0.102100  20040819  
 15     0.058649  0.302459  20040819  
 16     0.281703  0.499208  20040819  
 17     1.114627  1.195392  20040819  
 18     0.238175  0.545599  20040819  
 19     0.024925  0.210305  20040819  
 20     0.613274  0.845281  20040819  
 21     0.189383  0.421278  20040819  
 22     0.504519  0.869227  20040819  
 23    -0.012958  0.290145  20040819  
 24     0.187724  0.507230  20040819  
 25     0.133091  0.525581  20040819  
 26     0.001560  0.216527  20040819  
 27     0.148909  0.442785  20040819  
 28     0.252522  0.400148  20040819  
 29     0.038246  0.342601  20040819  
 ...         ...       ...       ...  
 12425  0.000083  0.080641  20040819  
 12426  0.751557  0.903528  20040819  
 12427  0.663024  0.997190  20040819  
 12428  1.098014  1.350518  20040819  
 12429  0.450561  0.933308  20040819  
 12430  0.903221  1.158122  20040819  
 12431  0.818751  1.089694  20040819  
 12432  0.269653  0.604872  20040819  
 12433  1.096041  1.425274  20040819  
 12434  0.830241  1.207690  20040819  
 12435  0.663118  0.897998  20040819  
 12436  1.197136  1.453220  20040819  
 12437  0.044307  0.370718  20040819  
 12438  0.021747  0.447830  20040819  
 12439  0.519449  0.896180  20040819  
 12440  1.163032  1.443308  20040819  
 12441  0.363240  0.794872  20040819  
 12442  0.221854  0.335016  20040819  
 12443  1.325526  1.487527  20040819  
 12444  0.763467  1.141227  20040819  
 12445  0.508368  0.975793  20040819  
 12446  0.941057  1.153637  20040819  
 12447  1.284574  1.517456  20040819  
 12448  0.414678  0.696334  20040819  
 12449  0.648528  0.888701  20040819  
 12450  0.850918  1.172408  20040819  
 12451  0.709066  1.068993  20040819  
 12452  0.759384  1.116149  20040819  
 12453  1.276787  1.554490  20040819  
 12454  1.262314  1.426631  20040819  
 
 [12455 rows x 92 columns],
 '20040820':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.527            0.000               0.0   
 1      USA0011            -0.127            0.000               0.0   
 2      USA0031            -0.056            0.000               0.0   
 3      USA0062            -0.004            0.432               0.0   
 4      USA00E2            -0.238            0.000               0.0   
 5      USA00F1             0.097            0.000               0.0   
 6      USA00G2            -0.175            0.000               0.0   
 7      USA00H1             0.058            0.000               0.0   
 8      USA00I1            -0.356            0.000               0.0   
 9      USA00J1            -0.202            0.000               0.0   
 10     USA00K1            -0.880            0.000               0.0   
 11     USA00P1             0.059            0.000               0.0   
 12     USA00R1             0.359            0.000               0.0   
 13     USA00S1             0.368            0.000               0.0   
 14     USA00V1            -0.265            0.000               0.0   
 15     USA0131             0.446            1.000               0.0   
 16     USA0161             0.820            1.000               0.0   
 17     USA01I1             0.545            0.000               0.0   
 18     USA01J2            -0.002            0.000               0.0   
 19     USA01L1            -0.232            0.000               0.0   
 20     USA01P1             0.005            0.000               0.0   
 21     USA01Q1            -0.474            0.000               0.0   
 22     USA0202            -0.104            0.000               0.0   
 23     USA0231            -0.423            0.000               0.0   
 24     USA0281            -0.086            0.000               0.0   
 25     USA0291            -0.323            0.000               0.0   
 26     USA02A1            -0.236            0.000               0.0   
 27     USA02B1            -1.728            0.000               0.0   
 28     USA02H1             0.099            0.000               0.0   
 29     USA02P1            -0.272            0.144               0.0   
 ...        ...               ...              ...               ...   
 12425  USAZY41             0.849            0.000               0.0   
 12426  USAZY51             1.314            0.000               0.0   
 12427  USAZY61             0.923            0.000               0.0   
 12428  USAZY71             1.499            0.000               0.0   
 12429  USAZYI1             2.808            0.000               0.0   
 12430  USAZYJ1             1.398            0.000               0.0   
 12431  USAZYK1             2.808            0.000               0.0   
 12432  USAZYM1             1.223            0.000               0.0   
 12433  USAZYR1             1.405            0.000               0.0   
 12434  USAZYS1             1.458            0.000               0.0   
 12435  USAZYT1            -0.130            0.000               0.0   
 12436  USAZYV1             1.760            0.000               0.0   
 12437  USAZYX1             0.155            0.000               0.0   
 12438  USAZZ41             0.929            0.000               0.0   
 12439  USAZZ51             1.260            0.000               0.0   
 12440  USAZZ61             1.696            0.000               0.0   
 12441  USAZZ71             0.862            0.000               0.0   
 12442  USAZZ81             0.284            0.000               0.0   
 12443  USAZZ91             2.270            0.000               0.0   
 12444  USAZZA1             1.313            0.000               0.0   
 12445  USAZZB1             0.625            0.000               0.0   
 12446  USAZZD1            -2.260            0.000               0.0   
 12447  USAZZF1             1.172            0.000               0.0   
 12448  USAZZI1             0.808            0.000               0.0   
 12449  USAZZJ1             2.808            0.000               0.0   
 12450  USAZZL1             2.638            0.000               0.0   
 12451  USAZZP1             1.389            0.000               0.0   
 12452  USAZZR1             1.320            0.000               0.0   
 12453  USAZZX1             1.465            0.000               0.0   
 12454  USAZZY1            -0.699            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.808           0.000  ...           NaN          NaN   
 1            -1.810           0.000  ...           NaN          NaN   
 2            -1.897           0.000  ...           NaN       2600.0   
 3            -1.870           0.000  ...           NaN          NaN   
 4            -1.976           0.000  ...           NaN       5906.0   
 5            -1.406           0.000  ...           NaN       1750.0   
 6            -1.799           0.000  ...           NaN          NaN   
 7            -1.764           0.000  ...           NaN          NaN   
 8            -0.815           0.000  ...           NaN          NaN   
 9            -1.910           0.865  ...           NaN      29000.0   
 10           -1.588           0.000  ...           NaN          NaN   
 11           -1.543           0.000  ...           NaN          NaN   
 12           -1.752           0.000  ...           NaN          NaN   
 13           -1.646           0.000  ...           NaN          NaN   
 14           -1.810           0.000  ...           NaN          NaN   
 15           -1.709           0.000  ...           NaN          NaN   
 16           -1.311           0.000  ...           NaN        275.0   
 17            0.230           0.000  ...           NaN       5859.0   
 18           -1.376           0.000  ...           NaN          NaN   
 19           -1.769           0.000  ...           NaN          NaN   
 20           -0.691           0.000  ...           NaN          NaN   
 21           -1.447           1.000  ...           NaN       7930.0   
 22           -0.890           0.000  ...           NaN          NaN   
 23           -1.834           0.000  ...           NaN      20550.0   
 24           -1.467           0.000  ...           NaN          NaN   
 25           -1.563           0.000  ...           NaN          NaN   
 26           -1.807           0.000  ...           NaN          NaN   
 27           -1.478           0.000  ...           NaN        920.0   
 28           -1.348           0.000  ...           NaN       5448.0   
 29           -1.742           0.000  ...           NaN      14300.0   
 ...             ...             ...  ...           ...          ...   
 12425        -1.810           0.000  ...           NaN          NaN   
 12426        -0.429           0.000  ...           NaN       1000.0   
 12427        -0.592           0.000  ...           NaN          NaN   
 12428         0.210           0.000  ...           NaN       7000.0   
 12429        -1.115           0.000  ...           NaN      36000.0   
 12430        -0.157           0.000  ...           NaN          NaN   
 12431        -0.427           0.000  ...           NaN       4600.0   
 12432        -1.314           0.000  ...           NaN          NaN   
 12433         0.206           0.000  ...           NaN     373739.0   
 12434        -0.279           0.000  ...           NaN          NaN   
 12435        -0.569           0.000  ...           NaN      88650.0   
 12436         0.392           0.000  ...           NaN          NaN   
 12437        -1.685           0.000  ...           NaN       3100.0   
 12438        -1.756           0.000  ...           NaN       5000.0   
 12439        -0.850           0.000  ...           NaN          NaN   
 12440         0.334           0.000  ...           NaN     480000.0   
 12441        -1.127           0.000  ...           NaN          NaN   
 12442        -1.424           1.000  ...           NaN      23700.0   
 12443         0.632           0.000  ...           NaN          NaN   
 12444        -0.405           0.000  ...           NaN          NaN   
 12445        -0.877           0.000  ...           NaN          NaN   
 12446         0.007           0.000  ...           NaN    3062500.0   
 12447         0.542           0.000  ...           NaN       6014.0   
 12448        -1.058           1.000  ...           NaN          NaN   
 12449        -0.684           0.000  ...           NaN          0.0   
 12450        -0.260           0.000  ...           NaN       1000.0   
 12451        -0.505           1.000  ...           NaN          NaN   
 12452        -0.413           0.000  ...           NaN          NaN   
 12453         0.539           0.000  ...           NaN        800.0   
 12454         0.526           0.000  ...           NaN      49300.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.255156e+10  0.161290   14.663716   10.118118   
 1             NaN     6.451233e+09  0.000000   18.050285   13.043779   
 2             NaN     6.411311e+10  2.642948   26.945025   23.897933   
 3             NaN     3.040992e+10  1.994150   22.904082   20.676914   
 4             NaN     4.836385e+10  2.598870   21.218494   16.626430   
 5             NaN     1.839308e+11  0.424628   17.919761   14.807615   
 6             NaN     1.134737e+10  6.291391   21.358239   14.533974   
 7             NaN     7.541756e+10  0.000000   22.237256   16.161953   
 8             NaN     1.365268e+10  0.604534   42.572869   34.728106   
 9             NaN     4.262582e+10  1.888247   19.256250   15.577397   
 10            NaN     2.693715e+10  0.000000   38.595396   28.520113   
 11            NaN     2.356693e+10  1.333969   16.132258   13.108931   
 12            NaN     6.671905e+09  2.443454   15.433870   10.988934   
 13            NaN     2.050302e+10  1.302023   24.472823   21.706005   
 14            NaN     1.224896e+10  1.270379   15.057345   10.347027   
 15            NaN     4.043081e+10  1.576355   26.464642   23.378755   
 16            NaN     4.043081e+10  1.576355   28.931235   26.020833   
 17            NaN     1.937094e+10  0.269663   26.324338   19.839585   
 18            NaN     2.466445e+10  2.231596   26.652275   23.314280   
 19            NaN     1.007478e+11  3.345531   27.405831   21.920064   
 20            NaN     1.297577e+11  0.000000   36.742679   31.624997   
 21            NaN     1.081051e+11  2.279982   25.785644   22.418168   
 22            NaN     1.446274e+10  0.000000   40.338975   37.295866   
 23            NaN     8.925645e+10  0.000000   19.330224   14.957938   
 24            NaN     4.169130e+10  3.265687   24.059408   20.728373   
 25            NaN     2.535476e+10  0.000000   25.103233   21.466938   
 26            NaN     8.555350e+09  1.887505   12.616042    9.114203   
 27            NaN     8.555350e+09  1.887505   34.296279   32.288157   
 28            NaN     7.241880e+10  2.931229   19.334550   16.180550   
 29            NaN     3.442409e+11  2.406015   22.097947   19.386868   
 ...           ...              ...       ...         ...         ...   
 12425         NaN     5.056250e+06       NaN   21.393909   15.382178   
 12426     2279.15     9.471000e+06  0.000000   73.374997   70.775535   
 12427         NaN     2.231800e+06  0.000000   66.285998   63.056094   
 12428      157.36     6.130000e+05  0.000000   92.702371   89.271706   
 12429     1847.52     1.145250e+06  0.000000   84.479017   81.668690   
 12430         NaN     7.216800e+07       NaN   81.199006   78.311235   
 12431      263.82     6.832300e+04       NaN   66.201011   62.665716   
 12432         NaN     1.967420e+06       NaN   67.527499   65.043463   
 12433    61035.80     1.178560e+07  0.000000   95.796565   92.394033   
 12434         NaN     5.030700e+01  0.000000   47.392326   41.063439   
 12435    27650.21     2.270100e+07  0.000000  120.630876  119.057538   
 12436         NaN     8.160955e+06  0.000000  156.097996  153.934862   
 12437    28372.32     6.853440e+07  1.090909   42.945420   38.386225   
 12438     5890.33     2.701520e+06       NaN   90.437638   88.698721   
 12439         NaN     1.482800e+05  0.000000   61.467448   57.797073   
 12440      229.59     1.112200e+06  0.000000  150.812182  148.555866   
 12441         NaN     3.578760e+06  0.000000   85.414724   82.896799   
 12442  1213951.27     3.061523e+10  4.748804   21.691942   17.542276   
 12443         NaN     1.591600e+03  0.000000   62.330595   53.716695   
 12444         NaN     1.956780e+06  0.000000   81.640373   78.530652   
 12445         NaN     2.085800e+06  0.000000   52.403282   46.750626   
 12446    21449.37     2.037084e+06       NaN   82.784196   79.711027   
 12447    22736.69     3.141264e+07       NaN   92.727656   88.398494   
 12448         NaN     4.183000e+05  0.000000   65.901185   63.050460   
 12449         NaN     8.666470e+06  0.000000   80.254417   75.370158   
 12450    22863.70     3.167940e+07  0.000000   71.135422   67.780674   
 12451         NaN     1.492190e+06       NaN   70.718974   67.166822   
 12452         NaN     3.367200e+05       NaN   39.025810   32.938657   
 12453     1250.85     1.097390e+06  0.000000  173.703039  171.553966   
 12454  1572692.91     8.455231e+08  0.591279   40.578191   30.526744   
 
        HistBeta  PredBeta  DataDate  
 0      0.001067  0.148290  20040820  
 1      0.000061  0.112916  20040820  
 2     -0.047508  0.157299  20040820  
 3     -0.032673  0.348286  20040820  
 4     -0.090588  0.229603  20040820  
 5      0.219093  0.490617  20040820  
 6      0.005981  0.066843  20040820  
 7      0.024968  0.104931  20040820  
 8      0.540281  1.011073  20040820  
 9     -0.054565  0.079084  20040820  
 10     0.120295  0.603540  20040820  
 11     0.144821  0.372948  20040820  
 12     0.031405  0.280761  20040820  
 13     0.088672  0.365127  20040820  
 14     0.000061  0.097016  20040820  
 15     0.054950  0.309839  20040820  
 16     0.270792  0.506283  20040820  
 17     1.108362  1.201051  20040820  
 18     0.235902  0.541881  20040820  
 19     0.022234  0.203863  20040820  
 20     0.608115  0.830565  20040820  
 21     0.197220  0.413394  20040820  
 22     0.499564  0.845072  20040820  
 23    -0.013008  0.278702  20040820  
 24     0.186413  0.505191  20040820  
 25     0.134301  0.507961  20040820  
 26     0.001355  0.205027  20040820  
 27     0.180342  0.429893  20040820  
 28     0.250934  0.399705  20040820  
 29     0.036838  0.328184  20040820  
 ...         ...       ...       ...  
 12425  0.000061  0.115948  20040820  
 12426  0.750549  0.948566  20040820  
 12427  0.661749  1.024807  20040820  
 12428  1.097391  1.383580  20040820  
 12429  0.377662  0.939259  20040820  
 12430  0.898040  1.195356  20040820  
 12431  0.751192  1.107987  20040820  
 12432  0.269570  0.642977  20040820  
 12433  1.095519  1.412915  20040820  
 12434  0.831992  1.250850  20040820  
 12435  0.674462  0.944200  20040820  
 12436  1.196560  1.439496  20040820  
 12437  0.067587  0.409481  20040820  
 12438  0.029081  0.491675  20040820  
 12439  0.521672  0.935996  20040820  
 12440  1.165040  1.478324  20040820  
 12441  0.371026  0.827559  20040820  
 12442  0.209743  0.327159  20040820  
 12443  1.326880  1.545875  20040820  
 12444  0.763418  1.164764  20040820  
 12445  0.507098  0.987375  20040820  
 12446  0.987279  1.169009  20040820  
 12447  1.277774  1.553924  20040820  
 12448  0.408410  0.726097  20040820  
 12449  0.611749  0.959242  20040820  
 12450  0.842182  1.162503  20040820  
 12451  0.708838  1.045727  20040820  
 12452  0.759103  1.149453  20040820  
 12453  1.276307  1.577781  20040820  
 12454  1.269513  1.405504  20040820  
 
 [12455 rows x 92 columns],
 '20040823':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.481            0.000               0.0   
 1      USA0011             0.081            0.000               0.0   
 2      USA0031             0.349            0.000               0.0   
 3      USA0062             0.322            0.432               0.0   
 4      USA00E2             0.460            0.000               0.0   
 5      USA00F1            -0.002            0.000               0.0   
 6      USA00G2            -0.018            0.000               0.0   
 7      USA00H1            -0.305            0.000               0.0   
 8      USA00I1             1.329            0.000               0.0   
 9      USA00J1             0.283            0.000               0.0   
 10     USA00K1             1.463            0.000               0.0   
 11     USA00P1             0.237            0.000               0.0   
 12     USA00R1             0.095            0.000               0.0   
 13     USA00S1             0.191            0.000               0.0   
 14     USA00V1            -0.032            0.000               0.0   
 15     USA0131             0.209            1.000               0.0   
 16     USA0161            -1.278            1.000               0.0   
 17     USA01I1            -0.191            0.000               0.0   
 18     USA01J2             0.537            0.000               0.0   
 19     USA01L1            -0.510            0.000               0.0   
 20     USA01P1             0.995            0.000               0.0   
 21     USA01Q1             0.329            0.000               0.0   
 22     USA0202             0.419            0.000               0.0   
 23     USA0231             0.638            0.000               0.0   
 24     USA0281             0.244            0.000               0.0   
 25     USA0291             0.551            0.000               0.0   
 26     USA02A1             0.200            0.000               0.0   
 27     USA02B1            -0.686            0.000               0.0   
 28     USA02H1             0.108            0.000               0.0   
 29     USA02P1             0.223            0.144               0.0   
 ...        ...               ...              ...               ...   
 12426  USAZY41            -0.490            0.000               0.0   
 12427  USAZY51            -0.465            0.000               0.0   
 12428  USAZY61            -0.022            0.000               0.0   
 12429  USAZY71            -0.036            0.000               0.0   
 12430  USAZYI1            -2.409            0.000               0.0   
 12431  USAZYJ1            -0.522            0.000               0.0   
 12432  USAZYK1            -0.234            0.000               0.0   
 12433  USAZYM1            -0.132            0.000               0.0   
 12434  USAZYR1             2.840            0.000               0.0   
 12435  USAZYS1             0.317            0.000               0.0   
 12436  USAZYT1            -2.168            0.000               0.0   
 12437  USAZYV1            -0.005            0.000               0.0   
 12438  USAZYX1            -0.187            0.000               0.0   
 12439  USAZZ41             0.206            0.000               0.0   
 12440  USAZZ51             0.299            0.000               0.0   
 12441  USAZZ61             0.089            0.000               0.0   
 12442  USAZZ71            -0.062            0.000               0.0   
 12443  USAZZ81            -0.244            0.000               0.0   
 12444  USAZZ91            -1.812            0.000               0.0   
 12445  USAZZA1             0.105            0.000               0.0   
 12446  USAZZB1            -0.125            0.000               0.0   
 12447  USAZZD1             2.840            0.000               0.0   
 12448  USAZZF1            -2.833            0.000               0.0   
 12449  USAZZI1             2.840            0.000               0.0   
 12450  USAZZJ1            -2.288            0.000               0.0   
 12451  USAZZL1             0.390            0.000               0.0   
 12452  USAZZP1            -0.199            0.000               0.0   
 12453  USAZZR1             0.173            0.000               0.0   
 12454  USAZZX1            -0.316            0.000               0.0   
 12455  USAZZY1             2.067            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.814           0.000  ...           NaN          NaN   
 1            -1.816           0.000  ...           NaN          NaN   
 2            -1.903           0.000  ...           NaN       2600.0   
 3            -1.875           0.000  ...           NaN          NaN   
 4            -1.983           0.000  ...           NaN       5906.0   
 5            -1.411           0.000  ...           NaN       1750.0   
 6            -1.804           0.000  ...           NaN          NaN   
 7            -1.770           0.000  ...           NaN          NaN   
 8            -0.823           0.000  ...           NaN          NaN   
 9            -1.915           0.865  ...           NaN      29000.0   
 10           -1.595           0.000  ...           NaN          NaN   
 11           -1.551           0.000  ...           NaN          NaN   
 12           -1.758           0.000  ...           NaN          NaN   
 13           -1.651           0.000  ...           NaN          NaN   
 14           -1.816           0.000  ...           NaN          NaN   
 15           -1.712           0.000  ...           NaN          NaN   
 16           -1.341           0.000  ...           NaN       6760.0   
 17            0.225           0.000  ...           NaN       5859.0   
 18           -1.382           0.000  ...           NaN          NaN   
 19           -1.773           0.000  ...           NaN          NaN   
 20           -0.699           0.000  ...           NaN          NaN   
 21           -1.454           1.000  ...           NaN          NaN   
 22           -0.902           0.000  ...           NaN          NaN   
 23           -1.839           0.000  ...           NaN      20550.0   
 24           -1.473           0.000  ...           NaN          NaN   
 25           -1.571           0.000  ...           NaN          NaN   
 26           -1.813           0.000  ...           NaN          NaN   
 27           -1.496           0.000  ...           NaN        625.0   
 28           -1.352           0.000  ...           NaN       5448.0   
 29           -1.747           0.000  ...           NaN      14300.0   
 ...             ...             ...  ...           ...          ...   
 12426        -1.816           0.000  ...           NaN          NaN   
 12427        -0.422           0.000  ...           NaN       2400.0   
 12428        -0.599           0.000  ...           NaN          NaN   
 12429         0.210           0.000  ...           NaN          NaN   
 12430        -1.152           0.000  ...           NaN      10731.0   
 12431        -0.156           0.000  ...           NaN          NaN   
 12432        -0.437           0.000  ...           NaN          NaN   
 12433        -1.320           0.000  ...           NaN          NaN   
 12434         0.233           0.000  ...           NaN     272899.0   
 12435        -0.283           0.000  ...           NaN          NaN   
 12436        -0.580           0.000  ...           NaN      54200.0   
 12437         0.388           0.000  ...           NaN       5000.0   
 12438        -1.688           0.000  ...           NaN        200.0   
 12439        -1.769           0.000  ...           NaN       1500.0   
 12440        -0.856           0.000  ...           NaN          NaN   
 12441         0.328           0.000  ...           NaN      38660.0   
 12442        -1.138           0.000  ...           NaN          NaN   
 12443        -1.433           1.000  ...           NaN      25400.0   
 12444         0.632           0.000  ...           NaN          NaN   
 12445        -0.410           0.000  ...           NaN       5000.0   
 12446        -0.880           0.000  ...           NaN          NaN   
 12447         0.035           0.000  ...           NaN   18538910.0   
 12448         0.524           0.000  ...           NaN       7557.0   
 12449        -0.986           1.000  ...           NaN        886.0   
 12450        -0.689           0.000  ...           NaN          0.0   
 12451        -0.257           0.000  ...           NaN      15000.0   
 12452        -0.511           1.000  ...           NaN          NaN   
 12453        -0.417           0.000  ...           NaN          NaN   
 12454         0.534           0.000  ...           NaN          NaN   
 12455         0.543           0.000  ...           NaN     126700.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.255156e+10  0.161290   14.211821    9.743313   
 1             NaN     6.350629e+09  0.000000   17.395500   12.512627   
 2             NaN     6.390987e+10  2.642948   25.920123   22.942589   
 3             NaN     3.033263e+10  1.994150   22.107465   19.807997   
 4             NaN     4.836385e+10  2.598870   20.485273   16.012460   
 5             NaN     1.833308e+11  0.424628   17.293841   14.196980   
 6             NaN     1.149021e+10  6.291391   20.580671   13.939836   
 7             NaN     7.522319e+10  0.000000   21.508505   15.505395   
 8             NaN     1.366384e+10  0.604534   41.453007   33.509928   
 9             NaN     4.276364e+10  1.888247   18.584873   14.964153   
 10            NaN     2.727344e+10  0.000000   37.544683   27.549318   
 11            NaN     2.352563e+10  1.333969   15.569626   12.567333   
 12            NaN     6.654231e+09  2.443454   14.897850   10.561593   
 13            NaN     2.059247e+10  1.302023   23.574566   20.848734   
 14            NaN     1.210470e+10  1.270379   14.552984    9.930025   
 15            NaN     4.058304e+10  1.576355   25.452990   22.419908   
 16            NaN     4.058304e+10  1.576355   27.979916   25.082989   
 17            NaN     1.920564e+10  0.269663   25.419475   19.044589   
 18            NaN     2.459958e+10  2.231596   25.725818   22.426293   
 19            NaN     9.961391e+10  3.345531   26.526385   21.065519   
 20            NaN     1.318195e+11  0.000000   35.667540   30.458907   
 21            NaN     1.084230e+11  2.279982   24.860078   21.531269   
 22            NaN     1.435491e+10  0.000000   38.863684   35.813551   
 23            NaN     8.948689e+10  0.000000   18.756607   14.467143   
 24            NaN     4.161132e+10  3.265687   23.143269   19.897112   
 25            NaN     2.612748e+10  0.000000   24.176897   20.582178   
 26            NaN     8.581145e+09  1.887505   12.217059    8.750553   
 27            NaN     8.581145e+09  1.887505   33.028875   31.099801   
 28            NaN     7.133807e+10  2.931229   18.631744   15.518476   
 29            NaN     3.427649e+11  2.406015   21.335170   18.627980   
 ...           ...              ...       ...         ...         ...   
 12426         NaN     5.056250e+06       NaN   20.640561   14.857104   
 12427     1376.25     9.821000e+06  0.000000   70.362581   67.845111   
 12428         NaN     2.231800e+06  0.000000   63.105789   59.851527   
 12429         NaN     6.130000e+05  0.000000   84.024442   80.439671   
 12430     1223.05     1.272500e+06  0.000000   80.557601   77.865338   
 12431         NaN     7.216800e+07       NaN   78.730766   75.709511   
 12432         NaN     6.832300e+04       NaN   59.365701   55.356723   
 12433         NaN     1.967420e+06       NaN   64.938234   62.520703   
 12434    58114.21     1.104900e+07  0.000000   92.747096   89.191705   
 12435         NaN     5.030700e+01  0.000000   45.606865   39.244708   
 12436    26703.18     2.319450e+07  0.000000  116.039632  114.423460   
 12437     1543.19     8.160955e+06  0.000000  150.048056  147.917169   
 12438    21197.38     6.853440e+07  1.090909   41.250130   36.808908   
 12439     5623.88     2.767200e+06       NaN   86.809605   85.108970   
 12440         NaN     1.482800e+05  0.000000   58.997582   55.326187   
 12441      234.31     1.112200e+06  0.000000  144.939819  142.747825   
 12442         NaN     3.578760e+06  0.000000   82.988426   80.490025   
 12443  1237526.10     3.096446e+10  4.748804   20.895830   16.826113   
 12444         NaN     1.591600e+03  0.000000   60.242658   51.742164   
 12445     3703.85     1.956780e+06  0.000000   78.458240   75.354638   
 12446         NaN     2.085800e+06  0.000000   50.252746   44.675502   
 12447    23167.74     1.527813e+06       NaN   80.057568   76.837381   
 12448    22347.42     3.289650e+07       NaN   89.005962   84.733481   
 12449      209.26     3.525000e+05  0.000000   66.211702   63.291337   
 12450         NaN     8.738454e+06  0.000000   77.390106   72.485748   
 12451    22549.59     3.125130e+07  0.000000   68.305247   65.137465   
 12452         NaN     1.492190e+06       NaN   67.917231   64.430922   
 12453         NaN     3.367200e+05       NaN   37.749710   31.639882   
 12454         NaN     1.097390e+06  0.000000  166.935580  164.848968   
 12455  1609938.57     8.313179e+08  0.591279   40.080489   29.715592   
 
        HistBeta  PredBeta  DataDate  
 0      0.001080  0.155757  20040823  
 1      0.000069  0.111180  20040823  
 2     -0.047467  0.160359  20040823  
 3     -0.032021  0.344540  20040823  
 4     -0.090613  0.229228  20040823  
 5      0.219184  0.482680  20040823  
 6      0.006201  0.063356  20040823  
 7      0.024801  0.088773  20040823  
 8      0.537831  1.037012  20040823  
 9     -0.054113  0.078001  20040823  
 10     0.119798  0.639983  20040823  
 11     0.143604  0.367602  20040823  
 12     0.031317  0.271417  20040823  
 13     0.089047  0.357895  20040823  
 14     0.000069  0.089524  20040823  
 15     0.056155  0.304897  20040823  
 16     0.257327  0.457904  20040823  
 17     1.105769  1.182804  20040823  
 18     0.235157  0.540222  20040823  
 19     0.023109  0.190310  20040823  
 20     0.604881  0.843201  20040823  
 21     0.195739  0.413018  20040823  
 22     0.495144  0.843982  20040823  
 23    -0.012928  0.288274  20040823  
 24     0.185823  0.498869  20040823  
 25     0.132816  0.513428  20040823  
 26     0.001426  0.207576  20040823  
 27     0.173119  0.426748  20040823  
 28     0.251014  0.395457  20040823  
 29     0.037124  0.325597  20040823  
 ...         ...       ...       ...  
 12426  0.000069  0.092469  20040823  
 12427  0.755291  0.909276  20040823  
 12428  0.659193  1.019708  20040823  
 12429  1.097971  1.362294  20040823  
 12430  0.359892  0.830377  20040823  
 12431  0.899168  1.198828  20040823  
 12432  0.747010  1.158639  20040823  
 12433  0.268759  0.620652  20040823  
 12434  1.110428  1.469463  20040823  
 12435  0.830476  1.244935  20040823  
 12436  0.669512  0.897850  20040823  
 12437  1.194436  1.414890  20040823  
 12438  0.069079  0.396940  20040823  
 12439  0.025135  0.472092  20040823  
 12440  0.520003  0.930030  20040823  
 12441  1.161838  1.438648  20040823  
 12442  0.367480  0.804126  20040823  
 12443  0.207606  0.315699  20040823  
 12444  1.326708  1.484754  20040823  
 12445  0.761812  1.152424  20040823  
 12446  0.506901  0.975850  20040823  
 12447  1.003117  1.282646  20040823  
 12448  1.267995  1.485436  20040823  
 12449  0.449876  0.806486  20040823  
 12450  0.610448  0.858329  20040823  
 12451  0.844755  1.130544  20040823  
 12452  0.707033  1.013679  20040823  
 12453  0.758150  1.146219  20040823  
 12454  1.273108  1.551282  20040823  
 12455  1.278367  1.454411  20040823  
 
 [12456 rows x 92 columns],
 '20040824':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.397            0.000               0.0   
 1      USA0011             0.238            0.000               0.0   
 2      USA0031             0.007            0.000               0.0   
 3      USA0062             0.144            0.432               0.0   
 4      USA00E2             0.085            0.000               0.0   
 5      USA00F1             0.095            0.000               0.0   
 6      USA00G2            -0.009            0.000               0.0   
 7      USA00H1             0.758            0.000               0.0   
 8      USA00I1            -2.111            0.000               0.0   
 9      USA00J1            -0.315            0.000               0.0   
 10     USA00K1            -2.060            0.000               0.0   
 11     USA00P1             0.309            0.000               0.0   
 12     USA00R1             0.366            0.000               0.0   
 13     USA00S1            -0.060            0.000               0.0   
 14     USA00V1             0.548            0.000               0.0   
 15     USA0131             0.351            1.000               0.0   
 16     USA0161            -0.541            1.000               0.0   
 17     USA01I1            -0.163            0.000               0.0   
 18     USA01J2             0.239            0.000               0.0   
 19     USA01L1            -0.384            0.000               0.0   
 20     USA01P1            -0.693            0.000               0.0   
 21     USA01Q1            -0.641            0.000               0.0   
 22     USA0202            -0.338            0.000               0.0   
 23     USA0231            -0.114            0.000               0.0   
 24     USA0281             0.697            0.000               0.0   
 25     USA0291            -0.190            0.000               0.0   
 26     USA02A1             0.370            0.000               0.0   
 27     USA02B1            -1.117            0.000               0.0   
 28     USA02H1             0.285            0.000               0.0   
 29     USA02P1             0.057            0.144               0.0   
 ...        ...               ...              ...               ...   
 12425  USAZY41             1.264            0.000               0.0   
 12426  USAZY51             0.491            0.000               0.0   
 12427  USAZY61             0.675            0.000               0.0   
 12428  USAZY71             0.349            0.000               0.0   
 12429  USAZYI1             2.647            0.000               0.0   
 12430  USAZYJ1             2.647            0.000               0.0   
 12431  USAZYK1             0.194            0.000               0.0   
 12432  USAZYM1             0.432            0.000               0.0   
 12433  USAZYR1            -1.139            0.000               0.0   
 12434  USAZYS1             0.447            0.000               0.0   
 12435  USAZYT1            -2.657            0.000               0.0   
 12436  USAZYV1            -2.657            0.000               0.0   
 12437  USAZYX1             1.247            0.000               0.0   
 12438  USAZZ41             0.794            0.000               0.0   
 12439  USAZZ51             0.499            0.000               0.0   
 12440  USAZZ61             0.239            0.000               0.0   
 12441  USAZZ71             0.243            0.000               0.0   
 12442  USAZZ81             0.122            0.000               0.0   
 12443  USAZZ91            -0.423            0.000               0.0   
 12444  USAZZA1             0.217            0.000               0.0   
 12445  USAZZB1             0.118            0.000               0.0   
 12446  USAZZD1             0.534            0.000               0.0   
 12447  USAZZF1             2.412            0.000               0.0   
 12448  USAZZI1            -0.100            0.000               0.0   
 12449  USAZZJ1            -2.657            0.000               0.0   
 12450  USAZZL1             2.647            0.000               0.0   
 12451  USAZZP1            -0.143            0.000               0.0   
 12452  USAZZR1             0.286            0.000               0.0   
 12453  USAZZX1             2.647            0.000               0.0   
 12454  USAZZY1            -0.222            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.811           0.000  ...           NaN          NaN   
 1            -1.813           0.000  ...           NaN          NaN   
 2            -1.898           0.000  ...           NaN       2600.0   
 3            -1.851           0.000  ...           NaN          NaN   
 4            -1.980           0.000  ...           NaN       5906.0   
 5            -1.409           0.000  ...           NaN       1750.0   
 6            -1.802           0.000  ...           NaN          NaN   
 7            -1.768           0.000  ...           NaN          NaN   
 8            -0.820           0.000  ...           NaN          NaN   
 9            -1.914           0.865  ...           NaN      29000.0   
 10           -1.522           0.000  ...           NaN          NaN   
 11           -1.549           0.000  ...           NaN          NaN   
 12           -1.756           0.000  ...           NaN          NaN   
 13           -1.653           0.000  ...           NaN          NaN   
 14           -1.813           0.000  ...           NaN          NaN   
 15           -1.711           0.000  ...           NaN          NaN   
 16           -1.336           0.000  ...           NaN        100.0   
 17            0.228           0.000  ...           NaN       5859.0   
 18           -1.380           0.000  ...           NaN          NaN   
 19           -1.768           0.000  ...           NaN          NaN   
 20           -0.678           0.000  ...           NaN       1000.0   
 21           -1.453           1.000  ...           NaN          NaN   
 22           -0.901           0.000  ...           NaN          NaN   
 23           -1.825           0.000  ...           NaN      20550.0   
 24           -1.471           0.000  ...           NaN          NaN   
 25           -1.568           0.000  ...           NaN          NaN   
 26           -1.811           0.000  ...           NaN          NaN   
 27           -1.486           0.000  ...           NaN       1075.0   
 28           -1.349           0.000  ...           NaN       5448.0   
 29           -1.738           0.000  ...           NaN      14300.0   
 ...             ...             ...  ...           ...          ...   
 12425        -1.813           0.000  ...           NaN          NaN   
 12426        -0.399           0.000  ...           NaN          NaN   
 12427        -0.597           0.000  ...           NaN          NaN   
 12428         0.213           0.000  ...           NaN     182000.0   
 12429        -1.149           0.000  ...           NaN      10000.0   
 12430        -0.181           0.000  ...           NaN        109.0   
 12431        -0.436           0.000  ...           NaN          NaN   
 12432        -1.319           0.000  ...           NaN          NaN   
 12433         0.243           0.000  ...           NaN     164660.0   
 12434        -0.281           0.000  ...           NaN          NaN   
 12435        -0.574           0.000  ...           NaN     217160.0   
 12436         0.388           0.000  ...           NaN       7600.0   
 12437        -1.687           0.000  ...           NaN          NaN   
 12438        -1.772           0.000  ...           NaN      40000.0   
 12439        -0.855           0.000  ...           NaN          NaN   
 12440         0.324           0.000  ...           NaN     109186.0   
 12441        -1.136           0.000  ...           NaN          NaN   
 12442        -1.434           1.000  ...           NaN      44600.0   
 12443         0.636           0.000  ...           NaN          NaN   
 12444        -0.408           0.000  ...           NaN        200.0   
 12445        -0.879           0.000  ...           NaN          NaN   
 12446         0.038           0.000  ...           NaN    1469000.0   
 12447         0.531           0.000  ...           NaN       2184.0   
 12448        -0.985           1.000  ...           NaN          NaN   
 12449        -0.677           0.000  ...           NaN          0.0   
 12450        -0.258           0.000  ...           NaN       4700.0   
 12451        -0.512           1.000  ...           NaN          NaN   
 12452        -0.415           0.000  ...           NaN          NaN   
 12453         0.533           0.000  ...           NaN      42500.0   
 12454         0.544           0.000  ...           NaN      24100.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.251158e+10  0.161290   13.849460    9.489518   
 1             NaN     6.281463e+09  0.000000   16.916615   12.111892   
 2             NaN     6.409747e+10  2.642948   25.131718   22.202755   
 3             NaN     3.065038e+10  1.994150   21.314186   19.087158   
 4             NaN     4.843051e+10  2.598870   19.774121   15.489754   
 5             NaN     1.836960e+11  0.424628   16.775900   13.741250   
 6             NaN     1.146640e+10  6.291391   20.052212   13.504154   
 7             NaN     7.623394e+10  0.000000   20.990584   15.082621   
 8             NaN     1.323998e+10  0.604534   40.778075   32.597857   
 9             NaN     4.257718e+10  1.888247   18.022708   14.478988   
 10            NaN     2.678582e+10  0.000000   36.569928   26.841280   
 11            NaN     2.376750e+10  1.333969   15.107295   12.245332   
 12            NaN     6.709462e+09  2.443454   14.670257   10.347619   
 13            NaN     2.061130e+10  1.302023   22.834548   20.180895   
 14            NaN     1.210470e+10  1.270379   14.207910    9.658695   
 15            NaN     4.079137e+10  1.576355   24.720179   21.720951   
 16            NaN     4.079137e+10  1.576355   27.114074   24.321544   
 17            NaN     1.924044e+10  0.269663   24.797447   18.503836   
 18            NaN     2.497514e+10  2.231596   25.008423   21.718118   
 19            NaN     9.980646e+10  3.345531   25.788899   20.398537   
 20            NaN     1.303763e+11  0.000000   34.648385   29.507578   
 21            NaN     1.076405e+11  2.279982   24.164902   20.871123   
 22            NaN     1.411229e+10  0.000000   37.667192   34.681530   
 23            NaN     8.981974e+10  0.000000   18.224088   14.017420   
 24            NaN     4.191126e+10  3.265687   22.600528   19.333244   
 25            NaN     2.574112e+10  0.000000   23.446641   19.919280   
 26            NaN     8.489430e+09  1.887505   11.994565    8.580020   
 27            NaN     8.489430e+09  1.887505   32.044820   30.101469   
 28            NaN     7.151332e+10  2.931229   18.133929   15.042602   
 29            NaN     3.440301e+11  2.406015   20.646767   18.024596   
 ...           ...              ...       ...         ...         ...   
 12425         NaN     5.056250e+06       NaN   20.472356   14.633860   
 12426         NaN     9.821000e+06  0.000000   68.735694   66.251447   
 12427         NaN     2.231800e+06  0.000000   61.436755   58.225793   
 12428      353.82     6.130000e+05  0.000000   80.492070   76.890879   
 12429     1208.37     1.145250e+06  0.000000   79.087795   76.303456   
 12430     1690.46     6.495120e+07       NaN   76.913659   73.784719   
 12431         NaN     6.832300e+04       NaN   57.718441   53.718287   
 12432         NaN     1.967420e+06       NaN   61.538596   59.078144   
 12433    57755.44     1.128256e+07  0.000000   89.610797   86.310095   
 12434         NaN     5.030700e+01  0.000000   44.214784   37.923846   
 12435    30503.82     2.551430e+07  0.000000  112.572240  110.983938   
 12436     1497.23     1.038667e+07  0.000000  146.878844  144.765355   
 12437         NaN     6.853440e+07  1.090909   40.078343   35.657763   
 12438     5513.70     2.767200e+06       NaN   84.584797   82.861409   
 12439         NaN     1.482800e+05  0.000000   56.743297   53.081124   
 12440      233.58     1.112200e+06  0.000000  140.296310  138.152676   
 12441         NaN     3.578760e+06  0.000000   80.446193   77.948236   
 12442  1263624.91     3.057433e+10  4.748804   20.285301   16.298243   
 12443         NaN     1.591600e+03  0.000000   58.327136   50.022851   
 12444     3537.13     1.956780e+06  0.000000   77.089233   74.042443   
 12445         NaN     2.085800e+06  0.000000   48.650852   43.137482   
 12446    22314.98     1.527813e+06       NaN   77.486912   74.446231   
 12447    21500.39     3.195660e+07       NaN   86.875283   82.577776   
 12448         NaN     3.525000e+05  0.000000   64.432490   61.578596   
 12449         NaN     9.396961e+06  0.000000   75.928338   71.122174   
 12450    22240.29     2.868270e+07  0.000000   67.738817   64.426448   
 12451         NaN     1.492190e+06       NaN   66.418388   62.973130   
 12452         NaN     3.367200e+05       NaN   36.475663   30.429298   
 12453      925.06     9.876510e+05  0.000000  161.914936  159.787745   
 12454  1567457.73     8.276121e+08  0.591279   38.663320   28.764474   
 
        HistBeta  PredBeta  DataDate  
 0      0.001079  0.160784  20040824  
 1      0.000069  0.113787  20040824  
 2     -0.045605  0.164243  20040824  
 3     -0.020428  0.346462  20040824  
 4     -0.089999  0.170538  20040824  
 5      0.219461  0.484363  20040824  
 6      0.006135  0.064007  20040824  
 7      0.024816  0.108314  20040824  
 8      0.538327  1.026761  20040824  
 9     -0.054349  0.072153  20040824  
 10     0.158245  0.556680  20040824  
 11     0.143322  0.370392  20040824  
 12     0.030904  0.279305  20040824  
 13     0.087236  0.355375  20040824  
 14     0.000069  0.099977  20040824  
 15     0.055642  0.316691  20040824  
 16     0.258862  0.466908  20040824  
 17     1.106557  1.191138  20040824  
 18     0.235228  0.545641  20040824  
 19     0.024879  0.192370  20040824  
 20     0.615684  0.830719  20040824  
 21     0.195567  0.397527  20040824  
 22     0.494719  0.836089  20040824  
 23    -0.006238  0.284670  20040824  
 24     0.185492  0.514554  20040824  
 25     0.133149  0.508033  20040824  
 26     0.001406  0.210510  20040824  
 27     0.177259  0.419692  20040824  
 28     0.251723  0.403290  20040824  
 29     0.040751  0.330143  20040824  
 ...         ...       ...       ...  
 12425  0.000069  0.114186  20040824  
 12426  0.766940  0.938433  20040824  
 12427  0.659111  1.030935  20040824  
 12428  1.098286  1.359985  20040824  
 12429  0.359995  0.950737  20040824  
 12430  0.884960  1.250848  20040824  
 12431  0.746690  1.177136  20040824  
 12432  0.267818  0.646092  20040824  
 12433  1.114848  1.398888  20040824  
 12434  0.830544  1.254933  20040824  
 12435  0.671765  0.898096  20040824  
 12436  1.193427  1.369555  20040824  
 12437  0.068822  0.423262  20040824  
 12438  0.022706  0.497254  20040824  
 12439  0.519495  0.938285  20040824  
 12440  1.158396  1.442830  20040824  
 12441  0.367368  0.822113  20040824  
 12442  0.205577  0.321797  20040824  
 12443  1.327697  1.503700  20040824  
 12444  0.761635  1.156888  20040824  
 12445  0.506334  0.984055  20040824  
 12446  1.003505  1.259156  20040824  
 12447  1.270791  1.564125  20040824  
 12448  0.449308  0.788768  20040824  
 12449  0.616076  0.858497  20040824  
 12450  0.843226  1.182285  20040824  
 12451  0.705398  1.021767  20040824  
 12452  0.757923  1.152352  20040824  
 12453  1.271840  1.602688  20040824  
 12454  1.278105  1.427562  20040824  
 
 [12455 rows x 92 columns],
 '20040825':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.007            0.000               0.0   
 1      USA0011             0.015            0.000               0.0   
 2      USA0031             0.215            0.000               0.0   
 3      USA0062             0.203            0.432               0.0   
 4      USA00E2            -0.038            0.000               0.0   
 5      USA00F1             0.138            0.000               0.0   
 6      USA00G2            -0.622            0.000               0.0   
 7      USA00H1             0.494            0.000               0.0   
 8      USA00I1            -0.076            0.000               0.0   
 9      USA00J1            -0.186            0.000               0.0   
 10     USA00K1             0.000            0.000               0.0   
 11     USA00P1             0.096            0.000               0.0   
 12     USA00R1            -0.124            0.000               0.0   
 13     USA00S1             0.288            0.000               0.0   
 14     USA00V1            -0.101            0.000               0.0   
 15     USA0131             0.734            1.000               0.0   
 16     USA0161            -0.464            1.000               0.0   
 17     USA01I1             1.076            0.000               0.0   
 18     USA01J2             0.102            0.000               0.0   
 19     USA01L1            -0.041            0.000               0.0   
 20     USA01P1             0.792            0.000               0.0   
 21     USA01Q1             0.108            0.000               0.0   
 22     USA0202             0.395            0.000               0.0   
 23     USA0231            -0.114            0.000               0.0   
 24     USA0281             0.542            0.000               0.0   
 25     USA0291             0.165            0.000               0.0   
 26     USA02A1            -0.480            0.000               0.0   
 27     USA02B1             0.087            0.000               0.0   
 28     USA02H1             0.398            0.000               0.0   
 29     USA02P1             0.361            0.144               0.0   
 ...        ...               ...              ...               ...   
 12424  USAZY41            -0.991            0.000               0.0   
 12425  USAZY51             2.602            0.000               0.0   
 12426  USAZY61             0.317            0.000               0.0   
 12427  USAZY71             0.829            0.000               0.0   
 12428  USAZYI1            -2.844            0.000               0.0   
 12429  USAZYJ1             0.323            0.000               0.0   
 12430  USAZYK1            -2.844            0.000               0.0   
 12431  USAZYM1            -0.003            0.000               0.0   
 12432  USAZYR1             0.652            0.000               0.0   
 12433  USAZYS1             0.720            0.000               0.0   
 12434  USAZYT1            -2.844            0.000               0.0   
 12435  USAZYV1             1.157            0.000               0.0   
 12436  USAZYX1            -1.285            0.000               0.0   
 12437  USAZZ41            -0.380            0.000               0.0   
 12438  USAZZ51             0.500            0.000               0.0   
 12439  USAZZ61             1.112            0.000               0.0   
 12440  USAZZ71             0.000            0.000               0.0   
 12441  USAZZ81             0.379            0.000               0.0   
 12442  USAZZ91             0.919            0.000               0.0   
 12443  USAZZA1             0.641            0.000               0.0   
 12444  USAZZB1            -0.451            0.000               0.0   
 12445  USAZZD1             2.795            0.000               0.0   
 12446  USAZZF1             0.190            0.000               0.0   
 12447  USAZZI1            -0.294            0.000               0.0   
 12448  USAZZJ1            -2.844            0.000               0.0   
 12449  USAZZL1            -1.995            0.000               0.0   
 12450  USAZZP1             0.214            0.000               0.0   
 12451  USAZZR1             0.532            0.000               0.0   
 12452  USAZZX1             1.411            0.000               0.0   
 12453  USAZZY1            -0.712            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.812           0.000  ...           NaN          NaN   
 1            -1.813           0.000  ...           NaN          NaN   
 2            -1.896           0.000  ...           NaN       2600.0   
 3            -1.852           0.000  ...           NaN          NaN   
 4            -1.974           0.000  ...           NaN       5906.0   
 5            -1.416           0.000  ...           NaN       1750.0   
 6            -1.803           0.000  ...           NaN          NaN   
 7            -1.768           0.000  ...           NaN          NaN   
 8            -0.828           0.000  ...           NaN          NaN   
 9            -1.914           0.865  ...           NaN      29000.0   
 10           -1.524           0.000  ...           NaN          NaN   
 11           -1.551           0.000  ...           NaN          NaN   
 12           -1.754           0.000  ...           NaN          NaN   
 13           -1.658           0.000  ...           NaN          NaN   
 14           -1.813           0.000  ...           NaN          NaN   
 15           -1.717           0.000  ...           NaN          NaN   
 16           -1.296           0.000  ...           NaN       1160.0   
 17            0.217           0.000  ...           NaN       5859.0   
 18           -1.384           0.000  ...           NaN          NaN   
 19           -1.772           0.000  ...           NaN          NaN   
 20           -0.687           0.000  ...           NaN          NaN   
 21           -1.455           1.000  ...           NaN          NaN   
 22           -0.907           0.000  ...           NaN          NaN   
 23           -1.825           0.000  ...           NaN      20550.0   
 24           -1.474           0.000  ...           NaN          NaN   
 25           -1.565           0.000  ...           NaN          NaN   
 26           -1.811           0.000  ...           NaN          NaN   
 27           -1.493           0.000  ...           NaN          NaN   
 28           -1.352           0.000  ...           NaN       5448.0   
 29           -1.740           0.000  ...           NaN      14300.0   
 ...             ...             ...  ...           ...          ...   
 12424        -1.813           0.000  ...           NaN          NaN   
 12425        -0.449           0.000  ...           NaN       2000.0   
 12426        -0.598           0.000  ...           NaN          NaN   
 12427         0.210           0.000  ...           NaN          NaN   
 12428        -1.039           0.000  ...           NaN       2000.0   
 12429        -0.191           0.000  ...           NaN          NaN   
 12430        -0.298           0.000  ...           NaN       9000.0   
 12431        -1.315           0.000  ...           NaN          NaN   
 12432         0.240           0.000  ...           NaN     117006.0   
 12433        -0.279           0.000  ...           NaN          NaN   
 12434        -0.540           0.000  ...           NaN     424830.0   
 12435         0.382           0.000  ...           NaN          NaN   
 12436        -1.696           0.000  ...           NaN          NaN   
 12437        -1.756           0.000  ...           NaN      15694.0   
 12438        -0.849           0.000  ...           NaN          NaN   
 12439         0.323           0.000  ...           NaN     115396.0   
 12440        -1.118           0.000  ...           NaN          NaN   
 12441        -1.454           1.000  ...           NaN      60500.0   
 12442         0.631           0.000  ...           NaN          NaN   
 12443        -0.408           0.000  ...           NaN          NaN   
 12444        -0.879           0.000  ...           NaN          NaN   
 12445        -0.073           0.000  ...           NaN   26900000.0   
 12446         0.517           0.000  ...           NaN       8575.0   
 12447        -0.986           1.000  ...           NaN          NaN   
 12448        -0.482           0.000  ...           NaN          0.0   
 12449        -0.225           0.000  ...           NaN       6100.0   
 12450        -0.513           1.000  ...           NaN          NaN   
 12451        -0.416           0.000  ...           NaN          NaN   
 12452         0.526           0.000  ...           NaN          NaN   
 12453         0.494           0.000  ...           NaN      37000.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.363107e+10  0.161290   13.593913    9.411492   
 1             NaN     6.312902e+09  0.000000   16.624948   12.009664   
 2             NaN     6.480098e+10  2.642948   24.815472   22.005266   
 3             NaN     3.133741e+10  1.994150   21.035094   18.916937   
 4             NaN     4.889708e+10  2.598870   19.471832   15.344839   
 5             NaN     1.854962e+11  0.424628   16.532123   13.623725   
 6             NaN     1.172826e+10  6.291391   19.755425   13.421047   
 7             NaN     7.685594e+10  0.000000   20.584231   15.002442   
 8             NaN     1.321024e+10  0.604534   39.907954   32.272874   
 9             NaN     4.278796e+10  1.888247   17.769173   14.341554   
 10            NaN     2.734070e+10  0.000000   35.846191   26.606920   
 11            NaN     2.393857e+10  1.333969   14.907331   12.153752   
 12            NaN     6.792308e+09  2.443454   14.421412   10.267023   
 13            NaN     2.081374e+10  1.302023   22.591403   20.043750   
 14            NaN     1.211736e+10  1.270379   13.937358    9.568955   
 15            NaN     4.206535e+10  1.576355   24.553707   21.629266   
 16            NaN     4.206535e+10  1.576355   26.900325   24.112412   
 17            NaN     1.958845e+10  0.269663   24.668450   18.374197   
 18            NaN     2.522097e+10  2.231596   24.672624   21.512236   
 19            NaN     1.003413e+11  3.345531   25.381144   20.213094   
 20            NaN     1.327817e+11  0.000000   34.246904   29.284558   
 21            NaN     1.084230e+11  2.279982   23.817793   20.678826   
 22            NaN     1.382924e+10  0.000000   37.270510   34.422686   
 23            NaN     9.048545e+10  0.000000   17.930268   13.887440   
 24            NaN     4.249113e+10  3.265687   22.392222   19.174725   
 25            NaN     2.607918e+10  0.000000   23.125369   19.741811   
 26            NaN     8.477965e+09  1.887505   11.764535    8.517563   
 27            NaN     8.477965e+09  1.887505   31.782972   29.959450   
 28            NaN     7.143543e+10  2.931229   17.956184   14.926959   
 29            NaN     3.457170e+11  2.406015   20.578099   18.051610   
 ...           ...              ...       ...         ...         ...   
 12424         NaN     5.056250e+06       NaN   20.066313   14.542168   
 12425     1436.88     9.505325e+06  0.000000   67.917740   65.435043   
 12426         NaN     2.231800e+06  0.000000   61.073794   57.983159   
 12427         NaN     6.130000e+05  0.000000   80.450632   76.965210   
 12428     1212.98     1.272500e+06  0.000000   79.540855   76.895590   
 12429         NaN     6.495120e+07       NaN   74.458772   71.296173   
 12430      263.20     3.416150e+05       NaN   58.930101   54.977317   
 12431         NaN     1.967420e+06       NaN   60.851078   58.451945   
 12432    56219.59     1.128256e+07  0.000000   88.728185   85.485283   
 12433         NaN     5.030700e+01  0.000000   43.889469   37.693732   
 12434    36601.50     2.661925e+07  0.000000  111.522972  109.965813   
 12435         NaN     1.038667e+07  0.000000  145.419991  143.401788   
 12436         NaN     6.853440e+07  1.090909   39.554984   35.354696   
 12437     5474.81     2.767200e+06       NaN   83.353731   81.656144   
 12438         NaN     1.482800e+05  0.000000   56.681992   53.143066   
 12439      198.31     1.112200e+06  0.000000  138.763625  136.666110   
 12440         NaN     3.578760e+06  0.000000   79.638195   77.210564   
 12441  1308815.91     3.058062e+10  4.748804   19.978403   16.162290   
 12442         NaN     1.591600e+03  0.000000   57.427760   49.349895   
 12443         NaN     1.956780e+06  0.000000   76.614995   73.689932   
 12444         NaN     2.085800e+06  0.000000   47.952423   42.646250   
 12445    24180.42     1.038744e+06       NaN   76.447817   73.446981   
 12446    22163.01     3.195660e+07       NaN   85.404317   81.342818   
 12447         NaN     3.525000e+05  0.000000   63.381263   60.620477   
 12448         NaN     1.047534e+07  0.000000   76.684397   72.021908   
 12449    22185.52     2.953890e+07  0.000000   66.853236   63.916880   
 12450         NaN     1.492190e+06       NaN   65.747291   62.401503   
 12451         NaN     3.367200e+05       NaN   36.048193   30.229757   
 12452         NaN     9.876510e+05  0.000000  160.349807  158.272853   
 12453  1548674.23     8.239064e+08  0.591279   38.022090   28.519619   
 
        HistBeta  PredBeta  DataDate  
 0      0.001026  0.159317  20040825  
 1      0.000048  0.111591  20040825  
 2     -0.044573  0.172301  20040825  
 3     -0.020981  0.344047  20040825  
 4     -0.087398  0.168972  20040825  
 5      0.215799  0.479193  20040825  
 6      0.005511  0.052297  20040825  
 7      0.024842  0.125955  20040825  
 8      0.535079  1.028278  20040825  
 9     -0.054488  0.069330  20040825  
 10     0.157294  0.577402  20040825  
 11     0.142442  0.366158  20040825  
 12     0.032087  0.273053  20040825  
 13     0.084380  0.357780  20040825  
 14     0.000048  0.093946  20040825  
 15     0.052274  0.327346  20040825  
 16     0.280939  0.488561  20040825  
 17     1.102465  1.226960  20040825  
 18     0.233233  0.539306  20040825  
 19     0.022389  0.195376  20040825  
 20     0.611261  0.847254  20040825  
 21     0.194386  0.401682  20040825  
 22     0.491841  0.839157  20040825  
 23    -0.006226  0.284431  20040825  
 24     0.184304  0.515980  20040825  
 25     0.134599  0.510594  20040825  
 26     0.001208  0.190678  20040825  
 27     0.174020  0.430014  20040825  
 28     0.250387  0.409520  20040825  
 29     0.039777  0.333802  20040825  
 ...         ...       ...       ...  
 12424  0.000048  0.081450  20040825  
 12425  0.740941  0.968503  20040825  
 12426  0.659992  1.034437  20040825  
 12427  1.098516  1.377969  20040825  
 12428  0.420584  0.894842  20040825  
 12429  0.880598  1.276625  20040825  
 12430  0.822935  1.187055  20040825  
 12431  0.270834  0.648722  20040825  
 12432  1.114770  1.435171  20040825  
 12433  0.833185  1.287635  20040825  
 12434  0.691302  0.915422  20040825  
 12435  1.191809  1.435743  20040825  
 12436  0.063483  0.377274  20040825  
 12437  0.030994  0.492712  20040825  
 12438  0.523737  0.950549  20040825  
 12439  1.159947  1.462510  20040825  
 12440  0.377345  0.829826  20040825  
 12441  0.194926  0.320312  20040825  
 12442  1.326978  1.525857  20040825  
 12443  0.762831  1.160440  20040825  
 12444  0.507512  0.972049  20040825  
 12445  0.944647  1.267615  20040825  
 12446  1.264992  1.544800  20040825  
 12447  0.449105  0.788984  20040825  
 12448  0.722633  0.949287  20040825  
 12449  0.862211  1.109887  20040825  
 12450  0.706245  1.028896  20040825  
 12451  0.758896  1.157975  20040825  
 12452  1.270209  1.606356  20040825  
 12453  1.252738  1.385448  20040825  
 
 [12454 rows x 92 columns],
 '20040826':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.602            0.000               0.0   
 1      USA0011             0.381            0.000               0.0   
 2      USA0031            -0.323            0.000               0.0   
 3      USA0062            -2.015            0.432               0.0   
 4      USA00E2            -0.026            0.000               0.0   
 5      USA00F1            -1.553            0.000               0.0   
 6      USA00G2             0.274            0.000               0.0   
 7      USA00H1            -0.115            0.000               0.0   
 8      USA00I1            -0.829            0.000               0.0   
 9      USA00J1             0.371            0.000               0.0   
 10     USA00K1            -0.951            0.000               0.0   
 11     USA00P1             0.352            0.000               0.0   
 12     USA00R1             0.674            0.000               0.0   
 13     USA00S1             0.242            0.000               0.0   
 14     USA00V1             0.060            0.000               0.0   
 15     USA0131            -2.748            1.000               0.0   
 16     USA0161            -2.338            1.000               0.0   
 17     USA01I1            -0.456            0.000               0.0   
 18     USA01J2            -0.028            0.000               0.0   
 19     USA01L1             0.658            0.000               0.0   
 20     USA01P1            -2.748            0.000               0.0   
 21     USA01Q1            -0.294            0.000               0.0   
 22     USA0202            -0.646            0.000               0.0   
 23     USA0231             0.071            0.000               0.0   
 24     USA0281            -1.886            0.000               0.0   
 25     USA0291            -0.369            0.000               0.0   
 26     USA02A1             0.358            0.000               0.0   
 27     USA02B1            -0.077            0.000               0.0   
 28     USA02H1             0.478            0.000               0.0   
 29     USA02P1            -2.356            0.144               0.0   
 ...        ...               ...              ...               ...   
 12425  USAZY41             0.439            0.000               0.0   
 12426  USAZY51            -0.274            0.000               0.0   
 12427  USAZY61             0.220            0.000               0.0   
 12428  USAZY71             2.206            0.000               0.0   
 12429  USAZYI1             2.345            0.000               0.0   
 12430  USAZYJ1            -0.464            0.000               0.0   
 12431  USAZYK1            -1.118            0.000               0.0   
 12432  USAZYM1            -0.456            0.000               0.0   
 12433  USAZYR1            -2.748            0.000               0.0   
 12434  USAZYS1            -0.809            0.000               0.0   
 12435  USAZYT1            -2.748            0.000               0.0   
 12436  USAZYV1            -1.205            0.000               0.0   
 12437  USAZYX1            -0.165            0.000               0.0   
 12438  USAZZ41            -0.600            0.000               0.0   
 12439  USAZZ51            -0.938            0.000               0.0   
 12440  USAZZ61            -1.073            0.000               0.0   
 12441  USAZZ71            -2.748            0.000               0.0   
 12442  USAZZ81            -0.972            0.000               0.0   
 12443  USAZZ91            -0.561            0.000               0.0   
 12444  USAZZA1            -0.944            0.000               0.0   
 12445  USAZZB1            -1.154            0.000               0.0   
 12446  USAZZD1            -0.258            0.000               0.0   
 12447  USAZZF1             1.911            0.000               0.0   
 12448  USAZZI1            -0.663            0.000               0.0   
 12449  USAZZJ1             0.365            0.000               0.0   
 12450  USAZZL1            -1.672            0.000               0.0   
 12451  USAZZP1            -0.905            0.000               0.0   
 12452  USAZZR1            -0.756            0.000               0.0   
 12453  USAZZX1            -2.748            0.000               0.0   
 12454  USAZZY1             0.983            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.811           0.000  ...           NaN          NaN   
 1            -1.813           0.000  ...           NaN          NaN   
 2            -1.895           0.000  ...           NaN       2600.0   
 3            -1.851           0.000  ...           NaN       4652.0   
 4            -1.973           0.000  ...           NaN       5906.0   
 5            -1.415           0.000  ...           NaN       5830.0   
 6            -1.802           0.000  ...           NaN          NaN   
 7            -1.767           0.000  ...           NaN          NaN   
 8            -0.827           0.000  ...           NaN          NaN   
 9            -1.911           0.865  ...           NaN      29000.0   
 10           -1.523           0.000  ...           NaN          NaN   
 11           -1.553           0.000  ...           NaN          NaN   
 12           -1.759           0.000  ...           NaN          NaN   
 13           -1.656           0.000  ...           NaN          NaN   
 14           -1.813           0.000  ...           NaN          NaN   
 15           -1.716           0.000  ...           NaN       3492.0   
 16           -1.296           0.000  ...           NaN        965.0   
 17            0.219           0.000  ...           NaN       5859.0   
 18           -1.383           0.000  ...           NaN          NaN   
 19           -1.771           0.000  ...           NaN          NaN   
 20           -0.686           0.000  ...           NaN        265.0   
 21           -1.454           1.000  ...           NaN       5820.0   
 22           -0.907           0.000  ...           NaN          NaN   
 23           -1.824           0.000  ...           NaN      20550.0   
 24           -1.468           0.000  ...           NaN       6825.0   
 25           -1.565           0.000  ...           NaN          NaN   
 26           -1.810           0.000  ...           NaN          NaN   
 27           -1.494           0.000  ...           NaN          NaN   
 28           -1.352           0.000  ...           NaN       5448.0   
 29           -1.738           0.000  ...           NaN       6070.0   
 ...             ...             ...  ...           ...          ...   
 12425        -1.813           0.000  ...           NaN          NaN   
 12426        -0.447           0.000  ...           NaN          NaN   
 12427        -0.606           0.000  ...           NaN          NaN   
 12428         0.217           0.000  ...           NaN        200.0   
 12429        -1.031           0.000  ...           NaN      40000.0   
 12430        -0.190           0.000  ...           NaN          NaN   
 12431        -0.296           0.000  ...           NaN       1890.0   
 12432        -1.314           0.000  ...           NaN          NaN   
 12433         0.236           0.000  ...           NaN      35000.0   
 12434        -0.277           0.000  ...           NaN          NaN   
 12435        -0.539           0.000  ...           NaN      80106.0   
 12436         0.384           0.000  ...           NaN          NaN   
 12437        -1.695           0.000  ...           NaN          NaN   
 12438        -1.752           0.000  ...           NaN       3300.0   
 12439        -0.848           0.000  ...           NaN          NaN   
 12440         0.322           0.000  ...           NaN     353195.0   
 12441        -1.033           0.000  ...           NaN      40000.0   
 12442        -1.454           1.000  ...           NaN      18500.0   
 12443         0.632           0.000  ...           NaN          NaN   
 12444        -0.406           0.000  ...           NaN          NaN   
 12445        -0.877           0.000  ...           NaN          NaN   
 12446        -0.072           0.000  ...           NaN   10221140.0   
 12447         0.520           0.000  ...           NaN      35441.0   
 12448        -0.988           1.000  ...           NaN          NaN   
 12449        -0.479           0.000  ...           NaN          0.0   
 12450        -0.228           0.000  ...           NaN       1300.0   
 12451        -0.511           1.000  ...           NaN          NaN   
 12452        -0.414           0.000  ...           NaN          NaN   
 12453         0.495           0.000  ...           NaN     155000.0   
 12454         0.497           0.000  ...           NaN      39000.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.389095e+10  0.161290   13.456993    9.386902   
 1             NaN     6.256312e+09  0.000000   16.340100   11.926578   
 2             NaN     6.444141e+10  2.642948   24.501538   21.796845   
 3             NaN     3.121718e+10  1.994150   21.351393   19.210599   
 4             NaN     4.960361e+10  2.598870   19.144405   15.180199   
 5             NaN     1.845309e+11  0.424628   16.734280   13.866391   
 6             NaN     1.177588e+10  6.291391   19.356353   13.277896   
 7             NaN     7.666157e+10  0.000000   20.186089   14.841433   
 8             NaN     1.301690e+10  0.604534   39.324329   31.950214   
 9             NaN     4.269068e+10  1.888247   17.510096   14.242839   
 10            NaN     2.686989e+10  0.000000   35.388773   26.411958   
 11            NaN     2.362002e+10  1.333969   14.773870   12.078522   
 12            NaN     6.872946e+09  2.443454   14.390071   10.331106   
 13            NaN     2.095498e+10  1.302023   22.286547   19.853209   
 14            NaN     1.199082e+10  1.270379   13.638577    9.466297   
 15            NaN     4.172081e+10  1.576355   25.367820   22.394942   
 16            NaN     4.172081e+10  1.576355   27.164428   24.268241   
 17            NaN     1.992340e+10  0.269663   24.219276   18.199402   
 18            NaN     2.516634e+10  2.231596   24.282674   21.280864   
 19            NaN     1.011008e+11  3.345531   24.961220   20.046942   
 20            NaN     1.317508e+11  0.000000   34.558805   29.806643   
 21            NaN     1.087164e+11  2.279982   23.498720   20.478307   
 22            NaN     1.331704e+10  0.000000   36.846249   34.098107   
 23            NaN     9.010139e+10  0.000000   17.646704   13.746014   
 24            NaN     4.256112e+10  3.265687   22.350665   19.438369   
 25            NaN     2.566868e+10  0.000000   22.790882   19.544571   
 26            NaN     8.480831e+09  1.887505   11.666543    8.502108   
 27            NaN     8.480831e+09  1.887505   31.307258   29.551702   
 28            NaN     7.200987e+10  2.931229   17.783090   14.830068   
 29            NaN     3.457170e+11  2.406015   21.036468   18.524251   
 ...           ...              ...       ...         ...         ...   
 12425         NaN     5.056250e+06       NaN   19.835777   14.490791   
 12426         NaN     9.505325e+06  0.000000   66.578215   64.275403   
 12427         NaN     2.231800e+06  0.000000   60.146637   57.123127   
 12428      274.95     4.904000e+05  0.000000   80.708879   77.273370   
 12429     1308.43     1.145250e+06  0.000000   78.369493   75.719435   
 12430         NaN     6.495120e+07       NaN   73.761864   70.724848   
 12431      263.63     3.416150e+05       NaN   62.578562   59.409820   
 12432         NaN     1.967420e+06       NaN   59.978481   57.684729   
 12433    55451.21     1.257728e+07  0.000000   89.292341   86.255493   
 12434         NaN     5.030700e+01  0.000000   43.341652   37.334842   
 12435    37708.48     2.762375e+07  0.000000  110.272636  108.745371   
 12436         NaN     3.338720e+06  0.000000  143.602781  141.635512   
 12437         NaN     6.853440e+07  1.090909   38.985144   34.969408   
 12438     5112.49     2.767200e+06       NaN   82.431555   80.868779   
 12439         NaN     1.482800e+05  0.000000   55.921861   52.436561   
 12440      221.26     1.112200e+06  0.000000  137.138450  135.011772   
 12441     1245.23     5.964600e+06  0.000000   80.974080   78.636852   
 12442  1286967.00     3.083938e+10  4.748804   19.879521   16.233920   
 12443         NaN     1.591600e+03  0.000000   56.380010   48.564823   
 12444         NaN     1.956780e+06  0.000000   76.020617   73.210998   
 12445         NaN     2.538600e+06  0.000000   47.300671   42.183786   
 12446    22874.86     1.038744e+06       NaN   73.539770   70.354343   
 12447    23552.03     2.913690e+07       NaN   83.950327   79.824687   
 12448         NaN     3.525000e+05  0.000000   62.283062   59.641528   
 12449         NaN     1.040874e+07  0.000000   75.625776   71.234097   
 12450    20139.61     2.996700e+07  0.000000   66.111796   63.281280   
 12451         NaN     1.492190e+06       NaN   65.161117   61.986286   
 12452         NaN     3.367200e+05       NaN   35.580415   29.838533   
 12453      982.79     1.536346e+06  0.000000  162.756307  160.848846   
 12454  1511353.23     8.186566e+08  0.591279   37.671265   28.327290   
 
        HistBeta  PredBeta  DataDate  
 0      0.001028  0.171190  20040826  
 1      0.000048  0.123642  20040826  
 2     -0.044586  0.162788  20040826  
 3     -0.020720  0.304300  20040826  
 4     -0.087046  0.166245  20040826  
 5      0.215983  0.451736  20040826  
 6      0.005542  0.067748  20040826  
 7      0.024826  0.112904  20040826  
 8      0.534942  1.015580  20040826  
 9     -0.053613  0.078314  20040826  
 10     0.157243  0.561965  20040826  
 11     0.140902  0.370250  20040826  
 12     0.029039  0.282688  20040826  
 13     0.084945  0.359025  20040826  
 14     0.000048  0.098332  20040826  
 15     0.052656  0.262169  20040826  
 16     0.280103  0.441158  20040826  
 17     1.102421  1.199520  20040826  
 18     0.233198  0.533047  20040826  
 19     0.022506  0.208574  20040826  
 20     0.611148  0.782253  20040826  
 21     0.194425  0.392393  20040826  
 22     0.491327  0.818050  20040826  
 23    -0.006234  0.283146  20040826  
 24     0.186817  0.504730  20040826  
 25     0.134404  0.501729  20040826  
 26     0.001218  0.212041  20040826  
 27     0.172634  0.434923  20040826  
 28     0.249738  0.413334  20040826  
 29     0.040514  0.291591  20040826  
 ...         ...       ...       ...  
 12425  0.000048  0.093853  20040826  
 12426  0.740905  0.946797  20040826  
 12427  0.654958  1.030816  20040826  
 12428  1.101691  1.427224  20040826  
 12429  0.424071  0.999317  20040826  
 12430  0.880741  1.260846  20040826  
 12431  0.822935  1.092807  20040826  
 12432  0.270779  0.630708  20040826  
 12433  1.111599  1.366907  20040826  
 12434  0.833096  1.261043  20040826  
 12435  0.691291  0.913422  20040826  
 12436  1.191940  1.389391  20040826  
 12437  0.063651  0.376952  20040826  
 12438  0.032771  0.466839  20040826  
 12439  0.523688  0.930603  20040826  
 12440  1.158586  1.456309  20040826  
 12441  0.422823  0.803652  20040826  
 12442  0.194745  0.300166  20040826  
 12443  1.326835  1.499939  20040826  
 12444  0.763210  1.132451  20040826  
 12445  0.507683  0.960947  20040826  
 12446  0.944483  1.296196  20040826  
 12447  1.265952  1.592585  20040826  
 12448  0.447243  0.773157  20040826  
 12449  0.723849  1.008012  20040826  
 12450  0.860156  1.105960  20040826  
 12451  0.706105  1.003840  20040826  
 12452  0.758941  1.157074  20040826  
 12453  1.252260  1.523371  20040826  
 12454  1.253211  1.405328  20040826  
 
 [12455 rows x 92 columns],
 '20040827':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.494            0.000               0.0   
 1      USA0011            -0.296            0.000               0.0   
 2      USA0031            -1.059            0.000               0.0   
 3      USA0062             0.227            0.432               0.0   
 4      USA00E2             0.444            0.000               0.0   
 5      USA00F1            -0.112            0.000               0.0   
 6      USA00G2             0.043            0.000               0.0   
 7      USA00H1             0.838            0.000               0.0   
 8      USA00I1             0.310            0.000               0.0   
 9      USA00J1             0.251            0.000               0.0   
 10     USA00K1             2.821            0.000               0.0   
 11     USA00P1            -0.183            0.000               0.0   
 12     USA00R1             0.024            0.000               0.0   
 13     USA00S1             0.486            0.000               0.0   
 14     USA00V1             0.152            0.000               0.0   
 15     USA0131             0.008            1.000               0.0   
 16     USA0161            -0.056            1.000               0.0   
 17     USA01I1             0.630            0.000               0.0   
 18     USA01J2             0.225            0.000               0.0   
 19     USA01L1             0.465            0.000               0.0   
 20     USA01P1             0.083            0.000               0.0   
 21     USA01Q1             0.310            0.000               0.0   
 22     USA0202             0.227            0.000               0.0   
 23     USA0231             0.313            0.000               0.0   
 24     USA0281            -0.376            0.000               0.0   
 25     USA0291             0.251            0.000               0.0   
 26     USA02A1             0.088            0.000               0.0   
 27     USA02B1             0.846            0.000               0.0   
 28     USA02H1            -0.287            0.000               0.0   
 29     USA02P1            -0.080            0.144               0.0   
 ...        ...               ...              ...               ...   
 12425  USAZY41            -0.141            0.000               0.0   
 12426  USAZY51             0.109            0.000               0.0   
 12427  USAZY61             0.226            0.000               0.0   
 12428  USAZY71             0.568            0.000               0.0   
 12429  USAZYI1             0.301            0.000               0.0   
 12430  USAZYJ1            -2.785            0.000               0.0   
 12431  USAZYK1             0.884            0.000               0.0   
 12432  USAZYM1             0.607            0.000               0.0   
 12433  USAZYR1             0.579            0.000               0.0   
 12434  USAZYS1             0.137            0.000               0.0   
 12435  USAZYT1             0.448            0.000               0.0   
 12436  USAZYV1             2.780            0.000               0.0   
 12437  USAZYX1             1.310            0.000               0.0   
 12438  USAZZ41            -2.785            0.000               0.0   
 12439  USAZZ51             0.253            0.000               0.0   
 12440  USAZZ61             0.241            0.000               0.0   
 12441  USAZZ71             0.435            0.000               0.0   
 12442  USAZZ81            -0.532            0.000               0.0   
 12443  USAZZ91             1.721            0.000               0.0   
 12444  USAZZA1             0.251            0.000               0.0   
 12445  USAZZB1             0.899            0.000               0.0   
 12446  USAZZD1             0.388            0.000               0.0   
 12447  USAZZF1            -1.798            0.000               0.0   
 12448  USAZZI1             0.455            0.000               0.0   
 12449  USAZZJ1             0.302            0.000               0.0   
 12450  USAZZL1             2.839            0.000               0.0   
 12451  USAZZP1             0.845            0.000               0.0   
 12452  USAZZR1             0.244            0.000               0.0   
 12453  USAZZX1             2.584            0.000               0.0   
 12454  USAZZY1             0.714            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.811           0.000  ...           NaN          NaN   
 1            -1.813           0.000  ...           NaN          NaN   
 2            -1.873           0.000  ...           NaN        400.0   
 3            -1.853           0.000  ...           NaN          NaN   
 4            -1.973           0.000  ...           NaN       5906.0   
 5            -1.417           0.000  ...           NaN        291.0   
 6            -1.803           0.000  ...           NaN          NaN   
 7            -1.767           0.000  ...           NaN          NaN   
 8            -0.828           0.000  ...           NaN          NaN   
 9            -1.912           0.865  ...           NaN      29000.0   
 10           -1.600           0.000  ...           NaN      17500.0   
 11           -1.555           0.000  ...           NaN          NaN   
 12           -1.760           0.000  ...           NaN          NaN   
 13           -1.659           0.000  ...           NaN          NaN   
 14           -1.813           0.000  ...           NaN          NaN   
 15           -1.719           0.000  ...           NaN          NaN   
 16           -1.302           0.000  ...           NaN       3860.0   
 17            0.218           0.000  ...           NaN       5859.0   
 18           -1.384           0.000  ...           NaN          NaN   
 19           -1.773           0.000  ...           NaN          NaN   
 20           -0.688           0.000  ...           NaN          NaN   
 21           -1.455           1.000  ...           NaN          NaN   
 22           -0.909           0.000  ...           NaN          NaN   
 23           -1.825           0.000  ...           NaN      20550.0   
 24           -1.470           0.000  ...           NaN          NaN   
 25           -1.565           0.000  ...           NaN          NaN   
 26           -1.811           0.000  ...           NaN          NaN   
 27           -1.503           0.000  ...           NaN        240.0   
 28           -1.355           0.000  ...           NaN       5448.0   
 29           -1.739           0.000  ...           NaN       6070.0   
 ...             ...             ...  ...           ...          ...   
 12425        -1.813           0.000  ...           NaN          NaN   
 12426        -0.462           0.000  ...           NaN          NaN   
 12427        -0.608           0.000  ...           NaN          NaN   
 12428         0.216           0.000  ...           NaN          NaN   
 12429        -1.029           0.000  ...           NaN      10000.0   
 12430        -0.185           0.000  ...           NaN       6300.0   
 12431        -0.298           0.000  ...           NaN          NaN   
 12432        -1.315           0.000  ...           NaN          NaN   
 12433         0.233           0.000  ...           NaN      86400.0   
 12434        -0.278           0.000  ...           NaN          NaN   
 12435        -0.541           0.000  ...           NaN      24219.0   
 12436         0.308           0.000  ...           NaN       2000.0   
 12437        -1.709           0.000  ...           NaN       2000.0   
 12438        -1.632           0.000  ...           NaN      22000.0   
 12439        -0.849           0.000  ...           NaN          NaN   
 12440         0.323           0.000  ...           NaN     204900.0   
 12441        -1.034           0.000  ...           NaN          NaN   
 12442        -1.445           1.000  ...           NaN      26100.0   
 12443         0.633           0.000  ...           NaN          NaN   
 12444        -0.409           0.000  ...           NaN          NaN   
 12445        -0.879           0.000  ...           NaN          NaN   
 12446        -0.073           0.000  ...           NaN   15778000.0   
 12447         0.527           0.000  ...           NaN      26082.0   
 12448        -0.990           1.000  ...           NaN          NaN   
 12449        -0.473           0.000  ...           NaN          0.0   
 12450        -0.264           0.000  ...           NaN       3299.0   
 12451        -0.512           1.000  ...           NaN          NaN   
 12452        -0.417           0.000  ...           NaN          NaN   
 12453         0.422           0.000  ...           NaN     360000.0   
 12454         0.486           0.000  ...           NaN      40300.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.365106e+10  0.161290   12.923046    9.112164   
 1             NaN     6.287751e+09  0.000000   15.804543   11.538531   
 2             NaN     6.489478e+10  2.642948   23.759564   21.088234   
 3             NaN     3.131165e+10  1.994150   20.431926   18.468184   
 4             NaN     5.015017e+10  2.598870   18.519791   14.656252   
 5             NaN     1.850266e+11  0.424628   16.066226   13.369114   
 6             NaN     1.172826e+10  6.291391   18.612175   12.797883   
 7             NaN     7.733540e+10  0.000000   19.548072   14.360454   
 8             NaN     1.304292e+10  0.604534   37.933453   30.799814   
 9             NaN     4.253665e+10  1.888247   16.871864   13.745869   
 10            NaN     2.750885e+10  0.000000   37.000491   28.693224   
 11            NaN     2.351384e+10  1.333969   14.223490   11.637604   
 12            NaN     6.878469e+09  2.443454   13.880662    9.975652   
 13            NaN     2.106797e+10  1.302023   21.533618   19.163309   
 14            NaN     1.198069e+10  1.270379   13.140538    9.123704   
 15            NaN     4.165671e+10  1.576355   24.212369   21.550381   
 16            NaN     4.165671e+10  1.576355   26.087835   23.397852   
 17            NaN     1.991905e+10  0.269663   23.657473   17.603431   
 18            NaN     2.516293e+10  2.231596   23.425711   20.520884   
 19            NaN     1.018924e+11  3.345531   23.940272   19.345603   
 20            NaN     1.338126e+11  0.000000   33.123813   28.740750   
 21            NaN     1.093522e+11  2.279982   22.602301   19.657566   
 22            NaN     1.376184e+10  0.000000   35.570414   32.892874   
 23            NaN     9.012700e+10  0.000000   17.013145   13.271054   
 24            NaN     4.254112e+10  3.265687   21.469050   18.746181   
 25            NaN     2.595844e+10  0.000000   22.078309   18.828183   
 26            NaN     8.420643e+09  1.887505   11.233892    8.212421   
 27            NaN     8.420643e+09  1.887505   30.261499   28.548831   
 28            NaN     7.153279e+10  2.931229   17.126882   14.295095   
 29            NaN     3.455061e+11  2.406015   20.085891   17.827527   
 ...           ...              ...       ...         ...         ...   
 12425         NaN     5.056250e+06       NaN   19.064562   13.990297   
 12426         NaN     9.505325e+06  0.000000   64.601719   62.344143   
 12427         NaN     2.231800e+06  0.000000   58.647168   55.715480   
 12428         NaN     4.904000e+05  0.000000   78.141653   74.802120   
 12429     1207.52     1.145250e+06  0.000000   75.773784   73.346924   
 12430     2216.83     6.855960e+07       NaN   71.772263   68.871527   
 12431         NaN     3.416150e+05       NaN   60.631146   57.522371   
 12432         NaN     1.967420e+06       NaN   57.506072   55.257608   
 12433    55382.12     1.257728e+07  0.000000   86.275761   83.366139   
 12434         NaN     5.030700e+01  0.000000   41.816291   35.957601   
 12435    35919.41     2.762375e+07  0.000000  106.673083  105.243202   
 12436     1226.91     2.384800e+06  0.000000  141.213745  139.325912   
 12437    18127.14     6.723640e+07  1.090909   37.728333   33.779761   
 12438     5187.04     3.286050e+06       NaN   82.256672   80.713155   
 12439         NaN     1.482800e+05  0.000000   53.697801   50.320816   
 12440      237.24     1.112200e+06  0.000000  132.802907  130.836080   
 12441         NaN     5.964600e+06  0.000000   79.353834   77.160054   
 12442  1293276.95     3.107396e+10  4.748804   19.884588   16.507130   
 12443         NaN     1.591600e+03  0.000000   54.951194   47.215773   
 12444         NaN     1.956780e+06  0.000000   73.293024   70.568878   
 12445         NaN     2.538600e+06  0.000000   45.673514   40.650937   
 12446    22187.01     1.038744e+06       NaN   71.127978   67.959632   
 12447    25448.90     3.007680e+07       NaN   80.644410   76.554553   
 12448         NaN     3.525000e+05  0.000000   59.807070   57.225446   
 12449         NaN     1.055492e+07  0.000000   73.102384   68.801405   
 12450    18574.69     2.782650e+07  0.000000   65.165290   62.171185   
 12451         NaN     1.492190e+06       NaN   62.733729   59.623914   
 12452         NaN     3.367200e+05       NaN   34.352698   28.725895   
 12453     1138.17     1.097390e+06  0.000000  159.077398  157.348624   
 12454  1473027.64     8.155685e+08  0.591279   36.448861   27.339285   
 
        HistBeta  PredBeta  DataDate  
 0      0.001012  0.158027  20040827  
 1      0.000041  0.111091  20040827  
 2     -0.032622  0.155503  20040827  
 3     -0.021426  0.326656  20040827  
 4     -0.086550  0.172646  20040827  
 5      0.215277  0.471162  20040827  
 6      0.005341  0.065975  20040827  
 7      0.025265  0.125790  20040827  
 8      0.534893  1.027449  20040827  
 9     -0.053859  0.079005  20040827  
 10     0.115830  0.654218  20040827  
 11     0.140230  0.361824  20040827  
 12     0.028963  0.275831  20040827  
 13     0.083631  0.361842  20040827  
 14     0.000041  0.098364  20040827  
 15     0.051194  0.278198  20040827  
 16     0.277797  0.467122  20040827  
 17     1.102956  1.228825  20040827  
 18     0.232994  0.533690  20040827  
 19     0.021824  0.214515  20040827  
 20     0.610749  0.797659  20040827  
 21     0.194421  0.395844  20040827  
 22     0.490668  0.825014  20040827  
 23    -0.006189  0.288039  20040827  
 24     0.186251  0.509684  20040827  
 25     0.134981  0.503121  20040827  
 26     0.001152  0.209351  20040827  
 27     0.168410  0.454800  20040827  
 28     0.248761  0.399952  20040827  
 29     0.040126  0.310342  20040827  
 ...         ...       ...       ...  
 12425  0.000041  0.093668  20040827  
 12426  0.733470  0.945228  20040827  
 12427  0.654543  1.030342  20040827  
 12428  1.101682  1.419220  20040827  
 12429  0.425593  0.951634  20040827  
 12430  0.884174  1.211673  20040827  
 12431  0.822651  1.135539  20040827  
 12432  0.270453  0.650350  20040827  
 12433  1.111053  1.388916  20040827  
 12434  0.833342  1.271653  20040827  
 12435  0.690556  0.976646  20040827  
 12436  1.151513  1.430843  20040827  
 12437  0.056838  0.396741  20040827  
 12438  0.098175  0.473929  20040827  
 12439  0.523459  0.944810  20040827  
 12440  1.160006  1.437475  20040827  
 12441  0.423282  0.764479  20040827  
 12442  0.199730  0.301563  20040827  
 12443  1.328027  1.544971  20040827  
 12444  0.762607  1.141398  20040827  
 12445  0.507249  0.988099  20040827  
 12446  0.945058  1.312442  20040827  
 12447  1.270550  1.572766  20040827  
 12448  0.446862  0.789604  20040827  
 12449  0.727527  1.009531  20040827  
 12450  0.840866  1.177599  20040827  
 12451  0.706443  1.032103  20040827  
 12452  0.758264  1.168052  20040827  
 12453  1.213688  1.468770  20040827  
 12454  1.248298  1.404238  20040827  
 
 [12455 rows x 92 columns],
 '20040830':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.481            0.000               0.0   
 1      USA0011             0.619            0.000               0.0   
 2      USA0031            -0.616            0.000               0.0   
 3      USA0062             0.356            0.432               0.0   
 4      USA00E2            -0.623            0.000               0.0   
 5      USA00F1             0.148            0.000               0.0   
 6      USA00G2             0.846            0.000               0.0   
 7      USA00H1            -0.860            0.000               0.0   
 8      USA00I1            -0.851            0.000               0.0   
 9      USA00J1             0.351            0.000               0.0   
 10     USA00K1            -0.079            0.000               0.0   
 11     USA00P1             0.051            0.000               0.0   
 12     USA00R1             0.110            0.000               0.0   
 13     USA00S1            -0.231            0.000               0.0   
 14     USA00V1            -0.202            0.000               0.0   
 15     USA0131             0.407            1.000               0.0   
 16     USA0161             0.442            1.000               0.0   
 17     USA01I1            -1.204            0.000               0.0   
 18     USA01J2            -0.044            0.000               0.0   
 19     USA01L1             0.245            0.000               0.0   
 20     USA01P1            -0.324            0.000               0.0   
 21     USA01Q1             0.068            0.000               0.0   
 22     USA0202            -0.379            0.000               0.0   
 23     USA0231            -0.022            0.000               0.0   
 24     USA0281             0.210            0.000               0.0   
 25     USA0291            -0.062            0.000               0.0   
 26     USA02A1             0.309            0.000               0.0   
 27     USA02B1             0.353            0.000               0.0   
 28     USA02H1            -0.042            0.000               0.0   
 29     USA02P1             0.294            0.144               0.0   
 ...        ...               ...              ...               ...   
 12424  USAZY41             0.414            0.000               0.0   
 12425  USAZY51            -0.585            0.000               0.0   
 12426  USAZY61            -0.125            0.000               0.0   
 12427  USAZY71            -0.541            0.000               0.0   
 12428  USAZYI1            -2.612            0.000               0.0   
 12429  USAZYJ1            -0.663            0.000               0.0   
 12430  USAZYK1            -0.064            0.000               0.0   
 12431  USAZYM1            -0.313            0.000               0.0   
 12432  USAZYR1            -2.666            0.000               0.0   
 12433  USAZYS1            -0.713            0.000               0.0   
 12434  USAZYT1            -2.299            0.000               0.0   
 12435  USAZYV1            -2.666            0.000               0.0   
 12436  USAZYX1             1.175            0.000               0.0   
 12437  USAZZ41             2.714            0.000               0.0   
 12438  USAZZ51            -0.293            0.000               0.0   
 12439  USAZZ61            -0.785            0.000               0.0   
 12440  USAZZ71            -0.108            0.000               0.0   
 12441  USAZZ81             0.170            0.000               0.0   
 12442  USAZZ91            -0.894            0.000               0.0   
 12443  USAZZA1            -0.573            0.000               0.0   
 12444  USAZZB1            -0.331            0.000               0.0   
 12445  USAZZD1            -2.666            0.000               0.0   
 12446  USAZZF1            -1.075            0.000               0.0   
 12447  USAZZI1            -0.106            0.000               0.0   
 12448  USAZZJ1             2.714            0.000               0.0   
 12449  USAZZL1            -2.666            0.000               0.0   
 12450  USAZZP1            -0.284            0.000               0.0   
 12451  USAZZR1            -0.648            0.000               0.0   
 12452  USAZZX1            -1.326            0.000               0.0   
 12453  USAZZY1            -1.455            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.800           0.000  ...           NaN          NaN   
 1            -1.802           0.000  ...           NaN          NaN   
 2            -1.860           0.000  ...           NaN        400.0   
 3            -1.836           0.000  ...           NaN          NaN   
 4            -1.961           0.000  ...           NaN       5906.0   
 5            -1.410           0.000  ...           NaN        291.0   
 6            -1.792           0.000  ...           NaN          NaN   
 7            -1.757           0.000  ...           NaN          NaN   
 8            -0.836           0.000  ...           NaN          NaN   
 9            -1.898           0.865  ...           NaN      29000.0   
 10           -1.598           0.000  ...           NaN          NaN   
 11           -1.545           0.000  ...           NaN          NaN   
 12           -1.749           0.000  ...           NaN          NaN   
 13           -1.649           0.000  ...           NaN          NaN   
 14           -1.802           0.000  ...           NaN          NaN   
 15           -1.702           0.000  ...           NaN          NaN   
 16           -1.296           0.000  ...           NaN       1545.0   
 17            0.203           0.000  ...           NaN       5859.0   
 18           -1.381           0.000  ...           NaN          NaN   
 19           -1.758           0.000  ...           NaN          NaN   
 20           -0.698           0.000  ...           NaN          NaN   
 21           -1.452           1.000  ...           NaN          NaN   
 22           -0.905           0.000  ...           NaN          NaN   
 23           -1.812           0.000  ...           NaN      20550.0   
 24           -1.464           0.000  ...           NaN          NaN   
 25           -1.560           0.000  ...           NaN          NaN   
 26           -1.800           0.000  ...           NaN          NaN   
 27           -1.485           0.000  ...           NaN        435.0   
 28           -1.348           0.000  ...           NaN       5448.0   
 29           -1.727           0.000  ...           NaN       6070.0   
 ...             ...             ...  ...           ...          ...   
 12424        -1.802           0.000  ...           NaN          NaN   
 12425        -0.484           0.000  ...           NaN          NaN   
 12426        -0.607           0.000  ...           NaN          NaN   
 12427         0.216           0.000  ...           NaN       7150.0   
 12428        -1.111           0.000  ...           NaN       5000.0   
 12429        -0.165           0.000  ...           NaN       3000.0   
 12430        -0.301           0.000  ...           NaN          NaN   
 12431        -1.302           0.000  ...           NaN          NaN   
 12432         0.127           0.000  ...           NaN      36750.0   
 12433        -0.301           0.000  ...           NaN          NaN   
 12434        -0.550           0.000  ...           NaN      39375.0   
 12435         0.115           0.000  ...           NaN      11000.0   
 12436        -1.689           0.000  ...           NaN        100.0   
 12437        -1.493           0.000  ...           NaN      36400.0   
 12438        -0.842           0.000  ...           NaN          NaN   
 12439         0.315           0.000  ...           NaN      29650.0   
 12440        -1.028           0.000  ...           NaN          NaN   
 12441        -1.438           1.000  ...           NaN      16000.0   
 12442         0.625           0.000  ...           NaN          NaN   
 12443        -0.403           0.000  ...           NaN      22500.0   
 12444        -0.864           0.000  ...           NaN          NaN   
 12445        -0.187           0.000  ...           NaN   66304850.0   
 12446         0.522           0.000  ...           NaN      16300.0   
 12447        -1.037           1.000  ...           NaN          NaN   
 12448        -0.306           0.000  ...           NaN          0.0   
 12449        -0.372           0.000  ...           NaN       1000.0   
 12450        -0.513           1.000  ...           NaN        134.0   
 12451        -0.411           0.000  ...           NaN          NaN   
 12452         0.419           0.000  ...           NaN          NaN   
 12453         0.452           0.000  ...           NaN      38000.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.277146e+10  0.161290   12.674187    8.799059   
 1             NaN     6.243737e+09  0.000000   15.459093   11.183969   
 2             NaN     6.444141e+10  2.642948   23.099035   20.396342   
 3             NaN     3.064179e+10  1.994150   19.839226   17.815773   
 4             NaN     4.912370e+10  2.598870   18.110407   14.206405   
 5             NaN     1.849222e+11  0.424628   15.714139   12.898495   
 6             NaN     1.158543e+10  6.291391   18.285449   12.397501   
 7             NaN     7.646719e+10  0.000000   19.252830   13.966725   
 8             NaN     1.279010e+10  0.604534   37.049382   29.775003   
 9             NaN     4.260961e+10  1.888247   16.464831   13.320330   
 10            NaN     2.688671e+10  0.000000   35.958482   27.692767   
 11            NaN     2.344895e+10  1.333969   13.901295   11.229591   
 12            NaN     6.835389e+09  2.443454   13.591925    9.627349   
 13            NaN     2.080903e+10  1.302023   20.929371   18.498494   
 14            NaN     1.189465e+10  1.270379   12.876433    8.825949   
 15            NaN     4.156056e+10  1.576355   23.471943   20.786017   
 16            NaN     4.156056e+10  1.576355   25.331330   22.583022   
 17            NaN     1.960585e+10  0.269663   23.456473   17.207565   
 18            NaN     2.466786e+10  2.231596   22.750089   19.784582   
 19            NaN     1.021599e+11  3.345531   23.237061   18.678835   
 20            NaN     1.307886e+11  0.000000   32.238756   27.730814   
 21            NaN     1.084475e+11  2.279982   21.875160   18.853873   
 22            NaN     1.350575e+10  0.000000   34.442940   31.661134   
 23            NaN     8.992216e+10  0.000000   16.550514   12.808284   
 24            NaN     4.223119e+10  3.265687   20.919572   18.077625   
 25            NaN     2.569282e+10  0.000000   21.477126   18.133736   
 26            NaN     8.403446e+09  1.887505   11.050524    7.966442   
 27            NaN     8.403446e+09  1.887505   29.299187   27.521329   
 28            NaN     7.206829e+10  2.931229   16.687471   13.797517   
 29            NaN     3.433975e+11  2.406015   19.533044   17.168429   
 ...           ...              ...       ...         ...         ...   
 12424         NaN     5.056250e+06       NaN   18.654623   13.546636   
 12425         NaN     9.505325e+06  0.000000   62.846927   60.548865   
 12426         NaN     2.231800e+06  0.000000   56.585041   53.493854   
 12427      252.47     4.904000e+05  0.000000   73.953941   70.245803   
 12428     1224.55     1.272500e+06  0.000000   72.825555   70.363264   
 12429     2593.82     6.855960e+07       NaN   69.588723   66.534062   
 12430         NaN     3.416150e+05       NaN   59.801484   56.607766   
 12431         NaN     1.967420e+06       NaN   55.772112   53.488108   
 12432    55980.67     1.368704e+07  0.000000   84.291814   81.414447   
 12433         NaN     5.030700e+01  0.000000   40.848680   34.770561   
 12434    35912.56     2.812600e+07  0.000000  103.162685  101.639295   
 12435     1083.90     3.338720e+06  0.000000  139.848733  137.934326   
 12436    18436.14     6.697680e+07  1.090909   36.592313   32.640850   
 12437     4996.25     2.940150e+06       NaN   81.281888   79.762532   
 12438         NaN     1.482800e+05  0.000000   52.075166   48.550580   
 12439      229.99     1.112200e+06  0.000000  128.400714  126.325647   
 12440         NaN     5.964600e+06  0.000000   76.419645   74.162262   
 12441  1320442.05     3.106530e+10  4.748804   18.621393   15.008190   
 12442         NaN     1.591600e+03  0.000000   53.339422   45.353392   
 12443     5006.90     1.956780e+06  0.000000   70.833637   67.973898   
 12444         NaN     2.538600e+06  0.000000   44.119529   39.179038   
 12445    30902.99     1.558116e+06       NaN   68.850798   65.730145   
 12446    19398.25     3.007680e+07       NaN   78.099253   73.785246   
 12447         NaN     3.525000e+05  0.000000   57.700110   55.085705   
 12448         NaN     9.684023e+06  0.000000   71.861759   67.291823   
 12449    19290.62     2.996700e+07  0.000000   63.999897   61.350956   
 12450     3099.87     1.492190e+06       NaN   65.647194   62.775325   
 12451         NaN     3.367200e+05       NaN   33.736710   27.783718   
 12452         NaN     1.097390e+06  0.000000  153.760274  151.882652   
 12453  1492487.43     8.183478e+08  0.591279   35.763472   26.490085   
 
        HistBeta  PredBeta  DataDate  
 0      0.001038  0.170689  20040830  
 1      0.000060  0.124709  20040830  
 2     -0.031550  0.160066  20040830  
 3     -0.018455  0.334750  20040830  
 4     -0.086480  0.158380  20040830  
 5      0.213559  0.474583  20040830  
 6      0.005853  0.084736  20040830  
 7      0.024711  0.101712  20040830  
 8      0.526777  1.002017  20040830  
 9     -0.052071  0.085629  20040830  
 10     0.111438  0.647592  20040830  
 11     0.140358  0.364533  20040830  
 12     0.029014  0.278370  20040830  
 13     0.083524  0.354003  20040830  
 14     0.000060  0.092596  20040830  
 15     0.054667  0.291754  20040830  
 16     0.275993  0.479172  20040830  
 17     1.093250  1.191025  20040830  
 18     0.229464  0.528186  20040830  
 19     0.024123  0.219392  20040830  
 20     0.602103  0.785364  20040830  
 21     0.190833  0.396635  20040830  
 22     0.488837  0.812463  20040830  
 23    -0.005400  0.276708  20040830  
 24     0.184393  0.516622  20040830  
 25     0.131949  0.497193  20040830  
 26     0.001335  0.214215  20040830  
 27     0.173182  0.462989  20040830  
 28     0.247429  0.400470  20040830  
 29     0.041171  0.321993  20040830  
 ...         ...       ...       ...  
 12424  0.000060  0.101468  20040830  
 12425  0.718689  0.922165  20040830  
 12426  0.651408  1.025440  20040830  
 12427  1.100157  1.411458  20040830  
 12428  0.376883  0.849398  20040830  
 12429  0.892188  1.246496  20040830  
 12430  0.818347  1.111317  20040830  
 12431  0.272462  0.638451  20040830  
 12432  1.051854  1.273952  20040830  
 12433  0.818385  1.243065  20040830  
 12434  0.682499  0.915221  20040830  
 12435  1.044868  1.355463  20040830  
 12436  0.061850  0.402776  20040830  
 12437  0.168314  0.541691  20040830  
 12438  0.523622  0.942033  20040830  
 12439  1.153811  1.412214  20040830  
 12440  0.421993  0.752808  20040830  
 12441  0.198592  0.314828  20040830  
 12442  1.323165  1.503772  20040830  
 12443  0.762652  1.128549  20040830  
 12444  0.511599  0.967637  20040830  
 12445  0.880523  1.199387  20040830  
 12446  1.266853  1.580243  20040830  
 12447  0.417395  0.754772  20040830  
 12448  0.815603  1.134877  20040830  
 12449  0.779704  1.020671  20040830  
 12450  0.702862  0.979692  20040830  
 12451  0.758604  1.158572  20040830  
 12452  1.210779  1.485604  20040830  
 12453  1.228546  1.356023  20040830  
 
 [12454 rows x 92 columns],
 '20040831':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.001            0.000               0.0   
 1      USA0011             0.865            0.000               0.0   
 2      USA0031            -0.026            0.000               0.0   
 3      USA0062             1.693            0.431               0.0   
 4      USA00E2             0.007            0.000               0.0   
 5      USA00F1             1.276            0.000               0.0   
 6      USA00G2             0.477            0.000               0.0   
 7      USA00H1             0.622            0.000               0.0   
 8      USA00I1            -0.879            0.000               0.0   
 9      USA00J1             0.658            0.000               0.0   
 10     USA00K1            -1.163            0.000               0.0   
 11     USA00P1             0.104            0.000               0.0   
 12     USA00R1            -0.162            0.000               0.0   
 13     USA00S1             0.465            0.000               0.0   
 14     USA00V1             0.461            0.000               0.0   
 15     USA0131             0.664            1.000               0.0   
 16     USA0161             0.066            1.000               0.0   
 17     USA01I1             0.514            0.000               0.0   
 18     USA01J2            -0.240            0.000               0.0   
 19     USA01L1             0.583            0.000               0.0   
 20     USA01P1             0.014            0.000               0.0   
 21     USA01Q1             1.981            0.000               0.0   
 22     USA0202             0.381            0.000               0.0   
 23     USA0231            -0.436            0.000               0.0   
 24     USA0281             2.314            0.000               0.0   
 25     USA0291            -0.448            0.000               0.0   
 26     USA02A1            -0.019            0.000               0.0   
 27     USA02B1            -0.175            0.000               0.0   
 28     USA02H1             0.178            0.000               0.0   
 29     USA02P1             0.288            0.143               0.0   
 ...        ...               ...              ...               ...   
 12432  USAZY41             0.186            0.000               0.0   
 12433  USAZY51             0.054            0.000               0.0   
 12434  USAZY61             0.376            0.000               0.0   
 12435  USAZY71             0.092            0.000               0.0   
 12436  USAZYI1             2.582            0.000               0.0   
 12437  USAZYJ1             0.708            0.000               0.0   
 12438  USAZYK1             2.617            0.000               0.0   
 12439  USAZYM1             0.504            0.000               0.0   
 12440  USAZYR1             0.240            0.000               0.0   
 12441  USAZYS1            -0.045            0.000               0.0   
 12442  USAZYT1             2.671            0.000               0.0   
 12443  USAZYV1            -0.027            0.000               0.0   
 12444  USAZYX1             2.440            0.000               0.0   
 12445  USAZZ41            -2.797            0.000               0.0   
 12446  USAZZ51            -0.067            0.000               0.0   
 12447  USAZZ61            -2.797            0.000               0.0   
 12448  USAZZ71             2.859            0.000               0.0   
 12449  USAZZ81             0.984            0.000               0.0   
 12450  USAZZ91             1.207            0.000               0.0   
 12451  USAZZA1             0.249            0.000               0.0   
 12452  USAZZB1            -0.060            0.000               0.0   
 12453  USAZZD1            -0.186            0.000               0.0   
 12454  USAZZF1            -0.924            0.000               0.0   
 12455  USAZZI1             0.811            0.000               0.0   
 12456  USAZZJ1            -1.845            0.000               0.0   
 12457  USAZZL1            -2.797            0.000               0.0   
 12458  USAZZP1             1.088            0.000               0.0   
 12459  USAZZR1             0.007            0.000               0.0   
 12460  USAZZX1             2.511            0.000               0.0   
 12461  USAZZY1             1.577            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 12456               0.0              0.0           0.0          0.000   
 12457               0.0              0.0           0.0          0.000   
 12458               0.0              0.0           0.0          0.000   
 12459               0.0              0.0           0.0          0.000   
 12460               0.0              0.0           0.0          0.000   
 12461               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.812           0.000  ...           NaN       5275.0   
 1            -1.814           0.000  ...           NaN          0.0   
 2            -1.873           0.000  ...           NaN        400.0   
 3            -1.884           0.000  ...           NaN        420.0   
 4            -1.972           0.000  ...           NaN       5906.0   
 5            -1.441           0.000  ...           NaN        550.0   
 6            -1.804           0.000  ...           NaN          0.0   
 7            -1.768           0.000  ...           NaN          0.0   
 8            -0.842           0.000  ...           NaN       5805.0   
 9            -1.911           0.864  ...           NaN      29000.0   
 10           -1.607           0.000  ...           NaN          0.0   
 11           -1.557           0.000  ...           NaN          NaN   
 12           -1.761           0.000  ...           NaN          NaN   
 13           -1.666           0.000  ...           NaN       4457.0   
 14           -1.814           0.000  ...           NaN          NaN   
 15           -1.732           0.000  ...           NaN        324.0   
 16           -1.308           0.000  ...           NaN          NaN   
 17            0.207           0.000  ...           NaN       5859.0   
 18           -1.391           0.000  ...           NaN       3300.0   
 19           -1.763           0.000  ...           NaN      16464.0   
 20           -0.705           0.000  ...           NaN      67620.0   
 21           -1.491           1.000  ...           NaN        545.0   
 22           -0.917           0.000  ...           NaN     331320.0   
 23           -1.825           0.000  ...           NaN      20550.0   
 24           -1.510           0.000  ...           NaN        540.0   
 25           -1.572           0.000  ...           NaN       3200.0   
 26           -1.812           0.000  ...           NaN          0.0   
 27           -1.498           0.000  ...           NaN          NaN   
 28           -1.359           0.000  ...           NaN       5448.0   
 29           -1.748           0.000  ...           NaN        800.0   
 ...             ...             ...  ...           ...          ...   
 12432        -1.814           0.000  ...           NaN          NaN   
 12433        -0.482           0.000  ...           NaN          NaN   
 12434        -0.610           0.000  ...           NaN          NaN   
 12435         0.219           0.000  ...           NaN       1000.0   
 12436        -1.162           0.000  ...           NaN       5000.0   
 12437        -0.182           0.000  ...           NaN          NaN   
 12438        -0.335           0.000  ...           NaN      12800.0   
 12439        -1.312           0.000  ...           NaN          NaN   
 12440         0.131           0.000  ...           NaN      23915.0   
 12441        -0.302           0.000  ...           NaN        582.0   
 12442        -0.629           0.000  ...           NaN      16980.0   
 12443         0.116           0.000  ...           NaN          NaN   
 12444        -1.736           0.000  ...           NaN       5600.0   
 12445        -1.418           0.000  ...           NaN      24005.0   
 12446        -0.849           0.000  ...           NaN          NaN   
 12447         0.436           0.000  ...           NaN     358588.0   
 12448        -1.120           0.000  ...           NaN      40000.0   
 12449        -1.449           1.000  ...           NaN      24600.0   
 12450         0.637           0.000  ...           NaN       7200.0   
 12451        -0.407           0.000  ...           NaN          NaN   
 12452        -0.876           0.000  ...           NaN          NaN   
 12453        -0.187           0.000  ...           NaN   22974890.0   
 12454         0.519           0.000  ...           NaN       2500.0   
 12455        -1.042           1.000  ...           NaN          NaN   
 12456        -0.279           0.000  ...           NaN          0.0   
 12457        -0.342           0.000  ...           NaN        700.0   
 12458        -0.516           1.000  ...           NaN        134.0   
 12459        -0.415           0.000  ...           NaN          NaN   
 12460         0.391           0.000  ...           NaN       1000.0   
 12461         0.436           0.000  ...           NaN      68000.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.261153e+10  0.159642   12.497772    8.666383   
 1             NaN     6.344341e+09  0.000000   15.394872   11.147094   
 2             NaN     6.517619e+10  2.494603   22.756362   20.087757   
 3             NaN     3.089943e+10  2.084491   19.992571   17.864868   
 4             NaN     4.875044e+10  2.515723   17.846373   13.964843   
 5             NaN     1.858615e+11  0.421112   15.900524   13.056930   
 6             NaN     1.172826e+10  6.427605   18.135176   12.321863   
 7             NaN     7.683002e+10  0.000000   19.033952   13.794458   
 8             NaN     1.290907e+10  0.691244   36.538573   29.333353   
 9             NaN     4.280417e+10  1.856061   16.387557   13.245787   
 10            NaN     2.671856e+10  0.000000   35.602980   27.324683   
 11            NaN     2.346074e+10  1.408097   13.677907   11.059572   
 12            NaN     6.865213e+09  2.381335   13.384802    9.490837   
 13            NaN     2.079962e+10  1.267542   20.675000   18.253185   
 14            NaN     1.217809e+10  1.246883   12.785652    8.724598   
 15            NaN     4.184100e+10  1.531980   23.200083   20.553252   
 16            NaN     4.184100e+10  1.531980   24.941063   22.240176   
 17            NaN     1.966240e+10  0.265487   23.148087   16.913378   
 18            NaN     2.482150e+10  2.255846   22.441654   19.446302   
 19            NaN     1.042994e+11  3.282051   23.019310   18.441225   
 20            NaN     1.289330e+11  0.000000   31.729082   27.286867   
 21            NaN     1.093278e+11  2.236636   22.128273   18.974250   
 22            NaN     1.364054e+10  0.000000   33.885515   31.156596   
 23            NaN     8.920524e+10  0.000000   16.354591   12.616255   
 24            NaN     4.225118e+10  3.312825   21.447093   18.385811   
 25            NaN     2.600674e+10  0.000000   21.206915   17.879360   
 26            NaN     8.477965e+09  1.690331   10.892518    7.852903   
 27            NaN     8.477965e+09  1.690331   28.774992   27.087715   
 28            NaN     7.248695e+10  2.793821   16.435213   13.594542   
 29            NaN     3.457170e+11  2.439768   19.295251   16.936856   
 ...           ...              ...       ...         ...         ...   
 12432         NaN     5.056250e+06       NaN   18.455563   13.413397   
 12433         NaN     9.505325e+06  0.000000   62.144099   59.864061   
 12434         NaN     2.231800e+06  0.000000   56.226721   53.168290   
 12435      241.90     4.904000e+05  0.000000   73.408998   69.684524   
 12436     1189.34     1.145250e+06  0.000000   73.037950   70.652922   
 12437         NaN     6.855960e+07       NaN   68.765203   65.736087   
 12438      219.08     6.832300e+03       NaN   58.954972   55.694188   
 12439         NaN     1.967420e+06       NaN   55.721407   53.495798   
 12440    53838.30     1.368704e+07  0.000000   83.077749   80.283435   
 12441         NaN     5.030700e+01  0.000000   40.216050   34.161685   
 12442    34658.36     2.461025e+07  0.000000  102.753514  101.288044   
 12443         NaN     3.338720e+06  0.000000  137.706471  135.957852   
 12444    21326.77     6.552304e+07  1.980983   36.630698   32.536758   
 12445     4872.81     3.286050e+06       NaN   80.749932   79.185557   
 12446         NaN     1.482800e+05  0.000000   51.224994   47.706686   
 12447      268.43     1.668300e+06  0.000000  132.862761  130.795167   
 12448     1245.23     3.578760e+06  0.000000   77.176570   74.865790   
 12449  1315165.05     3.119261e+10  4.740299   18.578957   14.918717   
 12450       81.17     1.591600e+03  0.000000   52.817964   44.708468   
 12451         NaN     1.956780e+06  0.000000   70.210856   67.414532   
 12452         NaN     2.538600e+06  0.000000   43.514556   38.589791   
 12453    32631.25     1.558116e+06       NaN   72.001921   69.407294   
 12454    18700.60     3.045276e+07       NaN   77.314529   73.100186   
 12455         NaN     3.525000e+05  0.000000   56.893504   54.203907   
 12456         NaN     1.004967e+07  0.000000   70.910445   66.374194   
 12457    18529.91     3.125130e+07  0.000000   63.486562   60.826241   
 12458     3100.18     1.492190e+06       NaN   63.228364   60.265814   
 12459         NaN     3.367200e+05       NaN   33.202998   27.373018   
 12460     1138.58     9.876510e+05  0.000000  151.747061  149.838434   
 12461  1506154.36     8.143333e+08  0.606750   35.651672   26.292454   
 
        HistBeta  PredBeta  DataDate  
 0      0.001006  0.156284  20040831  
 1      0.000042  0.128293  20040831  
 2     -0.031746  0.162442  20040831  
 3     -0.037765  0.355146  20040831  
 4     -0.085574  0.162407  20040831  
 5      0.201690  0.491499  20040831  
 6      0.005526  0.081623  20040831  
 7      0.024698  0.118976  20040831  
 8      0.526007  0.996788  20040831  
 9     -0.052406  0.097771  20040831  
 10     0.112232  0.635383  20040831  
 11     0.139056  0.358183  20040831  
 12     0.028873  0.268803  20040831  
 13     0.080023  0.359598  20040831  
 14     0.000042  0.096508  20040831  
 15     0.044583  0.289013  20040831  
 16     0.274034  0.474680  20040831  
 17     1.093661  1.223569  20040831  
 18     0.228688  0.521971  20040831  
 19     0.027609  0.232041  20040831  
 20     0.599835  0.783415  20040831  
 21     0.175055  0.426487  20040831  
 22     0.485220  0.813920  20040831  
 23    -0.005996  0.264884  20040831  
 24     0.164622  0.554897  20040831  
 25     0.131140  0.483060  20040831  
 26     0.001223  0.199843  20040831  
 27     0.170777  0.451405  20040831  
 28     0.246488  0.400952  20040831  
 29     0.035512  0.318904  20040831  
 ...         ...       ...       ...  
 12432  0.000042  0.095097  20040831  
 12433  0.720721  0.929111  20040831  
 12434  0.651272  1.021450  20040831  
 12435  1.100260  1.429355  20040831  
 12436  0.352978  0.906507  20040831  
 12437  0.883003  1.253142  20040831  
 12438  0.800094  1.146571  20040831  
 12439  0.271387  0.639294  20040831  
 12440  1.052298  1.228168  20040831  
 12441  0.818346  1.247222  20040831  
 12442  0.641286  0.975136  20040831  
 12443  1.044305  1.282246  20040831  
 12444  0.042259  0.431920  20040831  
 12445  0.214252  0.524316  20040831  
 12446  0.522369  0.936145  20040831  
 12447  1.217620  1.427056  20040831  
 12448  0.375362  0.763529  20040831  
 12449  0.197729  0.328374  20040831  
 12450  1.326067  1.560309  20040831  
 12451  0.761196  1.130136  20040831  
 12452  0.507423  0.957806  20040831  
 12453  0.880548  1.123133  20040831  
 12454  1.262199  1.564861  20040831  
 12455  0.417885  0.783002  20040831  
 12456  0.830684  1.056147  20040831  
 12457  0.796650  1.033818  20040831  
 12458  0.702485  1.024356  20040831  
 12459  0.757020  1.150043  20040831  
 12460  1.193275  1.520421  20040831  
 12461  1.217719  1.393200  20040831  
 
 [12462 rows x 92 columns],
 '20040901':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.090            0.000               0.0   
 1      USA0011            -0.360            0.000               0.0   
 2      USA0031             0.089            0.000               0.0   
 3      USA0062            -0.722            0.431               0.0   
 4      USA00E2            -0.335            0.000               0.0   
 5      USA00F1            -1.021            0.000               0.0   
 6      USA00G2             0.754            0.000               0.0   
 7      USA00H1             0.655            0.000               0.0   
 8      USA00I1             0.479            0.000               0.0   
 9      USA00J1            -0.082            0.000               0.0   
 10     USA00K1             0.302            0.000               0.0   
 11     USA00P1             0.170            0.000               0.0   
 12     USA00R1             0.517            0.000               0.0   
 13     USA00S1             0.647            0.000               0.0   
 14     USA00V1             0.469            0.000               0.0   
 15     USA0131            -0.830            1.000               0.0   
 16     USA0161             0.232            1.000               0.0   
 17     USA01I1             0.694            0.000               0.0   
 18     USA01J2            -1.939            0.000               0.0   
 19     USA01L1             0.903            0.000               0.0   
 20     USA01P1             2.316            0.000               0.0   
 21     USA01Q1            -1.584            0.000               0.0   
 22     USA0202             0.557            0.000               0.0   
 23     USA0231             0.467            0.000               0.0   
 24     USA0281            -1.590            0.000               0.0   
 25     USA0291             0.403            0.000               0.0   
 26     USA02A1             0.060            0.000               0.0   
 27     USA02B1            -1.010            0.000               0.0   
 28     USA02H1            -0.273            0.000               0.0   
 29     USA02P1            -0.540            0.143               0.0   
 ...        ...               ...              ...               ...   
 12404  USAZY41            -0.081            0.000               0.0   
 12405  USAZY51             0.437            0.000               0.0   
 12406  USAZY61             0.761            0.000               0.0   
 12407  USAZY71             0.603            0.000               0.0   
 12408  USAZYI1            -2.809            0.000               0.0   
 12409  USAZYJ1             0.103            0.000               0.0   
 12410  USAZYK1             0.773            0.000               0.0   
 12411  USAZYM1             0.403            0.000               0.0   
 12412  USAZYR1             2.788            0.000               0.0   
 12413  USAZYS1             0.120            0.000               0.0   
 12414  USAZYT1             2.788            0.000               0.0   
 12415  USAZYV1             0.443            0.000               0.0   
 12416  USAZYX1             0.939            0.000               0.0   
 12417  USAZZ41             0.161            0.000               0.0   
 12418  USAZZ51             0.528            0.000               0.0   
 12419  USAZZ61             2.788            0.000               0.0   
 12420  USAZZ71             0.494            0.000               0.0   
 12421  USAZZ81             0.129            0.000               0.0   
 12422  USAZZ91             1.548            0.000               0.0   
 12423  USAZZA1             0.374            0.000               0.0   
 12424  USAZZB1             0.197            0.000               0.0   
 12425  USAZZD1             2.788            0.000               0.0   
 12426  USAZZF1             1.342            0.000               0.0   
 12427  USAZZI1            -0.482            0.000               0.0   
 12428  USAZZJ1             2.788            0.000               0.0   
 12429  USAZZL1            -2.508            0.000               0.0   
 12430  USAZZP1            -0.280            0.000               0.0   
 12431  USAZZR1             0.303            0.000               0.0   
 12432  USAZZX1            -2.809            0.000               0.0   
 12433  USAZZY1             1.414            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12404               0.0              0.0           0.0          0.000   
 12405               0.0              0.0           0.0          0.000   
 12406               0.0              0.0           0.0          0.000   
 12407               0.0              0.0           0.0          0.000   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.812           0.000  ...           NaN          NaN   
 1            -1.814           0.000  ...           NaN          NaN   
 2            -1.873           0.000  ...           NaN        400.0   
 3            -1.869           0.000  ...           NaN       2480.0   
 4            -1.972           0.000  ...           NaN       5906.0   
 5            -1.436           0.000  ...           NaN       3100.0   
 6            -1.804           0.000  ...           NaN          NaN   
 7            -1.785           0.000  ...           NaN          NaN   
 8            -0.843           0.000  ...           NaN          NaN   
 9            -1.935           0.864  ...           NaN      29000.0   
 10           -1.606           0.000  ...           NaN          NaN   
 11           -1.608           0.000  ...           NaN          NaN   
 12           -1.814           0.000  ...           NaN          NaN   
 13           -1.670           0.000  ...           NaN          NaN   
 14           -1.814           0.000  ...           NaN          NaN   
 15           -1.719           0.000  ...           NaN       1860.0   
 16           -1.318           0.000  ...           NaN        880.0   
 17            0.209           0.000  ...           NaN       5859.0   
 18           -1.358           0.000  ...           NaN       3100.0   
 19           -1.779           0.000  ...           NaN          NaN   
 20           -0.736           0.000  ...           NaN       1000.0   
 21           -1.471           1.000  ...           NaN       3100.0   
 22           -0.924           0.000  ...           NaN          NaN   
 23           -1.825           0.000  ...           NaN      20550.0   
 24           -1.499           0.000  ...           NaN       4100.0   
 25           -1.572           0.000  ...           NaN          NaN   
 26           -1.812           0.000  ...           NaN          NaN   
 27           -1.493           0.000  ...           NaN        900.0   
 28           -1.416           0.000  ...           NaN       5448.0   
 29           -1.750           0.000  ...           NaN       3100.0   
 ...             ...             ...  ...           ...          ...   
 12404        -1.814           0.000  ...           NaN          NaN   
 12405        -0.514           0.000  ...           NaN          NaN   
 12406        -0.636           0.000  ...           NaN       4500.0   
 12407         0.197           0.000  ...           NaN          NaN   
 12408        -1.128           0.000  ...           NaN       5700.0   
 12409        -0.160           0.000  ...           NaN          NaN   
 12410        -0.335           0.000  ...           NaN        100.0   
 12411        -1.319           0.000  ...           NaN          NaN   
 12412         0.084           0.000  ...           NaN      32500.0   
 12413        -0.306           0.000  ...           NaN          NaN   
 12414        -0.658           0.000  ...           NaN      40890.0   
 12415         0.114           0.000  ...           NaN          NaN   
 12416        -1.754           0.000  ...           NaN      12600.0   
 12417        -1.409           0.000  ...           NaN       2500.0   
 12418        -0.854           0.000  ...           NaN          NaN   
 12419         0.347           0.000  ...           NaN     139235.0   
 12420        -1.125           0.000  ...           NaN          NaN   
 12421        -1.448           1.000  ...           NaN      17000.0   
 12422         0.637           0.000  ...           NaN          NaN   
 12423        -0.412           0.000  ...           NaN          NaN   
 12424        -0.880           0.000  ...           NaN          NaN   
 12425        -0.204           0.000  ...           NaN   22002630.0   
 12426         0.512           0.000  ...           NaN       1500.0   
 12427        -1.052           1.000  ...           NaN          NaN   
 12428        -0.335           0.000  ...           NaN          0.0   
 12429        -0.299           0.000  ...           NaN       1900.0   
 12430        -0.521           1.000  ...           NaN          NaN   
 12431        -0.420           0.000  ...           NaN          NaN   
 12432         0.405           0.000  ...           NaN     135000.0   
 12433         0.425           0.000  ...           NaN     120600.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.307329e+10  0.159642   12.523755    8.683127   
 1             NaN     6.320709e+09  0.000000   15.450850   11.168173   
 2             NaN     6.575463e+10  2.494603   22.797340   20.136918   
 3             NaN     3.093107e+10  2.084491   19.908888   17.916115   
 4             NaN     4.983252e+10  2.515723   17.885882   14.001389   
 5             NaN     1.831235e+11  0.421112   15.911125   13.134898   
 6             NaN     1.186095e+10  6.427605   18.372676   12.515755   
 7             NaN     7.689482e+10  0.000000   19.132031   13.864133   
 8             NaN     1.319643e+10  0.691244   36.594719   29.457884   
 9             NaN     4.218919e+10  1.856061   16.423551   13.264270   
 10            NaN     2.719637e+10  0.000000   35.665536   27.425981   
 11            NaN     2.367186e+10  1.408097   13.699032   11.094397   
 12            NaN     6.868639e+09  2.381335   13.868263    9.688947   
 13            NaN     2.107825e+10  1.267542   20.866846   18.420337   
 14            NaN     1.234730e+10  1.246883   12.911367    8.853623   
 15            NaN     4.200445e+10  1.531980   23.318571   20.656462   
 16            NaN     4.200445e+10  1.531980   24.956327   22.316407   
 17            NaN     1.970774e+10  0.265487   23.088959   17.000076   
 18            NaN     2.482893e+10  2.255846   22.845076   19.889008   
 19            NaN     1.055821e+11  3.282051   23.203604   18.628364   
 20            NaN     1.290768e+11  0.000000   32.178536   27.660437   
 21            NaN     1.087287e+11  2.236636   22.339900   19.259922   
 22            NaN     1.405136e+10  0.000000   34.011876   31.322257   
 23            NaN     8.946507e+10  0.000000   16.446958   12.698247   
 24            NaN     4.203063e+10  3.312825   21.425079   18.653687   
 25            NaN     2.584677e+10  0.000000   21.226466   17.892075   
 26            NaN     8.543833e+09  1.690331   10.923639    7.872649   
 27            NaN     8.543833e+09  1.690331   28.925364   27.234172   
 28            NaN     7.156825e+10  2.793821   16.447661   13.656005   
 29            NaN     3.466659e+11  2.439768   19.405975   17.054049   
 ...           ...              ...       ...         ...         ...   
 12404         NaN     5.056250e+06       NaN   18.491543   13.396932   
 12405         NaN     9.505325e+06  0.000000   61.627003   59.361847   
 12406       68.18     2.231800e+06  0.000000   56.288113   53.291013   
 12407         NaN     4.904000e+05  0.000000   73.301244   69.687303   
 12408     1211.82     1.272500e+06  0.000000   73.027839   70.587517   
 12409         NaN     6.855960e+07       NaN   69.191966   66.212846   
 12410      219.02     6.832300e+03       NaN   55.360972   51.582028   
 12411         NaN     1.967420e+06       NaN   56.003010   53.793939   
 12412    53338.39     1.220736e+07  0.000000   84.365380   81.601344   
 12413         NaN     5.030700e+01  0.000000   40.145766   34.194136   
 12414    34934.79     2.310350e+07  0.000000  103.077298  101.622691   
 12415         NaN     3.338720e+06  0.000000  137.544580  135.826586   
 12416    28039.05     6.427696e+07  1.980983   36.739914   32.710990   
 12417     4883.60     3.286050e+06       NaN   81.015789   79.512503   
 12418         NaN     1.482800e+05  0.000000   51.237634   47.756875   
 12419      270.06     1.112200e+06  0.000000  135.307028  133.411516   
 12420         NaN     3.578760e+06  0.000000   74.082605   71.723690   
 12421  1301494.23     3.086256e+10  4.740299   18.561663   14.963593   
 12422         NaN     1.591600e+03  0.000000   53.010942   44.905126   
 12423         NaN     1.956780e+06  0.000000   70.238952   67.482493   
 12424         NaN     2.538600e+06  0.000000   43.542481   38.631200   
 12425    34438.34     1.038744e+06       NaN   71.919469   69.233394   
 12426    18387.51     3.007680e+07       NaN   77.382846   73.191758   
 12427         NaN     3.525000e+05  0.000000   56.966243   54.286635   
 12428         NaN     9.082144e+06  0.000000   72.793648   68.340916   
 12429    18875.37     3.424800e+07  0.000000   64.544912   62.004903   
 12430         NaN     1.492190e+06       NaN   63.090067   60.169910   
 12431         NaN     3.367200e+05       NaN   33.137217   27.418079   
 12432     1167.22     1.097390e+06  0.000000  151.686412  149.790026   
 12433  1571026.18     8.090835e+08  0.606750   35.759701   26.588831   
 
        HistBeta  PredBeta  DataDate  
 0      0.000991  0.156455  20040901  
 1      0.000031  0.114242  20040901  
 2     -0.032122  0.169048  20040901  
 3     -0.029738  0.336687  20040901  
 4     -0.085537  0.157301  20040901  
 5      0.204831  0.468157  20040901  
 6      0.005395  0.092662  20040901  
 7      0.015619  0.116137  20040901  
 8      0.526498  1.014201  20040901  
 9     -0.065634  0.077122  20040901  
 10     0.112734  0.655058  20040901  
 11     0.111424  0.334116  20040901  
 12    -0.000164  0.120567  20040901  
 13     0.077849  0.368729  20040901  
 14     0.000031  0.102300  20040901  
 15     0.051688  0.279922  20040901  
 16     0.268885  0.473619  20040901  
 17     1.096951  1.229539  20040901  
 18     0.247228  0.497687  20040901  
 19     0.019107  0.246610  20040901  
 20     0.584529  0.818228  20040901  
 21     0.185930  0.391585  20040901  
 22     0.482852  0.819814  20040901  
 23    -0.006230  0.276712  20040901  
 24     0.170659  0.513116  20040901  
 25     0.131277  0.493680  20040901  
 26     0.001173  0.202671  20040901  
 27     0.173974  0.441209  20040901  
 28     0.215556  0.361426  20040901  
 29     0.034555  0.308484  20040901  
 ...         ...       ...       ...  
 12404  0.000031  0.093360  20040901  
 12405  0.704715  0.931203  20040901  
 12406  0.638664  1.019170  20040901  
 12407  1.090436  1.424998  20040901  
 12408  0.372164  0.848541  20040901  
 12409  0.896882  1.256541  20040901  
 12410  0.802203  1.234029  20040901  
 12411  0.268481  0.634939  20040901  
 12412  1.029457  1.265016  20040901  
 12413  0.817952  1.250269  20040901  
 12414  0.626789  1.004846  20040901  
 12415  1.045810  1.292315  20040901  
 12416  0.032385  0.422349  20040901  
 12417  0.219624  0.537452  20040901  
 12418  0.520555  0.945983  20040901  
 12419  1.172177  1.424277  20040901  
 12420  0.373755  0.822922  20040901  
 12421  0.198472  0.322209  20040901  
 12422  1.329192  1.576118  20040901  
 12423  0.760310  1.131860  20040901  
 12424  0.506698  0.962651  20040901  
 12425  0.873273  1.175582  20040901  
 12426  1.261350  1.596876  20040901  
 12427  0.413265  0.756880  20040901  
 12428  0.802312  1.126222  20040901  
 12429  0.821693  1.041581  20040901  
 12430  0.701385  1.005729  20040901  
 12431  0.756037  1.152795  20040901  
 12432  1.203274  1.476984  20040901  
 12433  1.214347  1.397632  20040901  
 
 [12434 rows x 92 columns],
 '20040902':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.180            0.000               0.0   
 1      USA0011            -0.244            0.000               0.0   
 2      USA0031             0.259            0.000               0.0   
 3      USA0062             0.259            0.431               0.0   
 4      USA00E2            -0.064            0.000               0.0   
 5      USA00F1             0.545            0.000               0.0   
 6      USA00G2             0.207            0.000               0.0   
 7      USA00H1             0.179            0.000               0.0   
 8      USA00I1            -0.722            0.000               0.0   
 9      USA00J1             0.277            0.000               0.0   
 10     USA00K1            -1.088            0.000               0.0   
 11     USA00P1             0.165            0.000               0.0   
 12     USA00R1             0.362            0.000               0.0   
 13     USA00S1             0.264            0.000               0.0   
 14     USA00V1             0.143            0.000               0.0   
 15     USA0131             0.735            1.000               0.0   
 16     USA0161             1.503            1.000               0.0   
 17     USA01I1             1.331            0.000               0.0   
 18     USA01J2             0.655            0.000               0.0   
 19     USA01L1             0.166            0.000               0.0   
 20     USA01P1             0.243            0.000               0.0   
 21     USA01Q1             0.580            0.000               0.0   
 22     USA0202             0.315            0.000               0.0   
 23     USA0231            -0.368            0.000               0.0   
 24     USA0281             0.560            0.000               0.0   
 25     USA0291            -0.075            0.000               0.0   
 26     USA02A1             0.002            0.000               0.0   
 27     USA02B1             0.420            0.000               0.0   
 28     USA02H1             0.269            0.000               0.0   
 29     USA02P1             0.150            0.143               0.0   
 ...        ...               ...              ...               ...   
 12403  USAZY41            -0.149            0.000               0.0   
 12404  USAZY51             0.753            0.000               0.0   
 12405  USAZY61             0.014            0.000               0.0   
 12406  USAZY71             0.785            0.000               0.0   
 12407  USAZYI1             2.051            0.000               0.0   
 12408  USAZYJ1             0.375            0.000               0.0   
 12409  USAZYK1            -2.906            0.000               0.0   
 12410  USAZYM1             0.164            0.000               0.0   
 12411  USAZYR1            -0.198            0.000               0.0   
 12412  USAZYS1             0.274            0.000               0.0   
 12413  USAZYT1             0.748            0.000               0.0   
 12414  USAZYV1             0.710            0.000               0.0   
 12415  USAZYX1            -0.028            0.000               0.0   
 12416  USAZZ41             0.461            0.000               0.0   
 12417  USAZZ51             0.293            0.000               0.0   
 12418  USAZZ61             0.727            0.000               0.0   
 12419  USAZZ71            -0.175            0.000               0.0   
 12420  USAZZ81             0.391            0.000               0.0   
 12421  USAZZ91             0.911            0.000               0.0   
 12422  USAZZA1            -2.906            0.000               0.0   
 12423  USAZZB1            -0.458            0.000               0.0   
 12424  USAZZD1            -2.895            0.000               0.0   
 12425  USAZZF1            -2.906            0.000               0.0   
 12426  USAZZI1             0.319            0.000               0.0   
 12427  USAZZJ1             2.214            0.000               0.0   
 12428  USAZZL1             1.068            0.000               0.0   
 12429  USAZZP1             0.513            0.000               0.0   
 12430  USAZZR1             0.129            0.000               0.0   
 12431  USAZZX1             2.735            0.000               0.0   
 12432  USAZZY1             0.549            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12403               0.0              0.0           0.0          0.000   
 12404               0.0              0.0           0.0          0.000   
 12405               0.0              0.0           0.0          0.000   
 12406               0.0              0.0           0.0          0.000   
 12407               0.0              0.0           0.0          0.000   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.834           0.000  ...           NaN          NaN   
 1            -1.836           0.000  ...           NaN          NaN   
 2            -1.893           0.000  ...           NaN        400.0   
 3            -1.891           0.000  ...           NaN          NaN   
 4            -1.988           0.000  ...           NaN       5906.0   
 5            -1.464           0.000  ...           NaN        155.0   
 6            -1.827           0.000  ...           NaN          NaN   
 7            -1.806           0.000  ...           NaN          NaN   
 8            -0.866           0.000  ...           NaN          NaN   
 9            -1.957           0.864  ...           NaN      29000.0   
 10           -1.623           0.000  ...           NaN          NaN   
 11           -1.630           0.000  ...           NaN          NaN   
 12           -1.836           0.000  ...           NaN          NaN   
 13           -1.700           0.000  ...           NaN          NaN   
 14           -1.836           0.000  ...           NaN          NaN   
 15           -1.748           0.000  ...           NaN          NaN   
 16           -1.378           0.000  ...           NaN        700.0   
 17            0.190           0.000  ...           NaN       5859.0   
 18           -1.383           0.000  ...           NaN          NaN   
 19           -1.804           0.000  ...           NaN          NaN   
 20           -0.763           0.000  ...           NaN          NaN   
 21           -1.493           1.000  ...           NaN          NaN   
 22           -0.946           0.000  ...           NaN          NaN   
 23           -1.848           0.000  ...           NaN      20550.0   
 24           -1.521           0.000  ...           NaN          NaN   
 25           -1.591           0.000  ...           NaN          NaN   
 26           -1.834           0.000  ...           NaN          NaN   
 27           -1.517           0.000  ...           NaN          NaN   
 28           -1.441           0.000  ...           NaN       5448.0   
 29           -1.775           0.000  ...           NaN       3100.0   
 ...             ...             ...  ...           ...          ...   
 12403        -1.836           0.000  ...           NaN          NaN   
 12404        -0.524           0.000  ...           NaN          NaN   
 12405        -0.641           0.000  ...           NaN          NaN   
 12406         0.198           0.000  ...           NaN          NaN   
 12407        -1.234           0.000  ...           NaN      22000.0   
 12408        -0.178           0.000  ...           NaN          NaN   
 12409        -0.199           0.000  ...           NaN        500.0   
 12410        -1.319           0.000  ...           NaN          NaN   
 12411         0.089           0.000  ...           NaN      19114.0   
 12412        -0.304           0.000  ...           NaN          NaN   
 12413        -0.660           0.000  ...           NaN       1500.0   
 12414         0.105           0.000  ...           NaN          NaN   
 12415        -1.788           0.000  ...           NaN       3500.0   
 12416        -1.407           0.000  ...           NaN      15500.0   
 12417        -0.850           0.000  ...           NaN          NaN   
 12418         0.340           0.000  ...           NaN      63450.0   
 12419        -1.110           0.000  ...           NaN          NaN   
 12420        -1.468           1.000  ...           NaN      20100.0   
 12421         0.630           0.000  ...           NaN          NaN   
 12422        -0.332           0.000  ...           NaN      10000.0   
 12423        -0.894           0.000  ...           NaN          NaN   
 12424        -0.052           0.000  ...           NaN    2270250.0   
 12425         0.628           0.000  ...           NaN      86705.0   
 12426        -1.063           1.000  ...           NaN          NaN   
 12427        -0.432           0.000  ...           NaN          0.0   
 12428        -0.309           0.000  ...           NaN          NaN   
 12429        -0.519           1.000  ...           NaN          NaN   
 12430        -0.425           0.000  ...           NaN          NaN   
 12431         0.251           0.000  ...           NaN     467000.0   
 12432         0.343           0.000  ...           NaN      69600.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.377522e+10  0.159642   12.590428    8.613910   
 1             NaN     6.422655e+09  0.000000   15.587513   11.106787   
 2             NaN     6.658320e+10  2.494603   22.771848   19.990523   
 3             NaN     3.139504e+10  2.084491   19.854784   17.785546   
 4             NaN     5.052594e+10  2.515723   17.944299   13.873840   
 5             NaN     1.875053e+11  0.421112   15.985569   13.231268   
 6             NaN     1.188477e+10  6.427605   18.469898   12.410545   
 7             NaN     7.763344e+10  0.000000   19.230973   13.768177   
 8             NaN     1.344825e+10  0.691244   36.396672   29.216244   
 9             NaN     4.211681e+10  1.856061   16.452466   13.121492   
 10            NaN     2.767083e+10  0.000000   35.637904   27.197498   
 11            NaN     2.415605e+10  1.408097   13.756363   11.060738   
 12            NaN     6.929394e+09  2.381335   14.080182    9.728677   
 13            NaN     2.121038e+10  1.267542   20.826256   18.310551   
 14            NaN     1.263857e+10  1.246883   13.040344    8.833337   
 15            NaN     4.296656e+10  1.531980   23.431529   20.636289   
 16            NaN     4.296656e+10  1.531980   25.111940   22.399274   
 17            NaN     2.052979e+10  0.265487   23.014780   17.085885   
 18            NaN     2.501014e+10  2.255846   22.763296   19.787149   
 19            NaN     1.066308e+11  3.282051   23.214523   18.525848   
 20            NaN     1.304967e+11  0.000000   31.857126   27.426091   
 21            NaN     1.104580e+11  2.236636   22.165593   19.117711   
 22            NaN     1.421602e+10  0.000000   33.725527   31.045701   
 23            NaN     8.956599e+10  0.000000   16.517612   12.593542   
 24            NaN     4.261078e+10  3.312825   21.373759   18.592251   
 25            NaN     2.608879e+10  0.000000   21.063505   17.679268   
 26            NaN     8.687138e+09  1.690331   10.969939    7.841911   
 27            NaN     8.687138e+09  1.690331   28.724025   27.035130   
 28            NaN     7.283777e+10  2.793821   16.442051   13.549546   
 29            NaN     3.491963e+11  2.439768   19.418513   16.971332   
 ...           ...              ...       ...         ...         ...   
 12403         NaN     5.056250e+06       NaN   18.658426   13.331190   
 12404         NaN     9.505325e+06  0.000000   61.119758   58.819791   
 12405         NaN     2.231800e+06  0.000000   55.707255   52.724336   
 12406         NaN     4.904000e+05  0.000000   72.967587   69.380512   
 12407     1242.73     1.145250e+06  0.000000   72.357350   70.126386   
 12408         NaN     6.855960e+07       NaN   68.589220   65.657883   
 12409      219.13     3.416150e+05       NaN   57.527888   53.801527   
 12410         NaN     1.967420e+06       NaN   55.932180   53.689039   
 12411    52678.11     1.231834e+07  0.000000   83.799325   81.039366   
 12412         NaN     5.030700e+01  0.000000   39.790883   33.858606   
 12413    34015.08     2.310350e+07  0.000000  102.480526  100.997891   
 12414         NaN     3.338720e+06  0.000000  136.727858  135.019866   
 12415    31396.77     6.412120e+07  1.980983   36.569809   32.475078   
 12416     4474.02     3.286050e+06       NaN   80.659846   79.104796   
 12417         NaN     1.482800e+05  0.000000   50.917078   47.386297   
 12418      271.30     1.112200e+06  0.000000  134.617290  132.613084   
 12419         NaN     3.578760e+06  0.000000   73.794996   71.400825   
 12420  1297496.41     3.071715e+10  4.740299   18.604727   14.895089   
 12421         NaN     1.591600e+03  0.000000   52.716116   44.691303   
 12422     5403.32     2.174200e+06  0.000000   71.225771   68.431957   
 12423         NaN     2.538600e+06  0.000000   43.225254   38.254099   
 12424    34368.64     1.558116e+06       NaN   72.244318   69.243666   
 12425    25014.94     3.383640e+07       NaN   78.619093   74.468995   
 12426         NaN     3.525000e+05  0.000000   56.710163   53.995960   
 12427         NaN     8.827167e+06  0.000000   72.386315   68.026461   
 12428         NaN     3.424800e+07  0.000000   64.021414   61.593599   
 12429         NaN     1.492190e+06       NaN   62.961998   60.011678   
 12430         NaN     3.367200e+05       NaN   32.835692   27.206043   
 12431      998.51     8.779120e+05  0.000000  151.420541  149.706904   
 12432  1585344.36     8.029073e+08  0.606750   35.305997   26.407631   
 
        HistBeta  PredBeta  DataDate  
 0      0.000907  0.148587  20040902  
 1     -0.000008  0.109506  20040902  
 2     -0.030816  0.174196  20040902  
 3     -0.029835  0.336398  20040902  
 4     -0.081585  0.153547  20040902  
 5      0.199760  0.479272  20040902  
 6      0.004612  0.084417  20040902  
 7      0.015750  0.110805  20040902  
 8      0.520289  0.967031  20040902  
 9     -0.064957  0.084612  20040902  
 10     0.114206  0.611725  20040902  
 11     0.110341  0.329569  20040902  
 12    -0.000007  0.124537  20040902  
 13     0.072891  0.357957  20040902  
 14    -0.000008  0.101150  20040902  
 15     0.047089  0.295931  20040902  
 16     0.245769  0.481619  20040902  
 17     1.087430  1.223671  20040902  
 18     0.242758  0.521893  20040902  
 19     0.016819  0.238518  20040902  
 20     0.575659  0.791997  20040902  
 21     0.183763  0.409951  20040902  
 22     0.477384  0.807792  20040902  
 23    -0.006428  0.266571  20040902  
 24     0.168672  0.533023  20040902  
 25     0.131522  0.475912  20040902  
 26     0.000917  0.193506  20040902  
 27     0.170861  0.448428  20040902  
 28     0.211945  0.357995  20040902  
 29     0.032838  0.308248  20040902  
 ...         ...       ...       ...  
 12403 -0.000007  0.088575  20040902  
 12404  0.703815  0.937355  20040902  
 12405  0.640998  1.007709  20040902  
 12406  1.091400  1.426279  20040902  
 12407  0.322764  0.839970  20040902  
 12408  0.889880  1.245796  20040902  
 12409  0.878191  1.226718  20040902  
 12410  0.277390  0.628519  20040902  
 12411  1.033128  1.310983  20040902  
 12412  0.822225  1.242906  20040902  
 12413  0.630903  1.028522  20040902  
 12414  1.041669  1.279983  20040902  
 12415  0.025441  0.392172  20040902  
 12416  0.230108  0.546044  20040902  
 12417  0.528860  0.943706  20040902  
 12418  1.167649  1.485302  20040902  
 12419  0.389709  0.810817  20040902  
 12420  0.197414  0.323776  20040902  
 12421  1.323548  1.559678  20040902  
 12422  0.807105  1.097085  20040902  
 12423  0.505214  0.942688  20040902  
 12424  0.957105  1.256572  20040902  
 12425  1.322390  1.575210  20040902  
 12426  0.414915  0.763970  20040902  
 12427  0.753262  1.160188  20040902  
 12428  0.819377  1.028232  20040902  
 12429  0.706697  1.020991  20040902  
 12430  0.757262  1.140616  20040902  
 12431  1.120115  1.428136  20040902  
 12432  1.169243  1.348314  20040902  
 
 [12433 rows x 92 columns],
 '20040903':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.048            0.000               0.0   
 1      USA0011            -0.565            0.000               0.0   
 2      USA0031             0.897            0.000               0.0   
 3      USA0062             0.280            0.431               0.0   
 4      USA00E2             0.795            0.000               0.0   
 5      USA00F1             0.560            0.000               0.0   
 6      USA00G2             0.173            0.000               0.0   
 7      USA00H1            -0.210            0.000               0.0   
 8      USA00I1            -2.364            0.000               0.0   
 9      USA00J1             0.751            0.000               0.0   
 10     USA00K1            -2.313            0.000               0.0   
 11     USA00P1             0.453            0.000               0.0   
 12     USA00R1             0.697            0.000               0.0   
 13     USA00S1             0.983            0.000               0.0   
 14     USA00V1             0.048            0.000               0.0   
 15     USA0131             0.254            1.000               0.0   
 16     USA0161            -2.691            1.000               0.0   
 17     USA01I1            -0.209            0.000               0.0   
 18     USA01J2             0.968            0.000               0.0   
 19     USA01L1             0.423            0.000               0.0   
 20     USA01P1            -0.940            0.000               0.0   
 21     USA01Q1             0.686            0.000               0.0   
 22     USA0202            -0.150            0.000               0.0   
 23     USA0231            -0.799            0.000               0.0   
 24     USA0281             0.852            0.000               0.0   
 25     USA0291            -0.916            0.000               0.0   
 26     USA02A1            -0.089            0.000               0.0   
 27     USA02B1             0.150            0.000               0.0   
 28     USA02H1             0.416            0.000               0.0   
 29     USA02P1             0.478            0.143               0.0   
 ...        ...               ...              ...               ...   
 12405  USAZY41             0.328            0.000               0.0   
 12406  USAZY51             0.494            0.000               0.0   
 12407  USAZY61             0.261            0.000               0.0   
 12408  USAZY71            -0.575            0.000               0.0   
 12409  USAZYI1            -0.299            0.000               0.0   
 12410  USAZYJ1             2.713            0.000               0.0   
 12411  USAZYK1            -0.288            0.000               0.0   
 12412  USAZYM1             0.508            0.000               0.0   
 12413  USAZYR1            -2.691            0.000               0.0   
 12414  USAZYS1            -0.901            0.000               0.0   
 12415  USAZYT1            -2.691            0.000               0.0   
 12416  USAZYV1            -0.899            0.000               0.0   
 12417  USAZYX1            -0.049            0.000               0.0   
 12418  USAZZ41             0.037            0.000               0.0   
 12419  USAZZ51            -0.674            0.000               0.0   
 12420  USAZZ61            -2.691            0.000               0.0   
 12421  USAZZ71            -2.691            0.000               0.0   
 12422  USAZZ81             0.873            0.000               0.0   
 12423  USAZZ91            -0.043            0.000               0.0   
 12424  USAZZA1            -0.403            0.000               0.0   
 12425  USAZZB1            -0.916            0.000               0.0   
 12426  USAZZD1             0.267            0.000               0.0   
 12427  USAZZF1            -2.691            0.000               0.0   
 12428  USAZZI1             0.208            0.000               0.0   
 12429  USAZZJ1             1.276            0.000               0.0   
 12430  USAZZL1             0.678            0.000               0.0   
 12431  USAZZP1             0.445            0.000               0.0   
 12432  USAZZR1            -0.462            0.000               0.0   
 12433  USAZZX1             2.713            0.000               0.0   
 12434  USAZZY1             0.426            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12405               0.0              0.0           0.0          0.000   
 12406               0.0              0.0           0.0          0.000   
 12407               0.0              0.0           0.0          0.000   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.814           0.000  ...           NaN          NaN   
 1            -1.815           0.000  ...           NaN          NaN   
 2            -1.872           0.000  ...           NaN        400.0   
 3            -1.869           0.000  ...           NaN          NaN   
 4            -1.967           0.000  ...           NaN       5906.0   
 5            -1.447           0.000  ...           NaN        155.0   
 6            -1.806           0.000  ...           NaN          NaN   
 7            -1.787           0.000  ...           NaN          NaN   
 8            -0.864           0.000  ...           NaN          NaN   
 9            -1.933           0.864  ...           NaN      29000.0   
 10           -1.608           0.000  ...           NaN          NaN   
 11           -1.613           0.000  ...           NaN          NaN   
 12           -1.815           0.000  ...           NaN          NaN   
 13           -1.679           0.000  ...           NaN          NaN   
 14           -1.815           0.000  ...           NaN          NaN   
 15           -1.725           0.000  ...           NaN          NaN   
 16           -1.408           0.000  ...           NaN       1490.0   
 17            0.186           0.000  ...           NaN       5859.0   
 18           -1.369           0.000  ...           NaN          NaN   
 19           -1.782           0.000  ...           NaN          NaN   
 20           -0.757           0.000  ...           NaN          NaN   
 21           -1.480           1.000  ...           NaN          NaN   
 22           -0.936           0.000  ...           NaN          NaN   
 23           -1.833           0.000  ...           NaN      20550.0   
 24           -1.506           0.000  ...           NaN          NaN   
 25           -1.576           0.000  ...           NaN          NaN   
 26           -1.813           0.000  ...           NaN          NaN   
 27           -1.504           0.000  ...           NaN       1005.0   
 28           -1.426           0.000  ...           NaN       5448.0   
 29           -1.754           0.000  ...           NaN       3100.0   
 ...             ...             ...  ...           ...          ...   
 12405        -1.815           0.000  ...           NaN          NaN   
 12406        -0.519           0.000  ...           NaN          NaN   
 12407        -0.635           0.000  ...           NaN          NaN   
 12408         0.202           0.000  ...           NaN          NaN   
 12409        -1.223           0.000  ...           NaN          NaN   
 12410        -0.148           0.000  ...           NaN        699.0   
 12411        -0.194           0.000  ...           NaN       1120.0   
 12412        -1.307           0.000  ...           NaN          NaN   
 12413         0.061           0.000  ...           NaN      53909.0   
 12414        -0.298           0.000  ...           NaN          NaN   
 12415        -0.685           0.000  ...           NaN      27700.0   
 12416         0.110           0.000  ...           NaN          NaN   
 12417        -1.784           0.000  ...           NaN        700.0   
 12418        -1.394           0.000  ...           NaN          NaN   
 12419        -0.840           0.000  ...           NaN          NaN   
 12420         0.212           0.000  ...           NaN     129500.0   
 12421        -1.159           0.000  ...           NaN      40000.0   
 12422        -1.447           1.000  ...           NaN      20100.0   
 12423         0.629           0.000  ...           NaN          NaN   
 12424        -0.323           0.000  ...           NaN          NaN   
 12425        -0.874           0.000  ...           NaN          NaN   
 12426        -0.050           0.000  ...           NaN   19142540.0   
 12427         0.606           0.000  ...           NaN      12050.0   
 12428        -1.057           1.000  ...           NaN          NaN   
 12429        -0.419           0.000  ...           NaN          0.0   
 12430        -0.308           0.000  ...           NaN          NaN   
 12431        -0.516           1.000  ...           NaN          NaN   
 12432        -0.416           0.000  ...           NaN          NaN   
 12433         0.286           0.000  ...           NaN     370000.0   
 12434         0.345           0.000  ...           NaN      66700.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.329390e+10  0.159642   12.498003    8.414864   
 1             NaN     6.333452e+09  0.000000   15.526228   10.917345   
 2             NaN     6.670827e+10  2.494603   22.453582   19.539046   
 3             NaN     3.125757e+10  2.084491   19.467373   17.305828   
 4             NaN     5.083264e+10  2.515723   17.860573   13.605482   
 5             NaN     1.871662e+11  0.421112   15.739066   12.919991   
 6             NaN     1.174981e+10  6.427605   18.353984   12.090006   
 7             NaN     7.714102e+10  0.000000   19.103973   13.427843   
 8             NaN     1.284312e+10  0.691244   36.788522   28.878365   
 9             NaN     4.224549e+10  1.856061   16.348803   12.844322   
 10            NaN     2.660330e+10  0.000000   35.841028   26.889247   
 11            NaN     2.429185e+10  1.408097   13.651118   10.794402   
 12            NaN     6.945964e+09  2.381335   14.182480    9.605701   
 13            NaN     2.143215e+10  1.267542   20.592335   17.916685   
 14            NaN     1.252966e+10  1.246883   12.950251    8.615422   
 15            NaN     4.257370e+10  1.531980   22.945145   20.072629   
 16            NaN     4.257370e+10  1.531980   25.200067   22.282513   
 17            NaN     2.037916e+10  0.265487   22.479297   16.620030   
 18            NaN     2.515032e+10  2.255846   22.466139   19.355478   
 19            NaN     1.067592e+11  3.282051   22.930868   18.068671   
 20            NaN     1.267779e+11  0.000000   31.383232   26.778440   
 21            NaN     1.107990e+11  2.236636   21.819532   18.659973   
 22            NaN     1.384553e+10  0.000000   32.982321   30.219634   
 23            NaN     8.893525e+10  0.000000   16.550483   12.394078   
 24            NaN     4.267079e+10  3.312825   21.111369   18.153415   
 25            NaN     2.560476e+10  0.000000   21.000975   17.390869   
 26            NaN     8.538101e+09  1.690331   10.888777    7.647964   
 27            NaN     8.538101e+09  1.690331   28.082398   26.313626   
 28            NaN     7.370997e+10  2.793821   16.200257   13.206923   
 29            NaN     3.462442e+11  2.439768   19.099861   16.550218   
 ...           ...              ...       ...         ...         ...   
 12405         NaN     5.056250e+06       NaN   18.670821   13.075136   
 12406         NaN     9.505325e+06  0.000000   60.299382   57.933211   
 12407         NaN     2.231800e+06  0.000000   54.883799   51.852526   
 12408         NaN     4.904000e+05  0.000000   72.011394   68.467230   
 12409         NaN     1.145250e+06  0.000000   70.438445   68.063984   
 12410     1054.52     6.495120e+07       NaN   67.873155   64.697631   
 12411      219.15     3.416150e+05       NaN   55.539559   51.698202   
 12412         NaN     1.967420e+06       NaN   54.967516   52.644546   
 12413    49916.11     1.294720e+07  0.000000   82.070737   79.328043   
 12414         NaN     5.030700e+01  0.000000   38.803681   32.701218   
 12415    34405.91     2.461025e+07  0.000000  100.065691   98.560910   
 12416         NaN     3.338720e+06  0.000000  133.171940  131.416485   
 12417    30831.14     6.490000e+07  1.980983   35.878776   31.634605   
 12418         NaN     3.286050e+06       NaN   78.780486   77.151682   
 12419         NaN     1.482800e+05  0.000000   49.696467   46.048816   
 12420      286.94     1.668300e+06  0.000000  135.184995  133.289092   
 12421      815.68     5.964600e+06  0.000000   72.961003   70.572707   
 12422  1241834.50     3.055884e+10  4.740299   18.592560   14.712716   
 12423         NaN     1.591600e+03  0.000000   51.626162   43.460120   
 12424         NaN     2.174200e+06  0.000000   70.819163   68.101347   
 12425         NaN     2.538600e+06  0.000000   42.527275   37.345558   
 12426    36906.72     1.558116e+06       NaN   73.566398   70.943424   
 12427    25662.90     3.571620e+07       NaN   78.514816   74.440829   
 12428         NaN     3.525000e+05  0.000000   55.753052   52.943104   
 12429         NaN     8.776948e+06  0.000000   70.849602   66.361818   
 12430         NaN     3.424800e+07  0.000000   62.566356   60.078842   
 12431         NaN     1.492190e+06       NaN   62.012317   58.999329   
 12432         NaN     3.367200e+05       NaN   32.205828   26.550115   
 12433      881.01     7.681730e+05  0.000000  148.063506  146.152234   
 12434  1634446.55     8.001280e+08  0.606750   34.825263   25.732444   
 
        HistBeta  PredBeta  DataDate  
 0      0.000929  0.157399  20040903  
 1      0.000008  0.105786  20040903  
 2     -0.030759  0.199019  20040903  
 3     -0.029146  0.346044  20040903  
 4     -0.082026  0.175009  20040903  
 5      0.199374  0.489954  20040903  
 6      0.004886  0.091053  20040903  
 7      0.015541  0.110655  20040903  
 8      0.514991  0.929995  20040903  
 9     -0.063857  0.102836  20040903  
 10     0.112156  0.564506  20040903  
 11     0.109432  0.343700  20040903  
 12     0.000008  0.140751  20040903  
 13     0.073889  0.375533  20040903  
 14     0.000008  0.107300  20040903  
 15     0.048858  0.302896  20040903  
 16     0.220435  0.402708  20040903  
 17     1.082947  1.206277  20040903  
 18     0.241692  0.539424  20040903  
 19     0.017844  0.254066  20040903  
 20     0.572415  0.773829  20040903  
 21     0.181685  0.421502  20040903  
 22     0.475850  0.802305  20040903  
 23    -0.009609  0.250999  20040903  
 24     0.167437  0.551242  20040903  
 25     0.129384  0.467027  20040903  
 26     0.001008  0.198158  20040903  
 27     0.168416  0.456076  20040903  
 28     0.210859  0.365404  20040903  
 29     0.033393  0.323226  20040903  
 ...         ...       ...       ...  
 12405  0.000008  0.101416  20040903  
 12406  0.701533  0.940353  20040903  
 12407  0.638756  1.013790  20040903  
 12408  1.091425  1.401658  20040903  
 12409  0.320372  0.834974  20040903  
 12410  0.901989  1.301759  20040903  
 12411  0.877376  1.278934  20040903  
 12412  0.274845  0.637887  20040903  
 12413  1.015321  1.241751  20040903  
 12414  0.820758  1.221177  20040903  
 12415  0.611765  0.956296  20040903  
 12416  1.041532  1.249761  20040903  
 12417  0.017135  0.382233  20040903  
 12418  0.227694  0.547127  20040903  
 12419  0.527746  0.932963  20040903  
 12420  1.096786  1.371838  20040903  
 12421  0.355245  0.722756  20040903  
 12422  0.199250  0.342302  20040903  
 12423  1.322693  1.543314  20040903  
 12424  0.807295  1.060992  20040903  
 12425  0.509304  0.938074  20040903  
 12426  0.955383  1.191901  20040903  
 12427  1.310378  1.484015  20040903  
 12428  0.410567  0.756934  20040903  
 12429  0.755300  1.171424  20040903  
 12430  0.815597  1.035097  20040903  
 12431  0.703299  1.013375  20040903  
 12432  0.757284  1.129071  20040903  
 12433  1.136934  1.515156  20040903  
 12434  1.169004  1.344727  20040903  
 
 [12435 rows x 92 columns],
 '20040907':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.649            0.000               0.0   
 1      USA0011            -0.035            0.000               0.0   
 2      USA0031            -0.244            0.000               0.0   
 3      USA0062            -0.166            0.431               0.0   
 4      USA00E2            -0.260            0.000               0.0   
 5      USA00F1             0.175            0.000               0.0   
 6      USA00G2             0.360            0.000               0.0   
 7      USA00H1            -0.673            0.000               0.0   
 8      USA00I1            -1.231            0.000               0.0   
 9      USA00J1            -0.208            0.000               0.0   
 10     USA00K1            -1.527            0.000               0.0   
 11     USA00P1            -0.236            0.000               0.0   
 12     USA00R1            -0.379            0.000               0.0   
 13     USA00S1             0.009            0.000               0.0   
 14     USA00V1            -0.179            0.000               0.0   
 15     USA0131             0.095            1.000               0.0   
 16     USA0161             0.288            1.000               0.0   
 17     USA01I1             0.495            0.000               0.0   
 18     USA01J2             0.360            0.000               0.0   
 19     USA01L1            -0.434            0.000               0.0   
 20     USA01P1            -0.191            0.000               0.0   
 21     USA01Q1            -0.047            0.000               0.0   
 22     USA0202             0.117            0.000               0.0   
 23     USA0231            -0.391            0.000               0.0   
 24     USA0281            -0.141            0.000               0.0   
 25     USA0291            -0.219            0.000               0.0   
 26     USA02A1            -0.179            0.000               0.0   
 27     USA02B1            -0.077            0.000               0.0   
 28     USA02H1             0.309            0.000               0.0   
 29     USA02P1            -0.383            0.143               0.0   
 ...        ...               ...              ...               ...   
 12407  USAZY41            -0.369            0.000               0.0   
 12408  USAZY51            -0.023            0.000               0.0   
 12409  USAZY61             0.680            0.000               0.0   
 12410  USAZY71             0.816            0.000               0.0   
 12411  USAZYI1             0.000            0.000               0.0   
 12412  USAZYJ1             1.283            0.000               0.0   
 12413  USAZYK1             0.509            0.000               0.0   
 12414  USAZYM1             0.293            0.000               0.0   
 12415  USAZYR1            -1.574            0.000               0.0   
 12416  USAZYS1             0.311            0.000               0.0   
 12417  USAZYT1            -2.846            0.000               0.0   
 12418  USAZYV1             0.401            0.000               0.0   
 12419  USAZYX1             0.104            0.000               0.0   
 12420  USAZZ41             0.414            0.000               0.0   
 12421  USAZZ51             0.102            0.000               0.0   
 12422  USAZZ61             2.778            0.000               0.0   
 12423  USAZZ71             0.059            0.000               0.0   
 12424  USAZZ81             1.242            0.000               0.0   
 12425  USAZZ91             0.486            0.000               0.0   
 12426  USAZZA1             0.374            0.000               0.0   
 12427  USAZZB1             0.163            0.000               0.0   
 12428  USAZZD1             0.277            0.000               0.0   
 12429  USAZZF1             0.579            0.000               0.0   
 12430  USAZZI1             0.105            0.000               0.0   
 12431  USAZZJ1            -2.846            0.000               0.0   
 12432  USAZZL1            -0.966            0.000               0.0   
 12433  USAZZP1             0.489            0.000               0.0   
 12434  USAZZR1             0.277            0.000               0.0   
 12435  USAZZX1             0.537            0.000               0.0   
 12436  USAZZY1             2.888            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12407               0.0              0.0           0.0          0.000   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.820           0.000  ...           NaN          NaN   
 1            -1.821           0.000  ...           NaN          NaN   
 2            -1.878           0.000  ...           NaN        400.0   
 3            -1.877           0.000  ...           NaN          NaN   
 4            -1.970           0.000  ...           NaN       5906.0   
 5            -1.457           0.000  ...           NaN        155.0   
 6            -1.813           0.000  ...           NaN          NaN   
 7            -1.792           0.000  ...           NaN          NaN   
 8            -0.872           0.000  ...           NaN          NaN   
 9            -1.940           0.864  ...           NaN      29000.0   
 10           -1.611           0.000  ...           NaN          NaN   
 11           -1.621           0.000  ...           NaN          NaN   
 12           -1.821           0.000  ...           NaN          NaN   
 13           -1.691           0.000  ...           NaN          NaN   
 14           -1.821           0.000  ...           NaN          NaN   
 15           -1.737           0.000  ...           NaN          NaN   
 16           -1.424           0.000  ...           NaN          NaN   
 17            0.180           0.000  ...           NaN       5859.0   
 18           -1.377           0.000  ...           NaN          NaN   
 19           -1.792           0.000  ...           NaN          NaN   
 20           -0.766           0.000  ...           NaN          NaN   
 21           -1.486           1.000  ...           NaN          NaN   
 22           -0.944           0.000  ...           NaN          NaN   
 23           -1.839           0.000  ...           NaN      20550.0   
 24           -1.513           0.000  ...           NaN          NaN   
 25           -1.580           0.000  ...           NaN          NaN   
 26           -1.820           0.000  ...           NaN          NaN   
 27           -1.512           0.000  ...           NaN        625.0   
 28           -1.435           0.000  ...           NaN       5448.0   
 29           -1.762           0.000  ...           NaN       3100.0   
 ...             ...             ...  ...           ...          ...   
 12407        -1.821           0.000  ...           NaN          NaN   
 12408        -0.541           0.000  ...           NaN          NaN   
 12409        -0.633           0.000  ...           NaN          NaN   
 12410         0.203           0.000  ...           NaN        450.0   
 12411        -1.206           0.000  ...           NaN          NaN   
 12412        -0.153           0.000  ...           NaN          NaN   
 12413        -0.193           0.000  ...           NaN          NaN   
 12414        -1.310           0.000  ...           NaN          NaN   
 12415         0.084           0.000  ...           NaN       4676.0   
 12416        -0.297           0.000  ...           NaN          NaN   
 12417        -0.657           0.000  ...           NaN      42300.0   
 12418         0.104           0.000  ...           NaN          NaN   
 12419        -1.790           0.000  ...           NaN       1400.0   
 12420        -1.388           0.000  ...           NaN          NaN   
 12421        -0.840           0.000  ...           NaN          NaN   
 12422         0.027           0.000  ...           NaN     240450.0   
 12423        -1.155           0.000  ...           NaN          NaN   
 12424        -1.500           1.000  ...           NaN      29200.0   
 12425         0.630           0.000  ...           NaN          NaN   
 12426        -0.327           0.000  ...           NaN          NaN   
 12427        -0.880           0.000  ...           NaN          NaN   
 12428        -0.050           0.000  ...           NaN   13619990.0   
 12429         0.598           0.000  ...           NaN       7000.0   
 12430        -1.060           1.000  ...           NaN          NaN   
 12431        -0.346           0.000  ...           NaN          0.0   
 12432        -0.301           0.000  ...           NaN      14000.0   
 12433        -0.516           1.000  ...           NaN          NaN   
 12434        -0.419           0.000  ...           NaN          NaN   
 12435         0.285           0.000  ...           NaN       4000.0   
 12436         0.291           0.000  ...           NaN     195600.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.245158e+10  0.159642   12.746613    8.626902   
 1             NaN     6.352567e+09  0.000000   15.657033   11.062932   
 2             NaN     6.578589e+10  2.494603   22.667727   19.795211   
 3             NaN     3.166139e+10  2.084491   19.654402   17.509592   
 4             NaN     5.109934e+10  2.515723   17.967092   13.748354   
 5             NaN     1.895136e+11  0.421112   15.912184   13.077332   
 6             NaN     1.195622e+10  6.427605   18.618176   12.296041   
 7             NaN     7.764640e+10  0.000000   19.505761   13.766179   
 8             NaN     1.269653e+10  0.691244   37.394228   29.392464   
 9             NaN     4.227766e+10  1.856061   16.495455   13.012366   
 10            NaN     2.658636e+10  0.000000   36.362465   27.396328   
 11            NaN     2.426823e+10  1.408097   13.747467   10.921534   
 12            NaN     7.022184e+09  2.381335   14.367308    9.805244   
 13            NaN     2.154540e+10  1.267542   20.769316   18.144862   
 14            NaN     1.280573e+10  1.246883   13.094921    8.729781   
 15            NaN     4.327123e+10  1.531980   23.213388   20.318571   
 16            NaN     4.327123e+10  1.531980   25.279994   22.582317   
 17            NaN     2.058144e+10  0.265487   22.716231   16.844330   
 18            NaN     2.579309e+10  2.255846   22.718582   19.608612   
 19            NaN     1.069197e+11  3.282051   23.301338   18.311177   
 20            NaN     1.288064e+11  0.000000   31.732663   27.161337   
 21            NaN     1.111887e+11  2.236636   22.071483   18.895767   
 22            NaN     1.380436e+10  0.000000   33.430123   30.672533   
 23            NaN     8.883433e+10  0.000000   16.765218   12.600677   
 24            NaN     4.320093e+10  3.312825   21.249563   18.383246   
 25            NaN     2.567737e+10  0.000000   21.176723   17.600379   
 26            NaN     8.543833e+09  1.690331   11.007878    7.745358   
 27            NaN     8.543833e+09  1.690331   28.393280   26.582023   
 28            NaN     7.514424e+10  2.793821   16.390925   13.350528   
 29            NaN     3.515159e+11  2.439768   19.438796   16.939569   
 ...           ...              ...       ...         ...         ...   
 12407         NaN     5.056250e+06       NaN   18.849764   13.238289   
 12408         NaN     9.505325e+06  0.000000   60.916210   58.547898   
 12409         NaN     2.231800e+06  0.000000   56.262348   53.195690   
 12410      240.72     4.904000e+05  0.000000   72.708632   69.098821   
 12411         NaN     1.145250e+06  0.000000   71.443767   69.026324   
 12412         NaN     6.495120e+07       NaN   68.326360   65.097497   
 12413         NaN     3.416150e+05       NaN   56.191849   52.323606   
 12414         NaN     1.967420e+06       NaN   57.888918   55.385072   
 12415    48794.96     1.331712e+07  0.000000   82.955604   80.258476   
 12416         NaN     5.030700e+01  0.000000   39.152321   33.052264   
 12417    35134.34     2.561475e+07  0.000000  101.182728   99.703040   
 12418         NaN     3.338720e+06  0.000000  134.595551  132.846403   
 12419    31848.52     6.495192e+07  1.980983   36.206960   32.013167   
 12420         NaN     3.286050e+06       NaN   79.543746   77.909622   
 12421         NaN     1.482800e+05  0.000000   50.160820   46.545365   
 12422      305.70     1.112200e+06  0.000000  138.441526  136.808914   
 12423         NaN     5.964600e+06  0.000000   75.814570   73.480085   
 12424  1213396.14     3.017092e+10  4.740299   19.080162   15.213256   
 12425         NaN     1.591600e+03  0.000000   52.204183   43.947049   
 12426         NaN     2.174200e+06  0.000000   71.771362   69.062128   
 12427         NaN     2.538600e+06  0.000000   42.892802   37.694733   
 12428    32502.06     1.558116e+06       NaN   73.712972   71.039526   
 12429    25295.59     3.571620e+07       NaN   79.360058   75.282557   
 12430         NaN     3.525000e+05  0.000000   56.162202   53.288311   
 12431         NaN     9.206474e+06  0.000000   71.909216   67.360160   
 12432    20378.26     3.476172e+07  0.000000   63.274597   60.781127   
 12433         NaN     1.492190e+06       NaN   63.046377   59.964280   
 12434         NaN     3.367200e+05       NaN   32.516179   26.868582   
 12435      774.43     7.681730e+05  0.000000  149.598012  147.740468   
 12436  1787497.81     7.905549e+08  0.606750   36.457032   27.025968   
 
        HistBeta  PredBeta  DataDate  
 0      0.000879  0.136102  20040907  
 1     -0.000016  0.106572  20040907  
 2     -0.030544  0.179215  20040907  
 3     -0.030004  0.327882  20040907  
 4     -0.080074  0.155678  20040907  
 5      0.196400  0.481445  20040907  
 6      0.004360  0.090908  20040907  
 7      0.015616  0.090074  20040907  
 8      0.512229  0.916864  20040907  
 9     -0.063960  0.085496  20040907  
 10     0.113521  0.555416  20040907  
 11     0.108050  0.326301  20040907  
 12    -0.000016  0.114012  20040907  
 13     0.070385  0.353215  20040907  
 14    -0.000016  0.096215  20040907  
 15     0.045365  0.295441  20040907  
 16     0.214262  0.421509  20040907  
 17     1.079546  1.207887  20040907  
 18     0.239710  0.529410  20040907  
 19     0.015577  0.229433  20040907  
 20     0.569301  0.767581  20040907  
 21     0.180920  0.408596  20040907  
 22     0.473135  0.804934  20040907  
 23    -0.009711  0.243745  20040907  
 24     0.166137  0.526962  20040907  
 25     0.130312  0.464369  20040907  
 26     0.000836  0.190456  20040907  
 27     0.167110  0.447114  20040907  
 28     0.208552  0.365026  20040907  
 29     0.032054  0.304331  20040907  
 ...         ...       ...       ...  
 12407 -0.000016  0.086290  20040907  
 12408  0.690837  0.921310  20040907  
 12409  0.641276  1.024825  20040907  
 12410  1.091924  1.422467  20040907  
 12411  0.331810  0.855427  20040907  
 12412  0.899777  1.304418  20040907  
 12413  0.878314  1.290784  20040907  
 12414  0.275853  0.643321  20040907  
 12415  1.028098  1.219754  20040907  
 12416  0.822295  1.236424  20040907  
 12417  0.627897  0.917233  20040907  
 12418  1.038873  1.279238  20040907  
 12419  0.016989  0.373673  20040907  
 12420  0.233733  0.560996  20040907  
 12421  0.529529  0.937921  20040907  
 12422  0.997134  1.263725  20040907  
 12423  0.359437  0.670895  20040907  
 12424  0.173419  0.335187  20040907  
 12425  1.322267  1.546352  20040907  
 12426  0.805976  1.075338  20040907  
 12427  0.507915  0.947269  20040907  
 12428  0.955560  1.194184  20040907  
 12429  1.305208  1.549234  20040907  
 12430  0.410621  0.762038  20040907  
 12431  0.796136  1.130215  20040907  
 12432  0.820346  1.014085  20040907  
 12433  0.704386  1.024084  20040907  
 12434  0.756446  1.133524  20040907  
 12435  1.136187  1.473954  20040907  
 12436  1.139652  1.378877  20040907  
 
 [12437 rows x 92 columns],
 '20040908':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.493            0.000               0.0   
 1      USA0011            -0.211            0.000               0.0   
 2      USA0031             0.468            0.000               0.0   
 3      USA0062             0.538            0.431               0.0   
 4      USA00E2             0.432            0.000               0.0   
 5      USA00F1             0.144            0.000               0.0   
 6      USA00G2            -0.247            0.000               0.0   
 7      USA00H1             0.440            0.000               0.0   
 8      USA00I1             0.374            0.000               0.0   
 9      USA00J1            -0.978            0.000               0.0   
 10     USA00K1             1.454            0.000               0.0   
 11     USA00P1             0.535            0.000               0.0   
 12     USA00R1            -0.072            0.000               0.0   
 13     USA00S1             0.022            0.000               0.0   
 14     USA00V1             0.144            0.000               0.0   
 15     USA0131             0.323            1.000               0.0   
 16     USA0161            -1.105            1.000               0.0   
 17     USA01I1            -0.706            0.000               0.0   
 18     USA01J2             0.543            0.000               0.0   
 19     USA01L1             0.550            0.000               0.0   
 20     USA01P1             0.386            0.000               0.0   
 21     USA01Q1            -1.404            0.000               0.0   
 22     USA0202             0.507            0.000               0.0   
 23     USA0231             0.769            0.000               0.0   
 24     USA0281            -0.578            0.000               0.0   
 25     USA0291             0.558            0.000               0.0   
 26     USA02A1             0.408            0.000               0.0   
 27     USA02B1            -0.538            0.000               0.0   
 28     USA02H1             0.032            0.000               0.0   
 29     USA02P1             0.738            0.143               0.0   
 ...        ...               ...              ...               ...   
 12409  USAZY41            -0.689            0.000               0.0   
 12410  USAZY51            -0.634            0.000               0.0   
 12411  USAZY61            -2.768            0.000               0.0   
 12412  USAZY71            -0.519            0.000               0.0   
 12413  USAZYI1             2.854            0.000               0.0   
 12414  USAZYJ1            -2.336            0.000               0.0   
 12415  USAZYK1            -0.714            0.000               0.0   
 12416  USAZYM1            -0.532            0.000               0.0   
 12417  USAZYR1             2.266            0.000               0.0   
 12418  USAZYS1            -0.484            0.000               0.0   
 12419  USAZYT1             2.854            0.000               0.0   
 12420  USAZYV1             2.854            0.000               0.0   
 12421  USAZYX1            -0.206            0.000               0.0   
 12422  USAZZ41             2.395            0.000               0.0   
 12423  USAZZ51            -0.152            0.000               0.0   
 12424  USAZZ61            -0.588            0.000               0.0   
 12425  USAZZ71             0.380            0.000               0.0   
 12426  USAZZ81            -1.167            0.000               0.0   
 12427  USAZZ91            -1.192            0.000               0.0   
 12428  USAZZA1             0.034            0.000               0.0   
 12429  USAZZB1             0.226            0.000               0.0   
 12430  USAZZD1            -1.377            0.000               0.0   
 12431  USAZZF1             2.854            0.000               0.0   
 12432  USAZZI1            -1.968            0.000               0.0   
 12433  USAZZJ1            -0.637            0.000               0.0   
 12434  USAZZL1            -0.638            0.000               0.0   
 12435  USAZZP1            -2.458            0.000               0.0   
 12436  USAZZR1            -0.154            0.000               0.0   
 12437  USAZZX1            -2.768            0.000               0.0   
 12438  USAZZY1            -0.615            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.825           0.000  ...           NaN          NaN   
 1            -1.827           0.000  ...           NaN          NaN   
 2            -1.883           0.000  ...           NaN        400.0   
 3            -1.881           0.000  ...           NaN          NaN   
 4            -1.976           0.000  ...           NaN       5906.0   
 5            -1.461           0.000  ...           NaN        155.0   
 6            -1.818           0.000  ...           NaN          NaN   
 7            -1.798           0.000  ...           NaN          NaN   
 8            -0.880           0.000  ...           NaN          NaN   
 9            -1.944           0.864  ...           NaN      29000.0   
 10           -1.619           0.000  ...           NaN          NaN   
 11           -1.630           0.000  ...           NaN          NaN   
 12           -1.827           0.000  ...           NaN          NaN   
 13           -1.693           0.000  ...           NaN          NaN   
 14           -1.827           0.000  ...           NaN          NaN   
 15           -1.738           0.000  ...           NaN          NaN   
 16           -1.451           0.000  ...           NaN        305.0   
 17            0.177           0.000  ...           NaN       5859.0   
 18           -1.382           0.000  ...           NaN          NaN   
 19           -1.795           0.000  ...           NaN          NaN   
 20           -0.775           0.000  ...           NaN          NaN   
 21           -1.493           1.000  ...           NaN          NaN   
 22           -0.952           0.000  ...           NaN          NaN   
 23           -1.841           0.000  ...           NaN      20550.0   
 24           -1.521           0.000  ...           NaN          NaN   
 25           -1.589           0.000  ...           NaN          NaN   
 26           -1.825           0.000  ...           NaN          NaN   
 27           -1.526           0.000  ...           NaN        300.0   
 28           -1.441           0.000  ...           NaN       5448.0   
 29           -1.766           0.000  ...           NaN       3100.0   
 ...             ...             ...  ...           ...          ...   
 12409        -1.827           0.000  ...           NaN          NaN   
 12410        -0.542           0.000  ...           NaN        500.0   
 12411        -0.730           0.000  ...           NaN       3000.0   
 12412         0.192           0.000  ...           NaN          NaN   
 12413        -1.153           0.000  ...           NaN      29500.0   
 12414        -0.195           0.000  ...           NaN        500.0   
 12415        -0.200           0.000  ...           NaN       9950.0   
 12416        -1.311           0.000  ...           NaN          NaN   
 12417         0.095           0.000  ...           NaN      69200.0   
 12418        -0.302           0.000  ...           NaN          NaN   
 12419        -0.551           0.000  ...           NaN      74900.0   
 12420         0.206           0.000  ...           NaN       6200.0   
 12421        -1.801           0.000  ...           NaN        600.0   
 12422        -1.349           0.000  ...           NaN        200.0   
 12423        -0.845           0.000  ...           NaN          NaN   
 12424         0.017           0.000  ...           NaN        600.0   
 12425        -1.162           0.000  ...           NaN          NaN   
 12426        -1.504           1.000  ...           NaN      20300.0   
 12427         0.627           0.000  ...           NaN          NaN   
 12428        -0.331           0.000  ...           NaN          NaN   
 12429        -0.883           0.000  ...           NaN          NaN   
 12430        -0.062           0.000  ...           NaN    6892690.0   
 12431         0.610           0.000  ...           NaN      12483.0   
 12432        -1.066           1.000  ...           NaN          NaN   
 12433        -0.353           0.000  ...           NaN          0.0   
 12434        -0.312           0.000  ...           NaN          NaN   
 12435        -0.512           1.000  ...           NaN          NaN   
 12436        -0.423           0.000  ...           NaN          NaN   
 12437         0.209           0.000  ...           NaN     145000.0   
 12438         0.289           0.000  ...           NaN     166800.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.191009e+10  0.159642   13.081712    8.833917   
 1             NaN     6.371682e+09  0.000000   16.014444   11.317821   
 2             NaN     6.592660e+10  2.494603   23.179005   20.275764   
 3             NaN     3.133489e+10  2.084491   19.984827   17.924226   
 4             NaN     5.107267e+10  2.515723   18.332642   14.053272   
 5             NaN     1.892528e+11  0.421112   16.222244   13.383777   
 6             NaN     1.183714e+10  6.427605   19.043350   12.659213   
 7             NaN     7.772415e+10  0.000000   19.909197   14.093566   
 8             NaN     1.273036e+10  0.691244   38.144595   30.130784   
 9             NaN     4.172275e+10  1.856061   17.327907   13.564591   
 10            NaN     2.675581e+10  0.000000   37.344684   28.157266   
 11            NaN     2.433909e+10  1.408097   14.098013   11.204107   
 12            NaN     6.903988e+09  2.381335   14.639780   10.027183   
 13            NaN     2.022418e+10  1.267542   21.225416   18.586667   
 14            NaN     1.282093e+10  1.246883   13.367211    8.936084   
 15            NaN     4.333538e+10  1.531980   23.732316   20.819145   
 16            NaN     4.333538e+10  1.531980   25.980415   23.246298   
 17            NaN     2.009079e+10  0.265487   23.269171   17.393277   
 18            NaN     2.571104e+10  2.255846   23.166836   20.062015   
 19            NaN     1.067913e+11  3.282051   23.834727   18.785163   
 20            NaN     1.305644e+11  0.000000   32.420324   27.830269   
 21            NaN     1.058303e+11  2.236636   23.110997   19.651097   
 22            NaN     1.392786e+10  0.000000   34.212883   31.453127   
 23            NaN     8.946507e+10  0.000000   17.220844   12.976595   
 24            NaN     4.277082e+10  3.312825   21.826346   18.935405   
 25            NaN     2.550796e+10  0.000000   21.640080   17.989149   
 26            NaN     8.535234e+09  1.690331   11.343769    7.933341   
 27            NaN     8.535234e+09  1.690331   29.129127   27.302743   
 28            NaN     7.441741e+10  2.793821   16.688251   13.664552   
 29            NaN     3.548897e+11  2.439768   19.996671   17.431464   
 ...           ...              ...       ...         ...         ...   
 12409         NaN     5.056250e+06       NaN   19.351726   13.699202   
 12410      712.90     9.505325e+06  0.000000   62.462472   60.113447   
 12411       63.18     2.901340e+06  0.000000   58.554638   55.596907   
 12412         NaN     4.904000e+05  0.000000   74.484501   70.938474   
 12413      800.91     1.018000e+06  0.000000   74.394485   71.842317   
 12414      960.20     7.216800e+07       NaN   70.172637   67.171278   
 12415      220.07     3.416150e+05       NaN   58.262149   54.503043   
 12416         NaN     1.967420e+06       NaN   60.125829   57.674074   
 12417    46900.40     1.294720e+07  0.000000   85.039230   82.247773   
 12418         NaN     5.030700e+01  0.000000   40.077479   33.938141   
 12419    34186.58     2.159675e+07  0.000000  104.981853  103.420684   
 12420      859.79     2.384800e+06  0.000000  139.532392  137.676099   
 12421    30697.81     6.541920e+07  1.980983   36.873972   32.760047   
 12422     1764.01     3.113100e+06       NaN   81.601970   79.902185   
 12423         NaN     1.482800e+05  0.000000   51.152897   47.466051   
 12424      286.99     1.112200e+06  0.000000  141.790403  140.045490   
 12425         NaN     5.964600e+06  0.000000   74.186920   72.070558   
 12426  1197847.10     3.029039e+10  4.740299   19.847538   15.722731   
 12427         NaN     1.591600e+03  0.000000   53.227513   44.990247   
 12428         NaN     2.174200e+06  0.000000   73.164744   70.437733   
 12429         NaN     2.538600e+06  0.000000   43.616388   38.329905   
 12430    33057.15     1.558116e+06       NaN   75.949974   73.289158   
 12431    26195.10     3.402438e+07       NaN   81.469121   77.258668   
 12432         NaN     3.525000e+05  0.000000   57.997116   55.057279   
 12433         NaN     9.215772e+06  0.000000   73.474776   68.991775   
 12434         NaN     3.476172e+07  0.000000   64.717230   62.243511   
 12435         NaN     1.492190e+06       NaN   61.953222   58.475124   
 12436         NaN     3.367200e+05       NaN   33.185118   27.489813   
 12437      833.75     9.876510e+05  0.000000  154.418010  152.632860   
 12438  1942000.62     7.890108e+08  0.606750   36.751013   27.664146   
 
        HistBeta  PredBeta  DataDate  
 0      0.000903  0.147744  20040908  
 1     -0.000001  0.102941  20040908  
 2     -0.030239  0.185336  20040908  
 3     -0.029058  0.337498  20040908  
 4     -0.080539  0.160674  20040908  
 5      0.196513  0.477482  20040908  
 6      0.004697  0.078603  20040908  
 7      0.015394  0.095902  20040908  
 8      0.509395  0.939527  20040908  
 9     -0.063397  0.055951  20040908  
 10     0.111425  0.586442  20040908  
 11     0.105761  0.328038  20040908  
 12    -0.000001  0.112155  20040908  
 13     0.071956  0.349366  20040908  
 14    -0.000001  0.096028  20040908  
 15     0.047650  0.301794  20040908  
 16     0.202225  0.393662  20040908  
 17     1.077949  1.195294  20040908  
 18     0.238950  0.528275  20040908  
 19     0.017089  0.236264  20040908  
 20     0.565682  0.771291  20040908  
 21     0.179476  0.375069  20040908  
 22     0.470603  0.807286  20040908  
 23    -0.007557  0.253466  20040908  
 24     0.164336  0.511196  20040908  
 25     0.127771  0.465894  20040908  
 26     0.000946  0.199126  20040908  
 27     0.161798  0.438512  20040908  
 28     0.207573  0.360579  20040908  
 29     0.032395  0.316505  20040908  
 ...         ...       ...       ...  
 12409 -0.000001  0.078556  20040908  
 12410  0.690840  0.913371  20040908  
 12411  0.589765  0.928148  20040908  
 12412  1.085818  1.396329  20040908  
 12413  0.362120  0.930828  20040908  
 12414  0.877755  1.218933  20040908  
 12415  0.875276  1.267294  20040908  
 12416  0.277220  0.627363  20040908  
 12417  1.033698  1.277617  20040908  
 12418  0.820142  1.223886  20040908  
 12419  0.686124  1.040785  20040908  
 12420  1.093421  1.370199  20040908  
 12421  0.013689  0.316475  20040908  
 12422  0.257108  0.629849  20040908  
 12423  0.528006  0.936508  20040908  
 12424  0.991975  1.315936  20040908  
 12425  0.357294  0.692272  20040908  
 12426  0.173793  0.297963  20040908  
 12427  1.319790  1.512548  20040908  
 12428  0.804738  1.082116  20040908  
 12429  0.507449  0.946815  20040908  
 12430  0.949506  1.161758  20040908  
 12431  1.310623  1.596351  20040908  
 12432  0.409067  0.713452  20040908  
 12433  0.792586  1.118975  20040908  
 12434  0.814666  1.005857  20040908  
 12435  0.707128  0.989398  20040908  
 12436  0.755242  1.131109  20040908  
 12437  1.095157  1.386756  20040908  
 12438  1.138389  1.332634  20040908  
 
 [12439 rows x 92 columns],
 '20040909':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.689            0.000               0.0   
 1      USA0011            -0.504            0.000               0.0   
 2      USA0031            -0.700            0.000               0.0   
 3      USA0062            -0.781            0.431               0.0   
 4      USA00E2            -1.198            0.000               0.0   
 5      USA00F1            -1.058            0.000               0.0   
 6      USA00G2            -0.599            0.000               0.0   
 7      USA00H1            -0.969            0.000               0.0   
 8      USA00I1             2.353            0.000               0.0   
 9      USA00J1            -0.679            0.000               0.0   
 10     USA00K1             2.711            0.000               0.0   
 11     USA00P1            -1.121            0.000               0.0   
 12     USA00R1            -1.095            0.000               0.0   
 13     USA00S1             0.276            0.000               0.0   
 14     USA00V1            -0.956            0.000               0.0   
 15     USA0131            -1.135            1.000               0.0   
 16     USA0161             0.544            1.000               0.0   
 17     USA01I1             0.624            0.000               0.0   
 18     USA01J2            -0.839            0.000               0.0   
 19     USA01L1             0.485            0.000               0.0   
 20     USA01P1             1.353            0.000               0.0   
 21     USA01Q1            -0.192            0.000               0.0   
 22     USA0202             0.741            0.000               0.0   
 23     USA0231            -0.703            0.000               0.0   
 24     USA0281            -0.454            0.000               0.0   
 25     USA0291             0.378            0.000               0.0   
 26     USA02A1            -1.054            0.000               0.0   
 27     USA02B1             1.535            0.000               0.0   
 28     USA02H1            -0.797            0.000               0.0   
 29     USA02P1            -0.976            0.143               0.0   
 ...        ...               ...              ...               ...   
 12408  USAZY41            -0.340            0.000               0.0   
 12409  USAZY51             1.051            0.000               0.0   
 12410  USAZY61             0.783            0.000               0.0   
 12411  USAZY71             2.118            0.000               0.0   
 12412  USAZYI1             0.954            0.000               0.0   
 12413  USAZYJ1             2.711            0.000               0.0   
 12414  USAZYK1             1.970            0.000               0.0   
 12415  USAZYM1             0.813            0.000               0.0   
 12416  USAZYR1             2.711            0.000               0.0   
 12417  USAZYS1             0.939            0.000               0.0   
 12418  USAZYT1             0.812            0.000               0.0   
 12419  USAZYV1             2.711            0.000               0.0   
 12420  USAZYX1            -0.414            0.000               0.0   
 12421  USAZZ41            -2.660            0.000               0.0   
 12422  USAZZ51             1.117            0.000               0.0   
 12423  USAZZ61             1.753            0.000               0.0   
 12424  USAZZ71             0.831            0.000               0.0   
 12425  USAZZ81             0.397            0.000               0.0   
 12426  USAZZ91             2.711            0.000               0.0   
 12427  USAZZA1             1.056            0.000               0.0   
 12428  USAZZB1             1.495            0.000               0.0   
 12429  USAZZD1             1.253            0.000               0.0   
 12430  USAZZF1             2.555            0.000               0.0   
 12431  USAZZI1             1.433            0.000               0.0   
 12432  USAZZJ1             2.711            0.000               0.0   
 12433  USAZZL1             1.218            0.000               0.0   
 12434  USAZZP1             1.864            0.000               0.0   
 12435  USAZZR1             0.665            0.000               0.0   
 12436  USAZZX1             1.598            0.000               0.0   
 12437  USAZZY1            -1.321            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.817           0.000  ...           NaN          NaN   
 1            -1.819           0.000  ...           NaN          NaN   
 2            -1.876           0.000  ...           NaN        400.0   
 3            -1.877           0.000  ...           NaN          NaN   
 4            -1.967           0.000  ...           NaN       5906.0   
 5            -1.458           0.000  ...           NaN        155.0   
 6            -1.811           0.000  ...           NaN          NaN   
 7            -1.790           0.000  ...           NaN          NaN   
 8            -0.882           0.000  ...           NaN          NaN   
 9            -1.937           0.864  ...           NaN      29000.0   
 10           -1.632           0.000  ...           NaN       5000.0   
 11           -1.624           0.000  ...           NaN          NaN   
 12           -1.819           0.000  ...           NaN          NaN   
 13           -1.701           0.000  ...           NaN        258.0   
 14           -1.819           0.000  ...           NaN          NaN   
 15           -1.735           0.000  ...           NaN          NaN   
 16           -1.467           0.000  ...           NaN        350.0   
 17            0.172           0.000  ...           NaN       5859.0   
 18           -1.379           0.000  ...           NaN          NaN   
 19           -1.789           0.000  ...           NaN          NaN   
 20           -0.777           0.000  ...           NaN          NaN   
 21           -1.488           1.000  ...           NaN          NaN   
 22           -0.960           0.000  ...           NaN          NaN   
 23           -1.834           0.000  ...           NaN      20550.0   
 24           -1.516           0.000  ...           NaN          NaN   
 25           -1.585           0.000  ...           NaN          NaN   
 26           -1.817           0.000  ...           NaN          NaN   
 27           -1.548           0.000  ...           NaN       1825.0   
 28           -1.437           0.000  ...           NaN       5448.0   
 29           -1.760           0.000  ...           NaN       3100.0   
 ...             ...             ...  ...           ...          ...   
 12408        -1.819           0.000  ...           NaN          NaN   
 12409        -0.558           0.000  ...           NaN          NaN   
 12410        -0.735           0.000  ...           NaN          NaN   
 12411         0.179           0.000  ...           NaN          NaN   
 12412        -1.150           0.000  ...           NaN      55000.0   
 12413        -0.235           0.000  ...           NaN       1000.0   
 12414        -0.205           0.000  ...           NaN          NaN   
 12415        -1.308           0.000  ...           NaN          NaN   
 12416         0.065           0.000  ...           NaN      26168.0   
 12417        -0.306           0.000  ...           NaN          NaN   
 12418        -0.555           0.000  ...           NaN      13947.0   
 12419         0.163           0.000  ...           NaN      17075.0   
 12420        -1.808           0.000  ...           NaN       3500.0   
 12421        -1.308           0.000  ...           NaN      45000.0   
 12422        -0.848           0.000  ...           NaN          NaN   
 12423         0.013           0.000  ...           NaN      75970.0   
 12424        -1.163           0.000  ...           NaN          NaN   
 12425        -1.504           1.000  ...           NaN       9400.0   
 12426         0.613           0.000  ...           NaN          NaN   
 12427        -0.336           0.000  ...           NaN          NaN   
 12428        -0.882           0.000  ...           NaN          NaN   
 12429        -0.066           0.000  ...           NaN   49616780.0   
 12430         0.604           0.000  ...           NaN       5735.0   
 12431        -1.079           1.000  ...           NaN          NaN   
 12432        -0.369           0.000  ...           NaN          0.0   
 12433        -0.320           0.000  ...           NaN       2000.0   
 12434        -0.515           1.000  ...           NaN          NaN   
 12435        -0.427           0.000  ...           NaN          NaN   
 12436         0.198           0.000  ...           NaN      10000.0   
 12437         0.307           0.000  ...           NaN      76000.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.162932e+10  0.159642   13.861216    9.161047   
 1             NaN     6.454514e+09  0.000000   16.845874   11.569434   
 2             NaN     6.566083e+10  2.494603   24.027072   20.726188   
 3             NaN     3.121461e+10  2.084491   20.653279   18.421926   
 4             NaN     5.120602e+10  2.515723   19.523650   14.641765   
 5             NaN     1.877922e+11  0.421112   16.947012   13.855214   
 6             NaN     1.194034e+10  6.427605   20.096794   13.050160   
 7             NaN     7.653198e+10  0.000000   21.101149   14.569602   
 8             NaN     1.345201e+10  0.691244   41.256366   31.411143   
 9             NaN     4.092657e+10  1.856061   18.294603   14.007576   
 10            NaN     2.777249e+10  0.000000   40.178471   29.573629   
 11            NaN     2.404386e+10  1.408097   14.981790   11.827693   
 12            NaN     6.849860e+09  2.381335   15.785219   10.687655   
 13            NaN     2.023833e+10  1.267542   21.891960   18.980784   
 14            NaN     1.275761e+10  1.246883   14.378199    9.400074   
 15            NaN     4.270198e+10  1.531980   24.693954   21.379941   
 16            NaN     4.270198e+10  1.531980   26.741293   23.767623   
 17            NaN     2.028447e+10  0.265487   23.726280   17.822415   
 18            NaN     2.559821e+10  2.255846   24.013586   20.566446   
 19            NaN     1.081610e+11  3.282051   24.949201   19.217600   
 20            NaN     1.347565e+11  0.000000   33.750786   28.553793   
 21            NaN     1.059764e+11  2.236636   23.747712   20.064316   
 22            NaN     1.521773e+10  0.000000   35.040911   32.131671   
 23            NaN     9.004536e+10  0.000000   18.080076   13.403415   
 24            NaN     4.291085e+10  3.312825   22.574447   19.394378   
 25            NaN     2.635500e+10  0.000000   22.355059   18.387761   
 26            NaN     8.552431e+09  1.690331   12.269047    8.493042   
 27            NaN     8.552431e+09  1.690331   30.234687   28.215127   
 28            NaN     7.457247e+10  2.793821   17.363238   14.042852   
 29            NaN     3.569984e+11  2.439768   20.799429   17.967042   
 ...           ...              ...       ...         ...         ...   
 12408         NaN     5.056250e+06       NaN   20.403075   13.982749   
 12409         NaN     9.505325e+06  0.000000   64.211180   61.574799   
 12410         NaN     2.901340e+06  0.000000   61.741511   58.709043   
 12411         NaN     4.904000e+05  0.000000   77.146530   73.132041   
 12412     1000.91     1.018000e+06  0.000000   75.723119   72.968058   
 12413      992.02     6.134280e+07       NaN   75.534175   72.449906   
 12414         NaN     3.416150e+05       NaN   59.640426   55.338562   
 12415         NaN     1.967420e+06       NaN   61.161204   58.475934   
 12416    44888.28     1.231834e+07  0.000000   87.462996   84.454895   
 12417         NaN     5.030700e+01  0.000000   41.353885   34.681589   
 12418    31705.21     2.159675e+07  0.000000  107.645014  105.838442   
 12419      722.20     1.907840e+06  0.000000  144.440263  142.282277   
 12420    33745.67     6.515960e+07  1.980983   38.249597   33.407583   
 12421     1968.55     3.459000e+06       NaN   84.087973   82.067086   
 12422         NaN     1.482800e+05  0.000000   52.565901   48.471872   
 12423      288.35     1.112200e+06  0.000000  144.953865  142.992991   
 12424         NaN     5.964600e+06  0.000000   73.295193   70.785571   
 12425  1132239.38     3.030521e+10  4.740299   20.614427   16.075003   
 12426         NaN     1.591600e+03  0.000000   55.721958   46.373098   
 12427         NaN     2.174200e+06  0.000000   74.358112   71.358816   
 12428         NaN     2.538600e+06  0.000000   45.407567   39.495911   
 12429    39190.49     1.558116e+06       NaN   76.952330   73.987446   
 12430    26465.46     3.383640e+07       NaN   84.052065   79.378513   
 12431         NaN     3.525000e+05  0.000000   59.663780   56.456565   
 12432         NaN     8.987882e+06  0.000000   75.974292   70.823720   
 12433    18193.03     3.476172e+07  0.000000   66.445778   63.565668   
 12434         NaN     1.492190e+06       NaN   63.633630   59.856290   
 12435         NaN     3.367200e+05       NaN   34.276671   28.086037   
 12436      837.84     9.876510e+05  0.000000  158.227193  156.366559   
 12437  2010068.05     8.143333e+08  0.606750   38.066156   28.453871   
 
        HistBeta  PredBeta  DataDate  
 0      0.000889  0.114513  20040909  
 1     -0.000008  0.080418  20040909  
 2     -0.030765  0.139051  20040909  
 3     -0.031167  0.297257  20040909  
 4     -0.080356  0.111089  20040909  
 5      0.195421  0.435085  20040909  
 6      0.004501  0.042156  20040909  
 7      0.015449  0.045594  20040909  
 8      0.507886  0.995969  20040909  
 9     -0.063737  0.034247  20040909  
 10     0.101358  0.615056  20040909  
 11     0.105397  0.285520  20040909  
 12    -0.000008  0.075681  20040909  
 13     0.063946  0.320959  20040909  
 14    -0.000008  0.059009  20040909  
 15     0.045701  0.247422  20040909  
 16     0.190658  0.377404  20040909  
 17     1.078946  1.197677  20040909  
 18     0.238598  0.491591  20040909  
 19     0.016088  0.226231  20040909  
 20     0.564600  0.781919  20040909  
 21     0.179548  0.357567  20040909  
 22     0.465596  0.778197  20040909  
 23    -0.008183  0.232746  20040909  
 24     0.164209  0.488842  20040909  
 25     0.126570  0.452335  20040909  
 26     0.000862  0.160693  20040909  
 27     0.146584  0.434437  20040909  
 28     0.207219  0.323477  20040909  
 29     0.031704  0.267442  20040909  
 ...         ...       ...       ...  
 12408 -0.000008  0.075587  20040909  
 12409  0.683463  0.917856  20040909  
 12410  0.587384  0.899998  20040909  
 12411  1.082533  1.443029  20040909  
 12412  0.362490  0.888541  20040909  
 12413  0.858504  1.207137  20040909  
 12414  0.874720  1.311185  20040909  
 12415  0.276797  0.613864  20040909  
 12416  1.021014  1.294604  20040909  
 12417  0.819906  1.243267  20040909  
 12418  0.684982  1.089204  20040909  
 12419  1.074231  1.463420  20040909  
 12420  0.005843  0.278207  20040909  
 12421  0.276717  0.563193  20040909  
 12422  0.526286  0.943406  20040909  
 12423  0.992972  1.352454  20040909  
 12424  0.355297  0.700853  20040909  
 12425  0.170424  0.276844  20040909  
 12426  1.317910  1.599760  20040909  
 12427  0.803761  1.097075  20040909  
 12428  0.507814  0.971858  20040909  
 12429  0.949660  1.214597  20040909  
 12430  1.312893  1.638558  20040909  
 12431  0.401083  0.726679  20040909  
 12432  0.785479  1.176538  20040909  
 12433  0.812367  1.036242  20040909  
 12434  0.706488  1.040258  20040909  
 12435  0.754104  1.140938  20040909  
 12436  1.092734  1.392477  20040909  
 12437  1.152270  1.322279  20040909  
 
 [12438 rows x 92 columns],
 '20040910':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -1.055            0.000               0.0   
 1      USA0011            -0.549            0.000               0.0   
 2      USA0031            -1.131            0.000               0.0   
 3      USA0062            -1.736            0.431               0.0   
 4      USA00E2            -2.753            0.000               0.0   
 5      USA00F1            -1.143            0.000               0.0   
 6      USA00G2            -0.411            0.000               0.0   
 7      USA00H1            -0.238            0.000               0.0   
 8      USA00I1            -0.351            0.000               0.0   
 9      USA00J1            -0.348            0.000               0.0   
 10     USA00K1             1.171            0.000               0.0   
 11     USA00P1            -0.106            0.000               0.0   
 12     USA00R1            -0.364            0.000               0.0   
 13     USA00S1             1.201            0.000               0.0   
 14     USA00V1            -0.608            0.000               0.0   
 15     USA0131            -1.753            1.000               0.0   
 16     USA0161             0.544            1.000               0.0   
 17     USA01I1            -1.579            0.000               0.0   
 18     USA01J2            -0.304            0.000               0.0   
 19     USA01L1            -2.753            0.000               0.0   
 20     USA01P1            -2.343            0.000               0.0   
 21     USA01Q1            -0.123            0.000               0.0   
 22     USA0202            -0.200            0.000               0.0   
 23     USA0231            -2.560            0.000               0.0   
 24     USA0281            -1.306            0.000               0.0   
 25     USA0291             0.395            0.000               0.0   
 26     USA02A1            -0.212            0.000               0.0   
 27     USA02B1             0.056            0.000               0.0   
 28     USA02H1            -2.753            0.000               0.0   
 29     USA02P1            -1.416            0.143               0.0   
 ...        ...               ...              ...               ...   
 12408  USAZY41            -1.851            0.000               0.0   
 12409  USAZY51             1.939            0.000               0.0   
 12410  USAZY61            -0.731            0.000               0.0   
 12411  USAZY71            -0.221            0.000               0.0   
 12412  USAZYI1             2.636            0.000               0.0   
 12413  USAZYJ1            -0.497            0.000               0.0   
 12414  USAZYK1             0.108            0.000               0.0   
 12415  USAZYM1            -1.694            0.000               0.0   
 12416  USAZYR1             0.483            0.000               0.0   
 12417  USAZYS1            -0.013            0.000               0.0   
 12418  USAZYT1             1.270            0.000               0.0   
 12419  USAZYV1             0.449            0.000               0.0   
 12420  USAZYX1            -1.522            0.000               0.0   
 12421  USAZZ41             1.947            0.000               0.0   
 12422  USAZZ51            -0.096            0.000               0.0   
 12423  USAZZ61             0.149            0.000               0.0   
 12424  USAZZ71             0.043            0.000               0.0   
 12425  USAZZ81            -0.442            0.000               0.0   
 12426  USAZZ91            -1.147            0.000               0.0   
 12427  USAZZA1            -0.178            0.000               0.0   
 12428  USAZZB1            -0.722            0.000               0.0   
 12429  USAZZD1            -0.529            0.000               0.0   
 12430  USAZZF1            -2.753            0.000               0.0   
 12431  USAZZI1            -1.325            0.000               0.0   
 12432  USAZZJ1            -2.753            0.000               0.0   
 12433  USAZZL1             0.598            0.000               0.0   
 12434  USAZZP1            -0.665            0.000               0.0   
 12435  USAZZR1            -0.174            0.000               0.0   
 12436  USAZZX1             2.636            0.000               0.0   
 12437  USAZZY1             0.595            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.807           0.000  ...           NaN          NaN   
 1            -1.808           0.000  ...           NaN          NaN   
 2            -1.840           0.000  ...           NaN       1396.0   
 3            -1.825           0.000  ...           NaN       4448.0   
 4            -1.761           0.000  ...           NaN       1260.0   
 5            -1.427           0.000  ...           NaN       1325.0   
 6            -1.801           0.000  ...           NaN          NaN   
 7            -1.780           0.000  ...           NaN          NaN   
 8            -0.841           0.000  ...           NaN       1041.0   
 9            -1.926           0.864  ...           NaN      29000.0   
 10           -1.620           0.000  ...           NaN          NaN   
 11           -1.619           0.000  ...           NaN          NaN   
 12           -1.808           0.000  ...           NaN          NaN   
 13           -1.732           0.000  ...           NaN        276.0   
 14           -1.808           0.000  ...           NaN          NaN   
 15           -1.686           0.000  ...           NaN        114.0   
 16           -1.503           0.000  ...           NaN        220.0   
 17            0.199           0.000  ...           NaN       1260.0   
 18           -1.373           0.000  ...           NaN          NaN   
 19           -1.677           0.000  ...           NaN       1704.0   
 20           -0.706           0.000  ...           NaN       6010.0   
 21           -1.480           1.000  ...           NaN          NaN   
 22           -0.959           0.000  ...           NaN          NaN   
 23           -1.740           0.000  ...           NaN       4200.0   
 24           -1.502           0.000  ...           NaN       1530.0   
 25           -1.576           0.000  ...           NaN          NaN   
 26           -1.807           0.000  ...           NaN          NaN   
 27           -1.551           0.000  ...           NaN          NaN   
 28           -1.129           0.000  ...           NaN       1161.0   
 29           -1.724           0.000  ...           NaN       2955.0   
 ...             ...             ...  ...           ...          ...   
 12408        -1.808           0.000  ...           NaN          NaN   
 12409        -0.651           0.000  ...           NaN        250.0   
 12410        -0.737           0.000  ...           NaN          NaN   
 12411         0.175           0.000  ...           NaN          NaN   
 12412        -1.254           0.000  ...           NaN       8350.0   
 12413        -0.241           0.000  ...           NaN          NaN   
 12414        -0.214           0.000  ...           NaN          NaN   
 12415        -1.307           0.000  ...           NaN          NaN   
 12416         0.060           0.000  ...           NaN      87400.0   
 12417        -0.305           0.000  ...           NaN          NaN   
 12418        -0.571           0.000  ...           NaN      73500.0   
 12419         0.169           0.000  ...           NaN      79980.0   
 12420        -1.797           0.000  ...           NaN       2000.0   
 12421        -1.411           0.000  ...           NaN      20000.0   
 12422        -0.844           0.000  ...           NaN          NaN   
 12423         0.014           0.000  ...           NaN      55450.0   
 12424        -1.156           0.000  ...           NaN          NaN   
 12425        -1.491           1.000  ...           NaN      13300.0   
 12426         0.607           0.000  ...           NaN          NaN   
 12427        -0.337           0.000  ...           NaN          NaN   
 12428        -0.878           0.000  ...           NaN          NaN   
 12429        -0.069           0.000  ...           NaN    1331857.0   
 12430         0.622           0.000  ...           NaN      35300.0   
 12431        -1.078           1.000  ...           NaN          NaN   
 12432        -0.308           0.000  ...           NaN          0.0   
 12433        -0.335           0.000  ...           NaN       1000.0   
 12434        -0.516           1.000  ...           NaN          NaN   
 12435        -0.428           0.000  ...           NaN          NaN   
 12436         0.122           0.000  ...           NaN      15000.0   
 12437         0.256           0.000  ...           NaN      71600.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.116806e+10  0.159642   14.395570    9.706824   
 1             NaN     6.467257e+09  0.000000   17.221916   12.004109   
 2             NaN     6.614547e+10  2.494603   24.713604   21.590234   
 3             NaN     3.131771e+10  2.084491   21.650241   19.353671   
 4             NaN     5.092598e+10  2.515723   26.023077   22.303213   
 5             NaN     1.875575e+11  0.421112   17.529752   14.532722   
 6             NaN     1.201180e+10  6.427605   20.463340   13.561924   
 7             NaN     7.425131e+10  0.000000   21.520970   15.062510   
 8             NaN     1.398949e+10  0.691244   42.214887   32.502689   
 9             NaN     4.115175e+10  1.856061   18.731194   14.540979   
 10            NaN     2.863668e+10  0.000000   41.153184   30.736789   
 11            NaN     2.447490e+10  1.408097   15.284043   12.208439   
 12            NaN     6.868639e+09  2.381335   16.035378   11.077057   
 13            NaN     1.988443e+10  1.267542   22.815495   19.882044   
 14            NaN     1.271708e+10  1.246883   14.773069    9.833197   
 15            NaN     4.341555e+10  1.531980   25.723337   22.422079   
 16            NaN     4.341555e+10  1.531980   27.440809   24.628852   
 17            NaN     1.973356e+10  0.265487   24.530548   18.867783   
 18            NaN     2.567685e+10  2.255846   24.549671   21.275233   
 19            NaN     1.070588e+11  3.282051   28.051465   22.718989   
 20            NaN     1.383401e+11  0.000000   35.230764   30.002308   
 21            NaN     1.046368e+11  2.236636   24.328721   20.749198   
 22            NaN     1.525890e+10  0.000000   36.038342   33.262263   
 23            NaN     9.085272e+10  0.000000   19.560749   14.882281   
 24            NaN     4.331095e+10  3.312825   23.430777   20.291023   
 25            NaN     2.698423e+10  0.000000   23.016445   19.098044   
 26            NaN     8.609753e+09  1.690331   12.527622    8.784464   
 27            NaN     8.609753e+09  1.690331   31.051390   29.140005   
 28            NaN     7.442710e+10  2.793821   22.367295   19.606591   
 29            NaN     3.572093e+11  2.439768   21.611408   18.817903   
 ...           ...              ...       ...         ...         ...   
 12408         NaN     5.056250e+06       NaN   21.446420   15.010171   
 12409      726.65     8.488150e+06  0.000000   66.203279   63.588261   
 12410         NaN     2.901340e+06  0.000000   63.059048   60.086261   
 12411         NaN     4.904000e+05  0.000000   80.476115   76.807122   
 12412     1019.89     6.362500e+05  0.000000   80.779387   78.157439   
 12413         NaN     6.134280e+07       NaN   75.409550   72.305382   
 12414         NaN     3.416150e+05       NaN   61.694502   57.730087   
 12415         NaN     1.967420e+06       NaN   62.958271   60.294753   
 12416    41498.19     1.220901e+07  0.000000   90.511514   87.578301   
 12417         NaN     5.030700e+01  0.000000   42.299715   35.785476   
 12418    32946.59     2.109450e+07  0.000000  111.691494  109.943788   
 12419      420.35     1.907840e+06  0.000000  150.123078  148.117468   
 12420    34943.76     6.531536e+07  1.980983   39.439470   34.688356   
 12421     2011.28     2.594250e+06       NaN   92.143686   90.379906   
 12422         NaN     1.482800e+05  0.000000   54.080972   50.124844   
 12423      276.75     1.112200e+06  0.000000  150.728626  148.869969   
 12424         NaN     5.964600e+06  0.000000   75.602185   73.140947   
 12425  1095498.33     3.030311e+10  4.740299   21.123509   16.667206   
 12426         NaN     1.591600e+03  0.000000   56.853620   47.989558   
 12427         NaN     2.174200e+06  0.000000   76.999502   74.089878   
 12428         NaN     2.538600e+06  0.000000   46.582356   40.811845   
 12429    38005.71     1.558116e+06       NaN   78.882196   76.024497   
 12430    29166.37     3.571620e+07       NaN   86.132071   81.606157   
 12431         NaN     3.525000e+05  0.000000   61.550182   58.413670   
 12432         NaN     9.414789e+06  0.000000   78.872715   73.906627   
 12433    16074.85     3.424800e+07  0.000000   68.576690   65.833419   
 12434         NaN     1.492190e+06       NaN   65.831815   62.199127   
 12435         NaN     3.367200e+05       NaN   34.997059   29.028800   
 12436      777.16     7.681730e+05  0.000000  165.869489  164.080336   
 12437  1980892.90     7.992016e+08  0.606750   38.733984   29.407541   
 
        HistBeta  PredBeta  DataDate  
 0      0.000859  0.089082  20040910  
 1     -0.000023  0.065224  20040910  
 2     -0.017322  0.142208  20040910  
 3     -0.009310  0.284211  20040910  
 4      0.025944  0.191314  20040910  
 5      0.208313  0.426264  20040910  
 6      0.004126  0.023222  20040910  
 7      0.015570  0.033946  20040910  
 8      0.528721  1.008517  20040910  
 9     -0.064233  0.019254  20040910  
 10     0.103080  0.628180  20040910  
 11     0.103552  0.276920  20040910  
 12    -0.000023  0.065341  20040910  
 13     0.041826  0.317494  20040910  
 14    -0.000023  0.042352  20040910  
 15     0.066890  0.231903  20040910  
 16     0.166944  0.361771  20040910  
 17     1.096729  1.175574  20040910  
 18     0.237663  0.476962  20040910  
 19     0.071746  0.221461  20040910  
 20     0.602164  0.756715  20040910  
 21     0.179612  0.352703  20040910  
 22     0.464254  0.755657  20040910  
 23     0.037132  0.246431  20040910  
 24     0.167590  0.459937  20040910  
 25     0.126873  0.454978  20040910  
 26     0.000735  0.159825  20040910  
 27     0.140529  0.420208  20040910  
 28     0.371058  0.449921  20040910  
 29     0.045986  0.253014  20040910  
 ...         ...       ...       ...  
 12408 -0.000023  0.028987  20040910  
 12409  0.632400  0.890994  20040910  
 12410  0.585416  0.870006  20040910  
 12411  1.083661  1.394869  20040910  
 12412  0.302839  0.864533  20040910  
 12413  0.856453  1.225793  20040910  
 12414  0.870975  1.270464  20040910  
 12415  0.274125  0.556964  20040910  
 12416  1.020941  1.310105  20040910  
 12417  0.821363  1.235758  20040910  
 12418  0.675977  1.083145  20040910  
 12419  1.080514  1.427111  20040910  
 12420  0.006315  0.234058  20040910  
 12421  0.217147  0.540434  20040910  
 12422  0.526886  0.931264  20040910  
 12423  0.995874  1.328033  20040910  
 12424  0.356483  0.683336  20040910  
 12425  0.173318  0.254306  20040910  
 12426  1.319744  1.512589  20040910  
 12427  0.804113  1.095735  20040910  
 12428  0.508521  0.941524  20040910  
 12429  0.950345  1.192016  20040910  
 12430  1.327931  1.584036  20040910  
 12431  0.399258  0.674872  20040910  
 12432  0.819857  1.135044  20040910  
 12433  0.805362  1.028003  20040910  
 12434  0.706174  1.001826  20040910  
 12435  0.754428  1.124970  20040910  
 12436  1.054784  1.389568  20040910  
 12437  1.128248  1.306070  20040910  
 
 [12438 rows x 92 columns],
 '20040913':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.425            0.000               0.0   
 1      USA0011            -0.853            0.000               0.0   
 2      USA0031            -0.042            0.000               0.0   
 3      USA0062            -0.077            0.431               0.0   
 4      USA00E2            -0.159            0.000               0.0   
 5      USA00F1             0.120            0.000               0.0   
 6      USA00G2             0.107            0.000               0.0   
 7      USA00H1             0.234            0.000               0.0   
 8      USA00I1             1.081            0.000               0.0   
 9      USA00J1            -0.105            0.000               0.0   
 10     USA00K1             1.028            0.000               0.0   
 11     USA00P1            -0.167            0.000               0.0   
 12     USA00R1            -0.079            0.000               0.0   
 13     USA00S1            -0.040            0.000               0.0   
 14     USA00V1            -0.577            0.000               0.0   
 15     USA0131            -0.079            1.000               0.0   
 16     USA0161            -0.815            1.000               0.0   
 17     USA01I1             0.370            0.000               0.0   
 18     USA01J2             0.113            0.000               0.0   
 19     USA01L1             0.316            0.000               0.0   
 20     USA01P1            -2.539            0.000               0.0   
 21     USA01Q1             0.060            0.000               0.0   
 22     USA0202            -0.054            0.000               0.0   
 23     USA0231             0.029            0.000               0.0   
 24     USA0281            -0.640            0.000               0.0   
 25     USA0291             0.118            0.000               0.0   
 26     USA02A1            -0.478            0.000               0.0   
 27     USA02B1            -0.601            0.000               0.0   
 28     USA02H1            -0.134            0.000               0.0   
 29     USA02P1            -0.165            0.143               0.0   
 ...        ...               ...              ...               ...   
 12407  USAZY41            -0.596            0.000               0.0   
 12408  USAZY51             0.329            0.000               0.0   
 12409  USAZY61             0.189            0.000               0.0   
 12410  USAZY71             0.254            0.000               0.0   
 12411  USAZYI1            -2.915            0.000               0.0   
 12412  USAZYJ1            -0.024            0.000               0.0   
 12413  USAZYK1             0.186            0.000               0.0   
 12414  USAZYM1            -0.113            0.000               0.0   
 12415  USAZYR1             0.516            0.000               0.0   
 12416  USAZYS1             0.205            0.000               0.0   
 12417  USAZYT1             0.388            0.000               0.0   
 12418  USAZYV1             0.426            0.000               0.0   
 12419  USAZYX1            -0.912            0.000               0.0   
 12420  USAZZ41            -0.269            0.000               0.0   
 12421  USAZZ51             0.248            0.000               0.0   
 12422  USAZZ61             0.265            0.000               0.0   
 12423  USAZZ71             0.107            0.000               0.0   
 12424  USAZZ81             0.643            0.000               0.0   
 12425  USAZZ91             0.365            0.000               0.0   
 12426  USAZZA1             2.793            0.000               0.0   
 12427  USAZZB1             0.018            0.000               0.0   
 12428  USAZZD1             0.411            0.000               0.0   
 12429  USAZZF1            -1.494            0.000               0.0   
 12430  USAZZI1            -2.915            0.000               0.0   
 12431  USAZZJ1            -2.915            0.000               0.0   
 12432  USAZZL1             0.592            0.000               0.0   
 12433  USAZZP1             0.114            0.000               0.0   
 12434  USAZZR1             0.159            0.000               0.0   
 12435  USAZZX1            -2.856            0.000               0.0   
 12436  USAZZY1             0.946            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12407               0.0              0.0           0.0          0.000   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.804           0.000  ...           NaN          NaN   
 1            -1.806           0.000  ...           NaN          NaN   
 2            -1.837           0.000  ...           NaN       1396.0   
 3            -1.819           0.000  ...           NaN          NaN   
 4            -1.774           0.000  ...           NaN       1260.0   
 5            -1.426           0.000  ...           NaN         66.0   
 6            -1.798           0.000  ...           NaN          NaN   
 7            -1.777           0.000  ...           NaN          NaN   
 8            -0.841           0.000  ...           NaN          NaN   
 9            -1.923           0.864  ...           NaN      29000.0   
 10           -1.616           0.000  ...           NaN          NaN   
 11           -1.617           0.000  ...           NaN          NaN   
 12           -1.806           0.000  ...           NaN          NaN   
 13           -1.728           0.000  ...           NaN          NaN   
 14           -1.806           0.000  ...           NaN          NaN   
 15           -1.686           0.000  ...           NaN          NaN   
 16           -1.495           0.000  ...           NaN       4555.0   
 17            0.200           0.000  ...           NaN       1260.0   
 18           -1.372           0.000  ...           NaN          NaN   
 19           -1.671           0.000  ...           NaN          NaN   
 20           -0.670           0.000  ...           NaN       2400.0   
 21           -1.470           1.000  ...           NaN          NaN   
 22           -0.960           0.000  ...           NaN          NaN   
 23           -1.739           0.000  ...           NaN       4200.0   
 24           -1.501           0.000  ...           NaN          NaN   
 25           -1.574           0.000  ...           NaN          NaN   
 26           -1.804           0.000  ...           NaN      69000.0   
 27           -1.548           0.000  ...           NaN         40.0   
 28           -1.136           0.000  ...           NaN       1161.0   
 29           -1.723           0.000  ...           NaN       2955.0   
 ...             ...             ...  ...           ...          ...   
 12407        -1.806           0.000  ...           NaN          NaN   
 12408        -0.651           0.000  ...           NaN          NaN   
 12409        -0.737           0.000  ...           NaN          NaN   
 12410         0.172           0.000  ...           NaN      50400.0   
 12411        -1.036           0.000  ...           NaN      10000.0   
 12412        -0.260           0.000  ...           NaN          NaN   
 12413        -0.216           0.000  ...           NaN          NaN   
 12414        -1.306           0.000  ...           NaN          NaN   
 12415         0.048           0.000  ...           NaN       6000.0   
 12416        -0.306           0.000  ...           NaN          NaN   
 12417        -0.571           0.000  ...           NaN      31609.0   
 12418         0.165           0.000  ...           NaN          NaN   
 12419        -1.798           0.000  ...           NaN        300.0   
 12420        -1.403           0.000  ...           NaN     145500.0   
 12421        -0.868           0.000  ...           NaN          NaN   
 12422         0.013           0.000  ...           NaN      34830.0   
 12423        -1.153           0.000  ...           NaN          NaN   
 12424        -1.498           1.000  ...           NaN      27000.0   
 12425         0.604           0.000  ...           NaN          NaN   
 12426        -0.357           0.000  ...           NaN        100.0   
 12427        -0.877           0.000  ...           NaN          NaN   
 12428        -0.071           0.000  ...           NaN   11907000.0   
 12429         0.625           0.000  ...           NaN      12400.0   
 12430        -0.942           1.000  ...           NaN        400.0   
 12431        -0.281           0.000  ...           NaN          0.0   
 12432        -0.336           0.000  ...           NaN          NaN   
 12433        -0.509           1.000  ...           NaN          NaN   
 12434        -0.429           0.000  ...           NaN          NaN   
 12435         0.138           0.000  ...           NaN     372000.0   
 12436         0.247           0.000  ...           NaN      59100.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.154910e+10  0.159642   14.301604    9.914984   
 1             NaN     6.339824e+09  0.000000   17.275032   12.309361   
 2             NaN     6.714601e+10  2.494603   24.603852   21.752990   
 3             NaN     3.152392e+10  2.084491   21.522982   19.465747   
 4             NaN     5.160606e+10  2.515723   25.895264   22.474033   
 5             NaN     1.856535e+11  0.421112   17.388868   14.625551   
 6             NaN     1.202767e+10  6.427605   20.168665   13.658960   
 7             NaN     7.505473e+10  0.000000   21.221572   15.159572   
 8             NaN     1.422628e+10  0.691244   42.015793   32.895850   
 9             NaN     4.093461e+10  1.856061   18.590385   14.586407   
 10            NaN     2.884002e+10  0.000000   40.965768   31.096463   
 11            NaN     2.446899e+10  1.408097   15.167716   12.277216   
 12            NaN     6.918348e+09  2.381335   15.889440   11.195029   
 13            NaN     1.983253e+10  1.267542   22.719766   20.019530   
 14            NaN     1.272468e+10  1.246883   14.720307   10.040026   
 15            NaN     4.351978e+10  1.531980   25.590051   22.593731   
 16            NaN     4.351978e+10  1.531980   27.489979   24.862435   
 17            NaN     1.957862e+10  0.265487   24.119322   19.016047   
 18            NaN     2.597088e+10  2.255846   24.417062   21.392233   
 19            NaN     1.090170e+11  3.282051   27.896808   22.881616   
 20            NaN     1.369878e+11  0.000000   35.602325   30.809930   
 21            NaN     1.042471e+11  2.236636   24.172095   20.864135   
 22            NaN     1.545101e+10  0.000000   35.985304   33.533258   
 23            NaN     9.128162e+10  0.000000   19.116585   14.991654   
 24            NaN     4.316092e+10  3.312825   23.412038   20.503883   
 25            NaN     2.790387e+10  0.000000   22.849709   19.232200   
 26            NaN     8.583958e+09  1.690331   12.458694    8.926529   
 27            NaN     8.583958e+09  1.690331   31.224383   29.432845   
 28            NaN     7.428174e+10  2.793821   22.282790   19.803784   
 29            NaN     3.558386e+11  2.439768   21.539754   18.948520   
 ...           ...              ...       ...         ...         ...   
 12407         NaN     5.056250e+06       NaN   21.127643   15.124178   
 12408         NaN     8.488150e+06  0.000000   65.591099   63.144413   
 12409         NaN     2.901340e+06  0.000000   63.234043   60.507948   
 12410      286.44     4.904000e+05  0.000000   81.585530   78.258055   
 12411     1097.89     1.018000e+06  0.000000   83.825125   81.411792   
 12412         NaN     6.134280e+07       NaN   76.408654   73.558114   
 12413         NaN     3.416150e+05       NaN   62.501711   58.879220   
 12414         NaN     1.967420e+06       NaN   63.663622   61.285765   
 12415    35026.83     1.220901e+07  0.000000   91.108275   88.404984   
 12416         NaN     5.030700e+01  0.000000   42.088617   36.035724   
 12417    34320.37     2.109450e+07  0.000000  112.745005  111.192363   
 12418         NaN     1.907840e+06  0.000000  152.093326  150.252967   
 12419    29650.45     6.531536e+07  1.980983   39.418043   34.974095   
 12420     2128.64     2.594250e+06       NaN   92.344599   90.674091   
 12421         NaN     1.482800e+05  0.000000   54.092754   50.483210   
 12422      269.64     1.112200e+06  0.000000  152.738452  151.043528   
 12423         NaN     5.964600e+06  0.000000   75.473136   73.195813   
 12424  1087997.25     3.005634e+10  4.740299   21.432813   17.369944   
 12425         NaN     1.591600e+03  0.000000   56.492185   48.327297   
 12426     6267.76     1.956780e+06  0.000000   80.117675   77.324686   
 12427         NaN     2.538600e+06  0.000000   46.446716   41.099884   
 12428    40628.71     1.558116e+06       NaN   79.068373   76.422132   
 12429    31420.94     3.665610e+07       NaN   87.626187   83.515918   
 12430      101.38     4.700000e+05  0.000000   70.573516   67.899474   
 12431         NaN     9.897524e+06  0.000000   79.531173   74.874993   
 12432         NaN     3.424800e+07  0.000000   68.877349   66.354823   
 12433         NaN     1.492190e+06       NaN   66.521684   63.209139   
 12434         NaN     3.367200e+05       NaN   34.738487   29.253363   
 12435      955.88     8.779120e+05  0.000000  168.800906  167.138570   
 12436  2082522.30     7.967311e+08  0.606750   38.372617   29.713964   
 
        HistBeta  PredBeta  DataDate  
 0      0.000845  0.085448  20040913  
 1     -0.000032  0.047176  20040913  
 2     -0.017460  0.144509  20040913  
 3     -0.007126  0.290970  20040913  
 4      0.017076  0.170230  20040913  
 5      0.207778  0.436598  20040913  
 6      0.003987  0.021712  20040913  
 7      0.015597  0.035308  20040913  
 8      0.528645  1.036943  20040913  
 9     -0.064395  0.019867  20040913  
 10     0.103761  0.639799  20040913  
 11     0.103362  0.271534  20040913  
 12    -0.000032  0.057669  20040913  
 13     0.042479  0.302692  20040913  
 14    -0.000032  0.032699  20040913  
 15     0.065748  0.239609  20040913  
 16     0.170417  0.344415  20040913  
 17     1.099101  1.192521  20040913  
 18     0.237497  0.473313  20040913  
 19     0.073813  0.220144  20040913  
 20     0.622224  0.740454  20040913  
 21     0.183983  0.351292  20040913  
 22     0.463359  0.744949  20040913  
 23     0.036683  0.268623  20040913  
 24     0.167125  0.452285  20040913  
 25     0.126883  0.449549  20040913  
 26     0.000683  0.149262  20040913  
 27     0.141324  0.407187  20040913  
 28     0.367168  0.426369  20040913  
 29     0.045417  0.254404  20040913  
 ...         ...       ...       ...  
 12407 -0.000032  0.028411  20040913  
 12408  0.632654  0.903401  20040913  
 12409  0.585551  0.887192  20040913  
 12410  1.083814  1.395019  20040913  
 12411  0.421873  0.852922  20040913  
 12412  0.847367  1.226194  20040913  
 12413  0.871059  1.271841  20040913  
 12414  0.273876  0.558739  20040913  
 12415  1.016059  1.308443  20040913  
 12416  0.821963  1.241697  20040913  
 12417  0.676640  1.054900  20040913  
 12418  1.080095  1.430316  20040913  
 12419  0.004187  0.215955  20040913  
 12420  0.220708  0.599616  20040913  
 12421  0.513842  0.912411  20040913  
 12422  0.996693  1.322457  20040913  
 12423  0.357408  0.685023  20040913  
 12424  0.168814  0.263868  20040913  
 12425  1.320434  1.525879  20040913  
 12426  0.794034  1.133661  20040913  
 12427  0.509075  0.946489  20040913  
 12428  0.950768  1.208360  20040913  
 12429  1.332035  1.573510  20040913  
 12430  0.473234  0.690233  20040913  
 12431  0.835761  1.086793  20040913  
 12432  0.805604  1.031684  20040913  
 12433  0.710547  1.001684  20040913  
 12434  0.754508  1.119024  20040913  
 12435  1.065505  1.345521  20040913  
 12436  1.124775  1.307969  20040913  
 
 [12437 rows x 92 columns],
 '20040914':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.097            0.000               0.0   
 1      USA0011            -0.266            0.000               0.0   
 2      USA0031             0.556            0.000               0.0   
 3      USA0062             0.067            0.431               0.0   
 4      USA00E2             0.573            0.000               0.0   
 5      USA00F1             0.069            0.000               0.0   
 6      USA00G2             0.027            0.000               0.0   
 7      USA00H1             0.573            0.000               0.0   
 8      USA00I1             0.001            0.000               0.0   
 9      USA00J1             0.228            0.000               0.0   
 10     USA00K1            -2.034            0.000               0.0   
 11     USA00P1             0.271            0.000               0.0   
 12     USA00R1            -0.536            0.000               0.0   
 13     USA00S1             0.711            0.000               0.0   
 14     USA00V1             0.004            0.000               0.0   
 15     USA0131             0.206            1.000               0.0   
 16     USA0161             0.151            1.000               0.0   
 17     USA01I1             0.485            0.000               0.0   
 18     USA01J2             0.525            0.000               0.0   
 19     USA01L1             0.635            0.000               0.0   
 20     USA01P1             0.373            0.000               0.0   
 21     USA01Q1             0.449            0.000               0.0   
 22     USA0202             0.308            0.000               0.0   
 23     USA0231            -0.720            0.000               0.0   
 24     USA0281            -0.220            0.000               0.0   
 25     USA0291            -0.131            0.000               0.0   
 26     USA02A1            -0.496            0.000               0.0   
 27     USA02B1            -0.069            0.000               0.0   
 28     USA02H1             0.416            0.000               0.0   
 29     USA02P1            -0.329            0.143               0.0   
 ...        ...               ...              ...               ...   
 12408  USAZY41            -1.678            0.000               0.0   
 12409  USAZY51            -0.724            0.000               0.0   
 12410  USAZY61             2.843            0.000               0.0   
 12411  USAZY71            -2.781            0.000               0.0   
 12412  USAZYI1            -0.610            0.000               0.0   
 12413  USAZYJ1            -0.263            0.000               0.0   
 12414  USAZYK1            -0.953            0.000               0.0   
 12415  USAZYM1            -2.924            0.000               0.0   
 12416  USAZYR1            -0.595            0.000               0.0   
 12417  USAZYS1            -0.258            0.000               0.0   
 12418  USAZYT1            -0.835            0.000               0.0   
 12419  USAZYV1            -2.857            0.000               0.0   
 12420  USAZYX1            -0.217            0.000               0.0   
 12421  USAZZ41            -2.924            0.000               0.0   
 12422  USAZZ51            -2.918            0.000               0.0   
 12423  USAZZ61            -0.216            0.000               0.0   
 12424  USAZZ71            -0.307            0.000               0.0   
 12425  USAZZ81             0.307            0.000               0.0   
 12426  USAZZ91            -0.814            0.000               0.0   
 12427  USAZZA1            -0.023            0.000               0.0   
 12428  USAZZB1            -1.122            0.000               0.0   
 12429  USAZZD1             2.261            0.000               0.0   
 12430  USAZZF1            -0.899            0.000               0.0   
 12431  USAZZI1             2.305            0.000               0.0   
 12432  USAZZJ1            -0.682            0.000               0.0   
 12433  USAZZL1            -0.601            0.000               0.0   
 12434  USAZZP1            -2.924            0.000               0.0   
 12435  USAZZR1            -0.042            0.000               0.0   
 12436  USAZZX1             0.240            0.000               0.0   
 12437  USAZZY1            -0.095            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.805           0.000  ...           NaN          NaN   
 1            -1.807           0.000  ...           NaN          NaN   
 2            -1.839           0.000  ...           NaN       1396.0   
 3            -1.821           0.000  ...           NaN          NaN   
 4            -1.776           0.000  ...           NaN       1260.0   
 5            -1.428           0.000  ...           NaN         66.0   
 6            -1.800           0.000  ...           NaN          NaN   
 7            -1.778           0.000  ...           NaN          NaN   
 8            -0.841           0.000  ...           NaN          NaN   
 9            -1.924           0.864  ...           NaN      29000.0   
 10           -1.585           0.000  ...           NaN      11500.0   
 11           -1.625           0.000  ...           NaN          NaN   
 12           -1.807           0.000  ...           NaN          NaN   
 13           -1.729           0.000  ...           NaN          NaN   
 14           -1.807           0.000  ...           NaN          NaN   
 15           -1.688           0.000  ...           NaN          NaN   
 16           -1.497           0.000  ...           NaN       1300.0   
 17            0.200           0.000  ...           NaN       1260.0   
 18           -1.373           0.000  ...           NaN          NaN   
 19           -1.673           0.000  ...           NaN          NaN   
 20           -0.671           0.000  ...           NaN          NaN   
 21           -1.471           1.000  ...           NaN          NaN   
 22           -0.961           0.000  ...           NaN          NaN   
 23           -1.735           0.000  ...           NaN       5500.0   
 24           -1.503           0.000  ...           NaN          NaN   
 25           -1.576           0.000  ...           NaN          NaN   
 26           -1.805           0.000  ...           NaN          NaN   
 27           -1.551           0.000  ...           NaN          NaN   
 28           -1.137           0.000  ...           NaN       1161.0   
 29           -1.720           0.000  ...           NaN       4500.0   
 ...             ...             ...  ...           ...          ...   
 12408        -1.807           0.000  ...           NaN          NaN   
 12409        -0.651           0.000  ...           NaN          NaN   
 12410        -0.749           0.000  ...           NaN       1500.0   
 12411         0.182           0.000  ...           NaN      20000.0   
 12412        -1.033           0.000  ...           NaN          NaN   
 12413        -0.257           0.000  ...           NaN          NaN   
 12414        -0.216           0.000  ...           NaN          NaN   
 12415        -1.065           0.000  ...           NaN      20000.0   
 12416         0.051           0.000  ...           NaN      44370.0   
 12417        -0.305           0.000  ...           NaN          NaN   
 12418        -0.572           0.000  ...           NaN       6700.0   
 12419         0.176           0.000  ...           NaN       6200.0   
 12420        -1.808           0.000  ...           NaN       6800.0   
 12421        -1.385           0.000  ...           NaN      46000.0   
 12422        -0.785           0.000  ...           NaN      15000.0   
 12423         0.014           0.000  ...           NaN      13000.0   
 12424        -1.151           0.000  ...           NaN          NaN   
 12425        -1.500           1.000  ...           NaN      14400.0   
 12426         0.603           0.000  ...           NaN          NaN   
 12427        -0.355           0.000  ...           NaN       1200.0   
 12428        -0.879           0.000  ...           NaN          NaN   
 12429        -0.088           0.000  ...           NaN    3489769.0   
 12430         0.622           0.000  ...           NaN        250.0   
 12431        -0.955           1.000  ...           NaN        500.0   
 12432        -0.281           0.000  ...           NaN          0.0   
 12433        -0.336           0.000  ...           NaN       1000.0   
 12434        -0.493           1.000  ...           NaN      20000.0   
 12435        -0.428           0.000  ...           NaN          NaN   
 12436         0.137           0.000  ...           NaN          NaN   
 12437         0.247           0.000  ...           NaN      72700.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.247164e+10  0.159642   14.128967    9.936032   
 1             NaN     6.626549e+09  0.000000   17.009332   12.339011   
 2             NaN     6.713038e+10  2.494603   24.550746   21.863507   
 3             NaN     3.160984e+10  2.084491   21.363643   19.424159   
 4             NaN     5.164607e+10  2.515723   25.782921   22.594085   
 5             NaN     1.864881e+11  0.421112   17.307663   14.637515   
 6             NaN     1.211500e+10  6.427605   19.944313   13.675639   
 7             NaN     7.559898e+10  0.000000   20.940608   15.215157   
 8             NaN     1.422252e+10  0.691244   41.748693   32.945382   
 9             NaN     4.081398e+10  1.856061   18.378803   14.569525   
 10            NaN     2.917891e+10  0.000000   40.978607   31.649489   
 11            NaN     2.527794e+10  1.408097   15.116691   12.306452   
 12            NaN     6.948173e+09  2.381335   15.780905   11.327631   
 13            NaN     2.027136e+10  1.267542   22.699039   20.114846   
 14            NaN     1.302102e+10  1.246883   14.489260   10.061919   
 15            NaN     4.323115e+10  1.531980   25.438967   22.601606   
 16            NaN     4.323115e+10  1.531980   27.394152   24.902780   
 17            NaN     2.043941e+10  0.265487   24.399918   19.135193   
 18            NaN     2.588883e+10  2.255846   24.393654   21.448531   
 19            NaN     1.096162e+11  3.282051   27.585892   22.934518   
 20            NaN     1.375963e+11  0.000000   35.357130   30.860358   
 21            NaN     1.044176e+11  2.236636   24.119805   20.950292   
 22            NaN     1.523145e+10  0.000000   35.997075   33.588455   
 23            NaN     9.087795e+10  0.000000   18.999187   15.071893   
 24            NaN     4.282083e+10  3.312825   23.347942   20.530500   
 25            NaN     2.691162e+10  0.000000   22.752203   19.254746   
 26            NaN     8.712932e+09  1.690331   12.459988    9.113136   
 27            NaN     8.712932e+09  1.690331   31.218320   29.499064   
 28            NaN     7.408792e+10  2.793821   22.278702   19.901541   
 29            NaN     3.565767e+11  2.439768   21.437853   18.976542   
 ...           ...              ...       ...         ...         ...   
 12408         NaN     5.056250e+06       NaN   21.511317   15.748397   
 12409         NaN     8.488150e+06  0.000000   65.658558   63.220958   
 12410       67.73     2.231800e+06  0.000000   63.497199   60.706773   
 12411      296.15     6.130000e+05  0.000000   84.302747   81.060618   
 12412         NaN     1.018000e+06  0.000000   84.997037   82.704423   
 12413         NaN     6.134280e+07       NaN   76.788246   73.955651   
 12414         NaN     3.416150e+05       NaN   63.639658   60.109001   
 12415      454.91     3.783500e+06       NaN   64.895089   62.464249   
 12416    34106.30     1.232000e+07  0.000000   91.162765   88.489102   
 12417         NaN     5.030700e+01  0.000000   42.066742   35.956847   
 12418    32888.26     2.109450e+07  0.000000  112.916826  111.341725   
 12419      403.03     2.146320e+06  0.000000  152.750226  150.913948   
 12420    32253.76     6.438080e+07  1.980983   39.275673   34.984864   
 12421     2199.16     2.767200e+06       NaN   93.343799   91.648088   
 12422       20.45     2.224200e+05  0.000000   63.441128   60.183104   
 12423      258.57     1.112200e+06  0.000000  153.060147  151.379718   
 12424         NaN     5.964600e+06  0.000000   75.002119   72.729670   
 12425  1067301.67     2.977966e+10  4.740299   21.679567   17.970111   
 12426         NaN     1.591600e+03  0.000000   56.399652   48.398580   
 12427     5992.68     1.956780e+06  0.000000   76.181721   73.335011   
 12428         NaN     2.538600e+06  0.000000   46.805344   41.282591   
 12429    39099.20     1.038744e+06       NaN   78.735508   75.991087   
 12430    30014.88     3.665610e+07       NaN   87.634008   83.523635   
 12431      134.27     3.877500e+05  0.000000   72.903935   70.442487   
 12432         NaN     9.884914e+06  0.000000   79.470859   74.941279   
 12433    13235.08     3.424800e+07  0.000000   68.917197   66.400267   
 12434       81.18     1.705360e+06       NaN   68.142346   64.875301   
 12435         NaN     3.367200e+05       NaN   34.833560   29.273529   
 12436         NaN     8.779120e+05  0.000000  168.917126  167.273325   
 12437  2090942.76     8.001280e+08  0.606750   38.122676   29.716232   
 
        HistBeta  PredBeta  DataDate  
 0      0.000837  0.088949  20040914  
 1     -0.000037  0.051300  20040914  
 2     -0.017503  0.165446  20040914  
 3     -0.007861  0.302270  20040914  
 4      0.017031  0.192302  20040914  
 5      0.207387  0.439902  20040914  
 6      0.003903  0.026153  20040914  
 7      0.015625  0.047916  20040914  
 8      0.528868  1.040404  20040914  
 9     -0.064485  0.033785  20040914  
 10     0.121637  0.626193  20040914  
 11     0.099759  0.277949  20040914  
 12    -0.000037  0.050358  20040914  
 13     0.042437  0.318588  20040914  
 14    -0.000037  0.039329  20040914  
 15     0.065093  0.255047  20040914  
 16     0.169472  0.365283  20040914  
 17     1.099409  1.204035  20040914  
 18     0.237475  0.487881  20040914  
 19     0.073308  0.234155  20040914  
 20     0.622151  0.773872  20040914  
 21     0.184114  0.369257  20040914  
 22     0.463290  0.760070  20040914  
 23     0.039459  0.268001  20040914  
 24     0.166163  0.458836  20040914  
 25     0.126498  0.451355  20040914  
 26     0.000651  0.145652  20040914  
 27     0.140321  0.418418  20040914  
 28     0.366673  0.444527  20040914  
 29     0.047489  0.259827  20040914  
 ...         ...       ...       ...  
 12408 -0.000037  0.003431  20040914  
 12409  0.632906  0.903279  20040914  
 12410  0.579304  0.944697  20040914  
 12411  1.089621  1.348434  20040914  
 12412  0.424114  0.900715  20040914  
 12413  0.848783  1.230635  20040914  
 12414  0.871393  1.256598  20040914  
 12415  0.406317  0.628862  20040914  
 12416  1.017704  1.306867  20040914  
 12417  0.822880  1.249777  20040914  
 12418  0.676631  1.063532  20040914  
 12419  1.086319  1.383411  20040914  
 12420 -0.000516  0.228640  20040914  
 12421  0.230969  0.574070  20040914  
 12422  0.559647  0.902489  20040914  
 12423  0.997562  1.315422  20040914  
 12424  0.359268  0.694834  20040914  
 12425  0.168203  0.272291  20040914  
 12426  1.320144  1.508456  20040914  
 12427  0.795196  1.162727  20040914  
 12428  0.508278  1.034235  20040914  
 12429  0.941364  1.248397  20040914  
 12430  1.330550  1.582805  20040914  
 12431  0.466734  0.722790  20040914  
 12432  0.835735  1.093707  20040914  
 12433  0.805755  1.026017  20040914  
 12434  0.719869  0.962751  20040914  
 12435  0.755303  1.122006  20040914  
 12436  1.064921  1.409495  20040914  
 12437  1.125261  1.299369  20040914  
 
 [12438 rows x 92 columns],
 '20040915':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.540            0.000               0.0   
 1      USA0011             0.104            0.000               0.0   
 2      USA0031             0.130            0.000               0.0   
 3      USA0062             0.239            0.431               0.0   
 4      USA00E2             0.416            0.000               0.0   
 5      USA00F1             0.224            0.000               0.0   
 6      USA00G2            -0.498            0.000               0.0   
 7      USA00H1             0.136            0.000               0.0   
 8      USA00I1            -1.384            0.000               0.0   
 9      USA00J1            -0.966            0.000               0.0   
 10     USA00K1            -1.008            0.000               0.0   
 11     USA00P1             0.254            0.000               0.0   
 12     USA00R1             0.096            0.000               0.0   
 13     USA00S1            -0.173            0.000               0.0   
 14     USA00V1             0.360            0.000               0.0   
 15     USA0131             0.479            1.000               0.0   
 16     USA0161             0.157            1.000               0.0   
 17     USA01I1            -0.991            0.000               0.0   
 18     USA01J2             0.237            0.000               0.0   
 19     USA01L1             0.042            0.000               0.0   
 20     USA01P1             2.398            0.000               0.0   
 21     USA01Q1            -1.502            0.000               0.0   
 22     USA0202            -0.328            0.000               0.0   
 23     USA0231            -0.599            0.000               0.0   
 24     USA0281             0.412            0.000               0.0   
 25     USA0291            -0.848            0.000               0.0   
 26     USA02A1             0.010            0.000               0.0   
 27     USA02B1            -1.047            0.000               0.0   
 28     USA02H1            -0.226            0.000               0.0   
 29     USA02P1            -0.207            0.143               0.0   
 ...        ...               ...              ...               ...   
 12400  USAZY41             1.126            0.000               0.0   
 12401  USAZY51             0.468            0.000               0.0   
 12402  USAZY61             0.449            0.000               0.0   
 12403  USAZY71            -0.363            0.000               0.0   
 12404  USAZYI1             0.146            0.000               0.0   
 12405  USAZYJ1             0.732            0.000               0.0   
 12406  USAZYK1             0.027            0.000               0.0   
 12407  USAZYM1             0.079            0.000               0.0   
 12408  USAZYR1             0.802            0.000               0.0   
 12409  USAZYS1            -0.165            0.000               0.0   
 12410  USAZYT1             2.358            0.000               0.0   
 12411  USAZYV1             2.766            0.000               0.0   
 12412  USAZYX1             1.871            0.000               0.0   
 12413  USAZZ41             0.042            0.000               0.0   
 12414  USAZZ51            -0.143            0.000               0.0   
 12415  USAZZ61            -0.348            0.000               0.0   
 12416  USAZZ71             0.126            0.000               0.0   
 12417  USAZZ81             0.258            0.000               0.0   
 12418  USAZZ91            -0.591            0.000               0.0   
 12419  USAZZA1             0.251            0.000               0.0   
 12420  USAZZB1             0.234            0.000               0.0   
 12421  USAZZD1            -0.342            0.000               0.0   
 12422  USAZZF1             1.939            0.000               0.0   
 12423  USAZZI1            -0.773            0.000               0.0   
 12424  USAZZJ1             2.766            0.000               0.0   
 12425  USAZZL1             0.042            0.000               0.0   
 12426  USAZZP1            -1.330            0.000               0.0   
 12427  USAZZR1             0.282            0.000               0.0   
 12428  USAZZX1            -2.766            0.000               0.0   
 12429  USAZZY1             0.918            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12400               0.0              0.0           0.0          0.000   
 12401               0.0              0.0           0.0          0.000   
 12402               0.0              0.0           0.0          0.000   
 12403               0.0              0.0           0.0          0.000   
 12404               0.0              0.0           0.0          0.000   
 12405               0.0              0.0           0.0          0.000   
 12406               0.0              0.0           0.0          0.000   
 12407               0.0              0.0           0.0          0.000   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.793           0.000  ...           NaN          NaN   
 1            -1.795           0.000  ...           NaN          NaN   
 2            -1.825           0.000  ...           NaN       1396.0   
 3            -1.806           0.000  ...           NaN          NaN   
 4            -1.763           0.000  ...           NaN       1260.0   
 5            -1.420           0.000  ...           NaN         66.0   
 6            -1.787           0.000  ...           NaN          NaN   
 7            -1.767           0.000  ...           NaN          NaN   
 8            -0.845           0.000  ...           NaN          NaN   
 9            -1.910           0.864  ...           NaN      29000.0   
 10           -1.579           0.000  ...           NaN          NaN   
 11           -1.613           0.000  ...           NaN          NaN   
 12           -1.795           0.000  ...           NaN          NaN   
 13           -1.717           0.000  ...           NaN          NaN   
 14           -1.795           0.000  ...           NaN          NaN   
 15           -1.672           0.000  ...           NaN          NaN   
 16           -1.492           0.000  ...           NaN        750.0   
 17            0.185           0.000  ...           NaN       1260.0   
 18           -1.368           0.000  ...           NaN          NaN   
 19           -1.658           0.000  ...           NaN          NaN   
 20           -0.561           0.000  ...           NaN       1750.0   
 21           -1.465           1.000  ...           NaN          NaN   
 22           -0.958           0.000  ...           NaN          NaN   
 23           -1.722           0.000  ...           NaN       5500.0   
 24           -1.497           0.000  ...           NaN          NaN   
 25           -1.570           0.000  ...           NaN          NaN   
 26           -1.793           0.000  ...           NaN          NaN   
 27           -1.559           0.000  ...           NaN         90.0   
 28           -1.129           0.000  ...           NaN       1161.0   
 29           -1.707           0.000  ...           NaN       4500.0   
 ...             ...             ...  ...           ...          ...   
 12400        -1.795           0.000  ...           NaN          NaN   
 12401        -0.648           0.000  ...           NaN          NaN   
 12402        -0.775           0.000  ...           NaN      87500.0   
 12403         0.185           0.000  ...           NaN          NaN   
 12404        -1.034           0.000  ...           NaN      93000.0   
 12405        -0.252           0.000  ...           NaN          NaN   
 12406        -0.214           0.000  ...           NaN          NaN   
 12407        -1.057           0.000  ...           NaN          NaN   
 12408         0.053           0.000  ...           NaN      20636.0   
 12409        -0.356           0.000  ...           NaN          NaN   
 12410        -0.550           0.000  ...           NaN      15800.0   
 12411         0.338           0.000  ...           NaN       7350.0   
 12412        -1.790           0.000  ...           NaN       5700.0   
 12413        -1.379           0.000  ...           NaN          NaN   
 12414        -0.780           0.000  ...           NaN          NaN   
 12415         0.010           0.000  ...           NaN     253800.0   
 12416        -1.149           0.000  ...           NaN          NaN   
 12417        -1.445           1.000  ...           NaN      42200.0   
 12418         0.601           0.000  ...           NaN          NaN   
 12419        -0.353           0.000  ...           NaN       2000.0   
 12420        -0.860           0.000  ...           NaN          NaN   
 12421        -0.094           0.000  ...           NaN    6436111.0   
 12422         0.643           0.000  ...           NaN      10100.0   
 12423        -0.946           1.000  ...           NaN          NaN   
 12424        -0.193           0.000  ...           NaN          0.0   
 12425        -0.336           0.000  ...           NaN          NaN   
 12426        -0.487           1.000  ...           NaN          NaN   
 12427        -0.425           0.000  ...           NaN          NaN   
 12428         0.036           0.000  ...           NaN      93500.0   
 12429         0.257           0.000  ...           NaN      58400.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.144883e+10  0.159642   14.182809   10.055426   
 1             NaN     6.358939e+09  0.000000   16.829785   12.345773   
 2             NaN     6.645814e+10  2.494603   24.554469   21.858224   
 3             NaN     3.125757e+10  2.084491   21.351100   19.414689   
 4             NaN     5.133936e+10  2.515723   25.732895   22.627182   
 5             NaN     1.857578e+11  0.421112   17.362827   14.651145   
 6             NaN     1.213882e+10  6.427605   19.907514   13.789968   
 7             NaN     7.535277e+10  0.000000   20.767086   15.226257   
 8             NaN     1.375646e+10  0.691244   41.853917   33.093817   
 9             NaN     4.108742e+10  1.856061   18.403661   14.670083   
 10            NaN     2.841640e+10  0.000000   40.692476   31.765875   
 11            NaN     2.513032e+10  1.408097   15.100336   12.323417   
 12            NaN     6.945964e+09  2.381335   15.693568   11.335475   
 13            NaN     2.007318e+10  1.267542   22.682180   20.134193   
 14            NaN     1.301089e+10  1.246883   14.373441   10.093439   
 15            NaN     4.302269e+10  1.531980   25.387973   22.628684   
 16            NaN     4.302269e+10  1.531980   27.402762   24.927956   
 17            NaN     2.019409e+10  0.265487   24.895047   19.269548   
 18            NaN     2.552299e+10  2.255846   24.419387   21.435401   
 19            NaN     1.092310e+11  3.282051   27.385946   22.955949   
 20            NaN     1.322547e+11  0.000000   36.009763   31.157953   
 21            NaN     1.002525e+11  2.236636   24.524524   21.225220   
 22            NaN     1.503934e+10  0.000000   36.040239   33.508583   
 23            NaN     8.933893e+10  0.000000   19.054288   15.150864   
 24            NaN     4.303088e+10  3.312825   23.485931   20.549506   
 25            NaN     2.601618e+10  0.000000   22.968990   19.469823   
 26            NaN     8.598289e+09  1.690331   12.419124    9.139956   
 27            NaN     8.598289e+09  1.690331   31.376197   29.642888   
 28            NaN     7.390379e+10  2.793821   22.269123   19.908463   
 29            NaN     3.535191e+11  2.439768   21.405568   18.980574   
 ...           ...              ...       ...         ...         ...   
 12400         NaN     5.056250e+06       NaN   21.537255   15.924410   
 12401         NaN     8.488150e+06  0.000000   65.667297   63.146226   
 12402      465.45     2.231800e+06  0.000000   62.917966   59.823539   
 12403         NaN     6.130000e+05  0.000000   86.523391   83.470194   
 12404     1386.16     1.018000e+06  0.000000   84.898135   82.654786   
 12405         NaN     6.134280e+07       NaN   76.609158   73.581765   
 12406         NaN     3.416150e+05       NaN   64.400017   60.715842   
 12407         NaN     3.783500e+06       NaN   66.087486   63.750978   
 12408    33006.47     1.220901e+07  0.000000   91.423224   88.670627   
 12409         NaN     5.030700e+01  0.000000   42.064198   35.870540   
 12410    33176.51     2.059225e+07  0.000000  113.391836  111.652399   
 12411      389.83     1.430880e+06  0.000000  155.814736  153.719949   
 12412    34754.05     6.427696e+07  1.980983   39.562586   35.278212   
 12413         NaN     2.767200e+06       NaN   93.408782   91.776644   
 12414         NaN     2.224200e+05  0.000000   63.435177   60.278301   
 12415      278.11     1.112200e+06  0.000000  153.313588  151.592076   
 12416         NaN     5.964600e+06  0.000000   75.606127   73.359149   
 12417  1079352.29     2.934633e+10  4.740299   21.255190   17.359552   
 12418         NaN     1.591600e+03  0.000000   56.540528   48.436482   
 12419     6008.27     1.956780e+06  0.000000   76.142782   73.218012   
 12420         NaN     2.538600e+06  0.000000   46.920122   41.307437   
 12421    39379.20     1.038744e+06       NaN   78.487241   75.437749   
 12422    28475.33     3.571620e+07       NaN   88.067836   83.673023   
 12423         NaN     3.877500e+05  0.000000   73.506916   71.065719   
 12424         NaN     9.364940e+06  0.000000   80.188942   75.508594   
 12425         NaN     3.424800e+07  0.000000   69.096625   66.503669   
 12426         NaN     1.705360e+06       NaN   69.337951   66.225155   
 12427         NaN     3.367200e+05       NaN   35.071929   29.302251   
 12428      947.93     1.097390e+06  0.000000  170.456689  168.784101   
 12429  2110062.76     7.924077e+08  0.606750   38.499736   29.830821   
 
        HistBeta  PredBeta  DataDate  
 0      0.000866  0.089534  20040915  
 1     -0.000013  0.066580  20040915  
 2     -0.016956  0.157078  20040915  
 3     -0.006090  0.311861  20040915  
 4      0.017183  0.197891  20040915  
 5      0.206470  0.448299  20040915  
 6      0.004280  0.030942  20040915  
 7      0.015259  0.053602  20040915  
 8      0.522905  1.004656  20040915  
 9     -0.063271  0.013275  20040915  
 10     0.118632  0.604879  20040915  
 11     0.099780  0.286456  20040915  
 12    -0.000013  0.063567  20040915  
 13     0.042823  0.312823  20040915  
 14    -0.000013  0.054721  20040915  
 15     0.067644  0.276316  20040915  
 16     0.166890  0.375830  20040915  
 17     1.090018  1.174009  20040915  
 18     0.235158  0.494497  20040915  
 19     0.075227  0.238580  20040915  
 20     0.679231  0.875656  20040915  
 21     0.181547  0.343470  20040915  
 22     0.460674  0.758730  20040915  
 23     0.040036  0.271662  20040915  
 24     0.163605  0.479909  20040915  
 25     0.123622  0.440708  20040915  
 26     0.000789  0.155927  20040915  
 27     0.129976  0.396241  20040915  
 28     0.366250  0.443802  20040915  
 29     0.048398  0.270060  20040915  
 ...         ...       ...       ...  
 12400 -0.000013  0.046979  20040915  
 12401  0.631449  0.924035  20040915  
 12402  0.561399  1.010679  20040915  
 12403  1.090056  1.276164  20040915  
 12404  0.418933  0.893240  20040915  
 12405  0.849102  1.249802  20040915  
 12406  0.870032  1.273680  20040915  
 12407  0.406269  0.629651  20040915  
 12408  1.017109  1.311542  20040915  
 12409  0.792150  1.219497  20040915  
 12410  0.685159  1.127203  20040915  
 12411  1.174323  1.565590  20040915  
 12412  0.002806  0.267402  20040915  
 12413  0.228779  0.623122  20040915  
 12414  0.558382  0.885488  20040915  
 12415  0.993398  1.303695  20040915  
 12416  0.355573  0.701971  20040915  
 12417  0.192555  0.301738  20040915  
 12418  1.318803  1.493075  20040915  
 12419  0.793957  1.163705  20040915  
 12420  0.514866  1.055535  20040915  
 12421  0.936363  1.283062  20040915  
 12422  1.342103  1.642631  20040915  
 12423  0.467357  0.684907  20040915  
 12424  0.881741  1.200152  20040915  
 12425  0.803036  1.029223  20040915  
 12426  0.720018  0.902473  20040915  
 12427  0.754258  1.124947  20040915  
 12428  1.007862  1.316904  20040915  
 12429  1.129710  1.311275  20040915  
 
 [12430 rows x 92 columns],
 '20040916':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.299            0.000               0.0   
 1      USA0011             0.168            0.000               0.0   
 2      USA0031            -0.076            0.000               0.0   
 3      USA0062             0.281            0.431               0.0   
 4      USA00E2            -0.150            0.000               0.0   
 5      USA00F1             0.153            0.000               0.0   
 6      USA00G2             0.584            0.000               0.0   
 7      USA00H1            -0.608            0.000               0.0   
 8      USA00I1            -0.568            0.000               0.0   
 9      USA00J1            -1.031            0.000               0.0   
 10     USA00K1            -0.552            0.000               0.0   
 11     USA00P1            -0.204            0.000               0.0   
 12     USA00R1            -0.116            0.000               0.0   
 13     USA00S1            -0.615            0.000               0.0   
 14     USA00V1            -0.546            0.000               0.0   
 15     USA0131             0.405            1.000               0.0   
 16     USA0161             0.843            1.000               0.0   
 17     USA01I1             0.176            0.000               0.0   
 18     USA01J2             0.179            0.000               0.0   
 19     USA01L1            -0.215            0.000               0.0   
 20     USA01P1            -0.121            0.000               0.0   
 21     USA01Q1            -1.040            0.000               0.0   
 22     USA0202            -0.218            0.000               0.0   
 23     USA0231            -0.366            0.000               0.0   
 24     USA0281             0.401            0.000               0.0   
 25     USA0291            -0.158            0.000               0.0   
 26     USA02A1            -0.045            0.000               0.0   
 27     USA02B1            -2.587            0.000               0.0   
 28     USA02H1             0.097            0.000               0.0   
 29     USA02P1            -0.013            0.143               0.0   
 ...        ...               ...              ...               ...   
 12399  USAZY41             0.262            0.000               0.0   
 12400  USAZY51             0.578            0.000               0.0   
 12401  USAZY61             0.945            0.000               0.0   
 12402  USAZY71             2.778            0.000               0.0   
 12403  USAZYI1             0.956            0.000               0.0   
 12404  USAZYJ1             1.027            0.000               0.0   
 12405  USAZYK1             1.259            0.000               0.0   
 12406  USAZYM1             0.032            0.000               0.0   
 12407  USAZYR1             0.444            0.000               0.0   
 12408  USAZYS1             0.763            0.000               0.0   
 12409  USAZYT1            -2.755            0.000               0.0   
 12410  USAZYV1            -2.767            0.000               0.0   
 12411  USAZYX1             1.242            0.000               0.0   
 12412  USAZZ41             0.256            0.000               0.0   
 12413  USAZZ51             0.561            0.000               0.0   
 12414  USAZZ61             1.047            0.000               0.0   
 12415  USAZZ71             2.778            0.000               0.0   
 12416  USAZZ81            -1.468            0.000               0.0   
 12417  USAZZ91             1.753            0.000               0.0   
 12418  USAZZA1            -2.762            0.000               0.0   
 12419  USAZZB1             0.715            0.000               0.0   
 12420  USAZZD1             0.817            0.000               0.0   
 12421  USAZZF1             1.066            0.000               0.0   
 12422  USAZZI1            -0.311            0.000               0.0   
 12423  USAZZJ1            -1.980            0.000               0.0   
 12424  USAZZL1             0.679            0.000               0.0   
 12425  USAZZP1             0.237            0.000               0.0   
 12426  USAZZR1             0.714            0.000               0.0   
 12427  USAZZX1             1.136            0.000               0.0   
 12428  USAZZY1             1.679            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12399               0.0              0.0           0.0          0.000   
 12400               0.0              0.0           0.0          0.000   
 12401               0.0              0.0           0.0          0.000   
 12402               0.0              0.0           0.0          0.000   
 12403               0.0              0.0           0.0          0.000   
 12404               0.0              0.0           0.0          0.000   
 12405               0.0              0.0           0.0          0.000   
 12406               0.0              0.0           0.0          0.000   
 12407               0.0              0.0           0.0          0.000   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.795           0.000  ...           NaN          NaN   
 1            -1.797           0.000  ...           NaN          NaN   
 2            -1.828           0.000  ...           NaN       1396.0   
 3            -1.810           0.000  ...           NaN          NaN   
 4            -1.770           0.000  ...           NaN       1260.0   
 5            -1.422           0.000  ...           NaN         66.0   
 6            -1.789           0.000  ...           NaN          NaN   
 7            -1.762           0.000  ...           NaN          NaN   
 8            -0.846           0.000  ...           NaN          NaN   
 9            -1.897           0.864  ...           NaN      29000.0   
 10           -1.580           0.000  ...           NaN          NaN   
 11           -1.611           0.000  ...           NaN          NaN   
 12           -1.797           0.000  ...           NaN          NaN   
 13           -1.721           0.000  ...           NaN          NaN   
 14           -1.797           0.000  ...           NaN          NaN   
 15           -1.676           0.000  ...           NaN          NaN   
 16           -1.501           0.000  ...           NaN        848.0   
 17            0.185           0.000  ...           NaN       1260.0   
 18           -1.370           0.000  ...           NaN          NaN   
 19           -1.661           0.000  ...           NaN          NaN   
 20           -0.562           0.000  ...           NaN          NaN   
 21           -1.470           1.000  ...           NaN          NaN   
 22           -1.264           0.000  ...           NaN          NaN   
 23           -1.725           0.000  ...           NaN       5500.0   
 24           -1.499           0.000  ...           NaN          NaN   
 25           -1.664           0.000  ...           NaN          NaN   
 26           -1.795           0.000  ...           NaN          NaN   
 27           -1.512           0.000  ...           NaN       2220.0   
 28           -1.128           0.000  ...           NaN       1161.0   
 29           -1.710           0.000  ...           NaN       4500.0   
 ...             ...             ...  ...           ...          ...   
 12399        -1.797           0.000  ...           NaN          NaN   
 12400        -0.651           0.000  ...           NaN          NaN   
 12401        -0.775           0.000  ...           NaN          NaN   
 12402         0.148           0.000  ...           NaN        300.0   
 12403        -1.034           0.000  ...           NaN      66500.0   
 12404        -0.255           0.000  ...           NaN          NaN   
 12405        -0.216           0.000  ...           NaN          NaN   
 12406        -1.063           0.000  ...           NaN          NaN   
 12407         0.072           0.000  ...           NaN      51107.0   
 12408        -0.357           0.000  ...           NaN          NaN   
 12409        -0.403           0.000  ...           NaN     253810.0   
 12410         0.374           0.000  ...           NaN      46100.0   
 12411        -1.791           0.000  ...           NaN       4200.0   
 12412        -1.381           0.000  ...           NaN          NaN   
 12413        -0.784           0.000  ...           NaN          NaN   
 12414         0.009           0.000  ...           NaN       4775.0   
 12415        -1.190           0.000  ...           NaN      11000.0   
 12416        -1.436           1.000  ...           NaN      16700.0   
 12417         0.602           0.000  ...           NaN          NaN   
 12418        -0.246           0.000  ...           NaN       5000.0   
 12419        -0.864           0.000  ...           NaN          NaN   
 12420        -0.116           0.000  ...           NaN   22956410.0   
 12421         0.630           0.000  ...           NaN      12354.0   
 12422        -0.941           1.000  ...           NaN          NaN   
 12423        -0.146           0.000  ...           NaN          0.0   
 12424        -0.335           0.000  ...           NaN          NaN   
 12425        -0.490           1.000  ...           NaN          NaN   
 12426        -0.428           0.000  ...           NaN          NaN   
 12427         0.035           0.000  ...           NaN          NaN   
 12428         0.247           0.000  ...           NaN      56600.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.158921e+10  0.159642   13.748032    9.722663   
 1             NaN     6.435399e+09  0.000000   16.248646   11.928156   
 2             NaN     6.673954e+10  2.494603   23.691698   21.058946   
 3             NaN     3.142081e+10  2.084491   20.827831   18.963889   
 4             NaN     5.177942e+10  2.515723   24.748020   21.790876   
 5             NaN     1.864098e+11  0.421112   16.802470   14.123698   
 6             NaN     1.232142e+10  6.427605   19.350485   13.412959   
 7             NaN     7.540461e+10  0.000000   20.092009   14.714759   
 8             NaN     1.376773e+10  0.691244   40.425266   31.900613   
 9             NaN     4.126434e+10  1.856061   18.027529   14.293932   
 10            NaN     2.843334e+10  0.000000   39.320038   30.662399   
 11            NaN     2.511851e+10  1.408097   14.536888   11.874514   
 12            NaN     7.000091e+09  2.381335   15.165410   10.930801   
 13            NaN     1.984197e+10  1.267542   21.945484   19.462839   
 14            NaN     1.291717e+10  1.246883   13.986822    9.837522   
 15            NaN     4.371220e+10  1.531980   24.494247   21.820856   
 16            NaN     4.371220e+10  1.531980   26.537671   24.135276   
 17            NaN     2.055131e+10  0.265487   24.120524   18.558790   
 18            NaN     2.558795e+10  2.255846   23.631789   20.684723   
 19            NaN     1.090812e+11  3.282051   26.414235   22.144336   
 20            NaN     1.324576e+11  0.000000   34.680730   30.070892   
 21            NaN     9.752459e+10  2.236636   23.852157   20.587471   
 22            NaN     1.540984e+10  0.000000   34.468920   32.294174   
 23            NaN     8.971737e+10  0.000000   18.414819   14.613630   
 24            NaN     4.300088e+10  3.312825   22.694826   19.830533   
 25            NaN     2.596778e+10  0.000000   22.060853   18.775257   
 26            NaN     8.933622e+09  1.690331   12.002505    8.816476   
 27            NaN     8.933622e+09  1.690331   30.815742   28.991077   
 28            NaN     7.407823e+10  2.793821   21.529581   19.211185   
 29            NaN     3.535191e+11  2.439768   20.682061   18.318439   
 ...           ...              ...       ...         ...         ...   
 12399         NaN     5.056250e+06       NaN   20.616891   15.342496   
 12400         NaN     8.488150e+06  0.000000   64.187902   61.670440   
 12401         NaN     2.231800e+06  0.000000   60.627190   57.542711   
 12402      291.59     4.904000e+05  0.000000   83.453113   80.363878   
 12403     1559.80     1.018000e+06  0.000000   81.350218   79.090546   
 12404         NaN     6.134280e+07       NaN   73.856012   70.818493   
 12405         NaN     3.416150e+05       NaN   61.687598   57.913150   
 12406         NaN     3.783500e+06       NaN   63.471917   61.170141   
 12407    31795.15     1.220901e+07  0.000000   88.437602   85.669368   
 12408         NaN     5.030700e+01  0.000000   40.728316   34.591621   
 12409    38577.79     2.762375e+07  0.000000  115.952755  114.328548   
 12410      463.17     1.669360e+06  0.000000  151.570144  149.605971   
 12411    37234.05     6.438080e+07  1.980983   38.300652   34.168123   
 12412         NaN     2.767200e+06       NaN   89.936379   88.325314   
 12413         NaN     2.224200e+05  0.000000   61.256857   58.145498   
 12414      272.72     1.112200e+06  0.000000  148.694085  147.004385   
 12415       30.00     3.578760e+06  0.000000   73.949270   71.745048   
 12416  1048431.71     2.947383e+10  4.740299   20.801740   16.893939   
 12417         NaN     1.591600e+03  0.000000   54.757814   46.704379   
 12418     5785.36     2.717750e+06  0.000000   76.389320   73.492347   
 12419         NaN     2.538600e+06  0.000000   45.123376   39.728070   
 12420    40886.64     1.038744e+06       NaN   75.933190   72.926247   
 12421    28819.12     3.571620e+07       NaN   84.853633   80.559706   
 12422         NaN     3.877500e+05  0.000000   71.161393   68.752355   
 12423         NaN     9.947335e+06  0.000000   77.659526   73.183200   
 12424         NaN     3.424800e+07  0.000000   66.778407   64.192250   
 12425         NaN     1.705360e+06       NaN   67.178334   64.147095   
 12426         NaN     3.367200e+05       NaN   33.951249   28.205490   
 12427         NaN     1.097390e+06  0.000000  165.135219  163.600295   
 12428  2096151.24     7.877756e+08  0.606750   37.610190   28.982514   
 
        HistBeta  PredBeta  DataDate  
 0      0.000846  0.091870  20040916  
 1     -0.000027  0.070132  20040916  
 2     -0.017225  0.156319  20040916  
 3     -0.007216  0.319224  20040916  
 4      0.014903  0.199539  20040916  
 5      0.205978  0.450566  20040916  
 6      0.004094  0.052134  20040916  
 7      0.019016  0.042314  20040916  
 8      0.523085  1.003136  20040916  
 9     -0.055402  0.002676  20040916  
 10     0.119242  0.601157  20040916  
 11     0.102428  0.272940  20040916  
 12    -0.000027  0.062583  20040916  
 13     0.041868  0.298081  20040916  
 14    -0.000027  0.042486  20040916  
 15     0.066264  0.281436  20040916  
 16     0.162672  0.387216  20040916  
 17     1.090536  1.186428  20040916  
 18     0.234630  0.498330  20040916  
 19     0.074775  0.237357  20040916  
 20     0.679391  0.859298  20040916  
 21     0.180048  0.332663  20040916  
 22     0.293228  0.597252  20040916  
 23     0.039592  0.274194  20040916  
 24     0.163637  0.488082  20040916  
 25     0.072767  0.378972  20040916  
 26     0.000724  0.156746  20040916  
 27     0.156666  0.380824  20040916  
 28     0.367763  0.452235  20040916  
 29     0.047706  0.274851  20040916  
 ...         ...       ...       ...  
 12399 -0.000027  0.051506  20040916  
 12400  0.630684  0.923025  20040916  
 12401  0.561923  1.022093  20040916  
 12402  1.069983  1.323070  20040916  
 12403  0.419539  0.915816  20040916  
 12404  0.848188  1.259949  20040916  
 12405  0.870009  1.302781  20040916  
 12406  0.403902  0.626882  20040916  
 12407  1.028498  1.318074  20040916  
 12408  0.792091  1.238554  20040916  
 12409  0.766989  1.104848  20040916  
 12410  1.194603  1.481842  20040916  
 12411  0.003205  0.283059  20040916  
 12412  0.228760  0.625071  20040916  
 12413  0.557255  0.900045  20040916  
 12414  0.993782  1.324020  20040916  
 12415  0.333875  0.736578  20040916  
 12416  0.198386  0.270005  20040916  
 12417  1.320046  1.530696  20040916  
 12418  0.853263  1.162055  20040916  
 12419  0.513458  1.051773  20040916  
 12420  0.924748  1.284599  20040916  
 12421  1.335355  1.640674  20040916  
 12422  0.470680  0.691920  20040916  
 12423  0.908495  1.192544  20040916  
 12424  0.804301  1.045330  20040916  
 12425  0.719043  0.925890  20040916  
 12426  0.753225  1.137996  20040916  
 12427  1.007828  1.272100  20040916  
 12428  1.124350  1.330216  20040916  
 
 [12429 rows x 92 columns],
 '20040917':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.282            0.000               0.0   
 1      USA0011             0.360            0.000               0.0   
 2      USA0031             0.076            0.000               0.0   
 3      USA0062             0.313            0.431               0.0   
 4      USA00E2             0.344            0.000               0.0   
 5      USA00F1             0.249            0.000               0.0   
 6      USA00G2             0.259            0.000               0.0   
 7      USA00H1             0.668            0.000               0.0   
 8      USA00I1             1.064            0.000               0.0   
 9      USA00J1             0.122            0.000               0.0   
 10     USA00K1             0.624            0.000               0.0   
 11     USA00P1             0.074            0.000               0.0   
 12     USA00R1            -0.094            0.000               0.0   
 13     USA00S1             0.349            0.000               0.0   
 14     USA00V1             0.488            0.000               0.0   
 15     USA0131             0.795            1.000               0.0   
 16     USA0161            -0.398            1.000               0.0   
 17     USA01I1            -2.805            0.000               0.0   
 18     USA01J2             0.637            0.000               0.0   
 19     USA01L1             0.964            0.000               0.0   
 20     USA01P1            -0.848            0.000               0.0   
 21     USA01Q1             0.165            0.000               0.0   
 22     USA0202            -0.556            0.000               0.0   
 23     USA0231             1.308            0.000               0.0   
 24     USA0281            -0.055            0.000               0.0   
 25     USA0291             0.225            0.000               0.0   
 26     USA02A1             0.119            0.000               0.0   
 27     USA02B1            -2.604            0.000               0.0   
 28     USA02H1            -0.057            0.000               0.0   
 29     USA02P1             0.544            0.143               0.0   
 ...        ...               ...              ...               ...   
 12400  USAZY41            -0.532            0.000               0.0   
 12401  USAZY51            -0.948            0.000               0.0   
 12402  USAZY61            -0.174            0.000               0.0   
 12403  USAZY71            -0.790            0.000               0.0   
 12404  USAZYI1            -2.805            0.000               0.0   
 12405  USAZYJ1            -1.398            0.000               0.0   
 12406  USAZYK1            -0.391            0.000               0.0   
 12407  USAZYM1            -0.408            0.000               0.0   
 12408  USAZYR1            -0.821            0.000               0.0   
 12409  USAZYS1            -0.449            0.000               0.0   
 12410  USAZYT1            -2.805            0.000               0.0   
 12411  USAZYV1            -0.697            0.000               0.0   
 12412  USAZYX1            -1.290            0.000               0.0   
 12413  USAZZ41             2.685            0.000               0.0   
 12414  USAZZ51            -0.763            0.000               0.0   
 12415  USAZZ61            -0.562            0.000               0.0   
 12416  USAZZ71            -0.797            0.000               0.0   
 12417  USAZZ81            -0.574            0.000               0.0   
 12418  USAZZ91             0.229            0.000               0.0   
 12419  USAZZA1            -0.660            0.000               0.0   
 12420  USAZZB1            -0.650            0.000               0.0   
 12421  USAZZD1            -0.656            0.000               0.0   
 12422  USAZZF1            -0.798            0.000               0.0   
 12423  USAZZI1            -0.892            0.000               0.0   
 12424  USAZZJ1             0.529            0.000               0.0   
 12425  USAZZL1            -2.805            0.000               0.0   
 12426  USAZZP1            -0.837            0.000               0.0   
 12427  USAZZR1            -0.492            0.000               0.0   
 12428  USAZZX1             2.424            0.000               0.0   
 12429  USAZZY1            -1.190            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12400               0.0              0.0           0.0          0.000   
 12401               0.0              0.0           0.0          0.000   
 12402               0.0              0.0           0.0          0.000   
 12403               0.0              0.0           0.0          0.000   
 12404               0.0              0.0           0.0          0.000   
 12405               0.0              0.0           0.0          0.000   
 12406               0.0              0.0           0.0          0.000   
 12407               0.0              0.0           0.0          0.000   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.797           0.000  ...           NaN          NaN   
 1            -1.799           0.000  ...           NaN          NaN   
 2            -1.830           0.000  ...           NaN       1396.0   
 3            -1.814           0.000  ...           NaN          NaN   
 4            -1.772           0.000  ...           NaN       1260.0   
 5            -1.426           0.000  ...           NaN         66.0   
 6            -1.792           0.000  ...           NaN          NaN   
 7            -1.764           0.000  ...           NaN          NaN   
 8            -0.847           0.000  ...           NaN          NaN   
 9            -1.900           0.864  ...           NaN      29000.0   
 10           -1.587           0.000  ...           NaN          NaN   
 11           -1.613           0.000  ...           NaN          NaN   
 12           -1.799           0.000  ...           NaN          NaN   
 13           -1.723           0.000  ...           NaN          NaN   
 14           -1.799           0.000  ...           NaN          NaN   
 15           -1.682           0.000  ...           NaN          NaN   
 16           -1.486           0.000  ...           NaN       5490.0   
 17            0.214           0.000  ...           NaN      45651.0   
 18           -1.373           0.000  ...           NaN          NaN   
 19           -1.665           0.000  ...           NaN          NaN   
 20           -0.567           0.000  ...           NaN          NaN   
 21           -1.471           1.000  ...           NaN          NaN   
 22           -1.274           0.000  ...           NaN          NaN   
 23           -1.738           0.000  ...           NaN       1500.0   
 24           -1.501           0.000  ...           NaN          NaN   
 25           -1.665           0.000  ...           NaN          NaN   
 26           -1.797           0.000  ...           NaN          NaN   
 27           -1.475           0.000  ...           NaN        945.0   
 28           -1.135           0.000  ...           NaN       1161.0   
 29           -1.714           0.000  ...           NaN       4500.0   
 ...             ...             ...  ...           ...          ...   
 12400        -1.799           0.000  ...           NaN          NaN   
 12401        -0.654           0.000  ...           NaN          NaN   
 12402        -0.773           0.000  ...           NaN          NaN   
 12403         0.148           0.000  ...           NaN          NaN   
 12404        -0.943           0.000  ...           NaN     112517.0   
 12405        -0.253           0.000  ...           NaN          NaN   
 12406        -0.213           0.000  ...           NaN          NaN   
 12407        -1.061           0.000  ...           NaN          NaN   
 12408         0.072           0.000  ...           NaN      66000.0   
 12409        -0.355           0.000  ...           NaN          NaN   
 12410        -0.337           0.000  ...           NaN     541205.0   
 12411         0.376           0.000  ...           NaN          NaN   
 12412        -1.795           0.000  ...           NaN        400.0   
 12413        -1.417           0.000  ...           NaN       5000.0   
 12414        -0.783           0.000  ...           NaN          NaN   
 12415         0.011           0.000  ...           NaN       3900.0   
 12416        -1.185           0.000  ...           NaN          NaN   
 12417        -1.429           1.000  ...           NaN      25800.0   
 12418         0.604           0.000  ...           NaN          NaN   
 12419        -0.249           0.000  ...           NaN          NaN   
 12420        -0.865           0.000  ...           NaN          NaN   
 12421        -0.114           0.000  ...           NaN    7105674.0   
 12422         0.624           0.000  ...           NaN      27468.0   
 12423        -0.943           1.000  ...           NaN          NaN   
 12424        -0.148           0.000  ...           NaN          0.0   
 12425        -0.322           0.000  ...           NaN       1500.0   
 12426        -0.488           1.000  ...           NaN          NaN   
 12427        -0.428           0.000  ...           NaN          NaN   
 12428        -0.007           0.000  ...           NaN     100000.0   
 12429         0.257           0.000  ...           NaN      39400.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.156916e+10  0.159642   13.844586    9.821229   
 1             NaN     6.607434e+09  0.000000   16.281089   12.018783   
 2             NaN     6.709911e+10  2.494603   23.738523   21.163329   
 3             NaN     3.156688e+10  2.084491   20.983524   19.138008   
 4             NaN     5.191277e+10  2.515723   24.805063   21.932878   
 5             NaN     1.869576e+11  0.421112   16.826194   14.203961   
 6             NaN     1.246432e+10  6.427605   19.366065   13.498655   
 7             NaN     7.524911e+10  0.000000   20.257402   14.910540   
 8             NaN     1.412104e+10  0.691244   40.627355   32.206430   
 9             NaN     4.125630e+10  1.856061   17.971808   14.321909   
 10            NaN     2.863668e+10  0.000000   39.354729   30.895163   
 11            NaN     2.517165e+10  1.408097   14.606263   11.926751   
 12            NaN     7.037649e+09  2.381335   15.214397   10.983732   
 13            NaN     2.049786e+10  1.267542   21.974881   19.584929   
 14            NaN     1.289185e+10  1.246883   14.083418    9.993742   
 15            NaN     4.421732e+10  1.531980   24.718947   22.063991   
 16            NaN     4.421732e+10  1.531980   26.647598   24.265893   
 17            NaN     2.060726e+10  0.265487   25.297245   20.046567   
 18            NaN     2.602559e+10  2.255846   23.816117   20.862434   
 19            NaN     1.111571e+11  3.282051   26.705834   22.433171   
 20            NaN     1.295501e+11  0.000000   34.861397   30.298750   
 21            NaN     9.815786e+10  2.236636   23.915097   20.712334   
 22            NaN     1.546473e+10  0.000000   34.589948   32.462308   
 23            NaN     8.966691e+10  0.000000   18.945277   15.238867   
 24            NaN     4.267079e+10  3.312825   22.736294   19.915337   
 25            NaN     2.613719e+10  0.000000   22.123553   18.893102   
 26            NaN     9.134249e+09  1.690331   12.044344    8.881569   
 27            NaN     9.134249e+09  1.690331   31.422326   29.565209   
 28            NaN     7.482443e+10  2.793821   21.540580   19.269890   
 29            NaN     3.607940e+11  2.439768   20.840735   18.495010   
 ...           ...              ...       ...         ...         ...   
 12400         NaN     5.056250e+06       NaN   20.697255   15.410308   
 12401         NaN     8.488150e+06  0.000000   65.106574   62.707915   
 12402         NaN     2.231800e+06  0.000000   60.839592   57.815567   
 12403         NaN     4.904000e+05  0.000000   82.093730   78.878419   
 12404     2063.74     1.272500e+06  0.000000   84.010199   81.726851   
 12405         NaN     6.134280e+07       NaN   74.515953   71.668717   
 12406         NaN     3.416150e+05       NaN   62.616793   59.052931   
 12407         NaN     3.783500e+06       NaN   63.752435   61.440364   
 12408    26229.46     1.220901e+07  0.000000   88.614513   85.996408   
 12409         NaN     5.030700e+01  0.000000   40.721514   34.678716   
 12410    51921.76     3.264625e+07  0.000000  118.097925  116.547528   
 12411         NaN     1.669360e+06  0.000000  152.030004  150.080005   
 12412    37470.24     6.438080e+07  1.980983   38.526642   34.452838   
 12413     1609.61     2.455890e+06       NaN   91.089810   89.414465   
 12414         NaN     2.224200e+05  0.000000   61.424811   58.313074   
 12415      272.78     1.112200e+06  0.000000  149.129882  147.485706   
 12416         NaN     3.578760e+06  0.000000   73.286528   70.954670   
 12417  1035414.86     2.963997e+10  4.740299   20.699777   16.859872   
 12418         NaN     1.591600e+03  0.000000   54.771927   46.883619   
 12419         NaN     2.717750e+06  0.000000   78.115894   75.481458   
 12420         NaN     2.538600e+06  0.000000   45.112617   39.809418   
 12421    41381.79     1.038744e+06       NaN   76.746006   73.875818   
 12422    29016.36     3.571620e+07       NaN   85.116638   80.995390   
 12423         NaN     3.877500e+05  0.000000   71.382960   68.970284   
 12424         NaN     9.909621e+06  0.000000   77.962866   73.479336   
 12425    10177.35     3.510420e+07  0.000000   67.323625   64.754208   
 12426         NaN     1.705360e+06       NaN   67.470569   64.441538   
 12427         NaN     3.367200e+05       NaN   33.865259   28.248901   
 12428      917.48     8.779120e+05  0.000000  166.546829  165.044740   
 12429  2077149.33     7.973487e+08  0.606750   37.512020   29.377337   
 
        HistBeta  PredBeta  DataDate  
 0      0.000827  0.099760  20040917  
 1     -0.000038  0.074675  20040917  
 2     -0.017305  0.157802  20040917  
 3     -0.008589  0.320435  20040917  
 4      0.014789  0.217470  20040917  
 5      0.205033  0.449742  20040917  
 6      0.003875  0.049889  20040917  
 7      0.019097  0.057721  20040917  
 8      0.522946  1.020711  20040917  
 9     -0.055617  0.016000  20040917  
 10     0.116264  0.605648  20040917  
 11     0.101843  0.276357  20040917  
 12    -0.000037  0.059568  20040917  
 13     0.041557  0.299099  20040917  
 14    -0.000038  0.055477  20040917  
 15     0.064143  0.288403  20040917  
 16     0.171891  0.376803  20040917  
 17     1.105894  1.145011  20040917  
 18     0.234146  0.505783  20040917  
 19     0.073258  0.256625  20040917  
 20     0.676841  0.837901  20040917  
 21     0.180159  0.329108  20040917  
 22     0.288371  0.576839  20040917  
 23     0.033358  0.306019  20040917  
 24     0.163427  0.482971  20040917  
 25     0.073689  0.384149  20040917  
 26     0.000649  0.157676  20040917  
 27     0.177733  0.370243  20040917  
 28     0.364720  0.449996  20040917  
 29     0.046688  0.284690  20040917  
 ...         ...       ...       ...  
 12400 -0.000037  0.039853  20040917  
 12401  0.628875  0.878188  20040917  
 12402  0.563644  1.007656  20040917  
 12403  1.069832  1.365092  20040917  
 12404  0.470325  0.884330  20040917  
 12405  0.849300  1.208337  20040917  
 12406  0.871417  1.271663  20040917  
 12407  0.405299  0.618860  20040917  
 12408  1.028058  1.296413  20040917  
 12409  0.793226  1.225055  20040917  
 12410  0.803043  1.009774  20040917  
 12411  1.195145  1.525781  20040917  
 12412  0.002250  0.239077  20040917  
 12413  0.209785  0.663491  20040917  
 12414  0.558094  0.866946  20040917  
 12415  0.994714  1.288425  20040917  
 12416  0.337475  0.787990  20040917  
 12417  0.202929  0.273492  20040917  
 12418  1.320319  1.518412  20040917  
 12419  0.851341  1.081106  20040917  
 12420  0.513082  1.031686  20040917  
 12421  0.925539  1.263403  20040917  
 12422  1.331544  1.613657  20040917  
 12423  0.470125  0.686671  20040917  
 12424  0.907088  1.207540  20040917  
 12425  0.811360  0.990213  20040917  
 12426  0.720347  0.905621  20040917  
 12427  0.753431  1.113124  20040917  
 12428  0.984477  1.264374  20040917  
 12429  1.129498  1.289186  20040917  
 
 [12430 rows x 92 columns],
 '20040920':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.288            0.000               0.0   
 1      USA0011            -0.390            0.000               0.0   
 2      USA0031            -0.739            0.000               0.0   
 3      USA0062             0.169            0.431               0.0   
 4      USA00E2            -0.775            0.000               0.0   
 5      USA00F1            -0.428            0.000               0.0   
 6      USA00G2            -0.426            0.000               0.0   
 7      USA00H1             0.365            0.000               0.0   
 8      USA00I1             2.268            0.000               0.0   
 9      USA00J1            -0.773            0.000               0.0   
 10     USA00K1             2.377            0.000               0.0   
 11     USA00P1            -0.342            0.000               0.0   
 12     USA00R1            -0.710            0.000               0.0   
 13     USA00S1            -1.756            0.000               0.0   
 14     USA00V1            -0.331            0.000               0.0   
 15     USA0131            -0.382            1.000               0.0   
 16     USA0161            -0.834            1.000               0.0   
 17     USA01I1            -0.624            0.000               0.0   
 18     USA01J2             0.226            0.000               0.0   
 19     USA01L1             0.431            0.000               0.0   
 20     USA01P1             0.416            0.000               0.0   
 21     USA01Q1            -0.880            0.000               0.0   
 22     USA0202             0.282            0.000               0.0   
 23     USA0231             0.683            0.000               0.0   
 24     USA0281             0.059            0.000               0.0   
 25     USA0291             0.673            0.000               0.0   
 26     USA02A1             0.332            0.000               0.0   
 27     USA02B1             0.340            0.000               0.0   
 28     USA02H1            -0.653            0.000               0.0   
 29     USA02P1            -0.094            0.143               0.0   
 ...        ...               ...              ...               ...   
 12400  USAZY41            -0.785            0.000               0.0   
 12401  USAZY51            -0.419            0.000               0.0   
 12402  USAZY61            -0.188            0.000               0.0   
 12403  USAZY71             0.084            0.000               0.0   
 12404  USAZYI1            -2.789            0.000               0.0   
 12405  USAZYJ1             0.061            0.000               0.0   
 12406  USAZYK1            -0.808            0.000               0.0   
 12407  USAZYM1            -1.889            0.000               0.0   
 12408  USAZYR1            -2.699            0.000               0.0   
 12409  USAZYS1            -0.648            0.000               0.0   
 12410  USAZYT1             2.727            0.000               0.0   
 12411  USAZYV1            -0.661            0.000               0.0   
 12412  USAZYX1            -1.254            0.000               0.0   
 12413  USAZZ41            -0.897            0.000               0.0   
 12414  USAZZ51            -0.401            0.000               0.0   
 12415  USAZZ61            -0.426            0.000               0.0   
 12416  USAZZ71            -0.377            0.000               0.0   
 12417  USAZZ81             0.489            0.000               0.0   
 12418  USAZZ91            -0.035            0.000               0.0   
 12419  USAZZA1            -0.220            0.000               0.0   
 12420  USAZZB1             0.932            0.000               0.0   
 12421  USAZZD1            -0.912            0.000               0.0   
 12422  USAZZF1            -0.403            0.000               0.0   
 12423  USAZZI1            -0.948            0.000               0.0   
 12424  USAZZJ1             2.727            0.000               0.0   
 12425  USAZZL1            -0.640            0.000               0.0   
 12426  USAZZP1            -1.257            0.000               0.0   
 12427  USAZZR1            -0.292            0.000               0.0   
 12428  USAZZX1            -0.383            0.000               0.0   
 12429  USAZZY1             1.384            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12400               0.0              0.0           0.0          0.000   
 12401               0.0              0.0           0.0          0.000   
 12402               0.0              0.0           0.0          0.000   
 12403               0.0              0.0           0.0          0.000   
 12404               0.0              0.0           0.0          0.000   
 12405               0.0              0.0           0.0          0.000   
 12406               0.0              0.0           0.0          0.000   
 12407               0.0              0.0           0.0          0.000   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.821           0.000  ...           NaN          NaN   
 1            -1.823           0.000  ...           NaN          NaN   
 2            -1.854           0.000  ...           NaN       1396.0   
 3            -1.837           0.000  ...           NaN          NaN   
 4            -1.795           0.000  ...           NaN       1260.0   
 5            -1.445           0.000  ...           NaN         66.0   
 6            -1.815           0.000  ...           NaN          NaN   
 7            -1.788           0.000  ...           NaN          NaN   
 8            -0.868           0.000  ...           NaN          NaN   
 9            -1.923           0.864  ...           NaN      29000.0   
 10           -1.612           0.000  ...           NaN          NaN   
 11           -1.635           0.000  ...           NaN          NaN   
 12           -1.823           0.000  ...           NaN          NaN   
 13           -1.751           0.000  ...           NaN          NaN   
 14           -1.823           0.000  ...           NaN          NaN   
 15           -1.699           0.000  ...           NaN          NaN   
 16           -1.514           0.000  ...           NaN       1240.0   
 17            0.204           0.000  ...           NaN      45651.0   
 18           -1.394           0.000  ...           NaN          NaN   
 19           -1.684           0.000  ...           NaN          NaN   
 20           -0.596           0.000  ...           NaN          NaN   
 21           -1.493           1.000  ...           NaN          NaN   
 22           -1.297           0.000  ...           NaN          NaN   
 23           -1.761           0.000  ...           NaN       1500.0   
 24           -1.524           0.000  ...           NaN          NaN   
 25           -1.698           0.000  ...           NaN          NaN   
 26           -1.821           0.000  ...           NaN          NaN   
 27           -1.505           0.000  ...           NaN        270.0   
 28           -1.153           0.000  ...           NaN       1161.0   
 29           -1.735           0.000  ...           NaN       4500.0   
 ...             ...             ...  ...           ...          ...   
 12400        -1.823           0.000  ...           NaN          NaN   
 12401        -0.684           0.000  ...           NaN          NaN   
 12402        -0.847           0.000  ...           NaN          NaN   
 12403         0.138           0.000  ...           NaN          NaN   
 12404        -1.094           0.000  ...           NaN      73000.0   
 12405        -0.255           0.000  ...           NaN          NaN   
 12406        -0.214           0.000  ...           NaN          NaN   
 12407        -1.057           0.000  ...           NaN          NaN   
 12408         0.007           0.000  ...           NaN      45925.0   
 12409        -0.365           0.000  ...           NaN          NaN   
 12410        -0.242           0.000  ...           NaN     103400.0   
 12411         0.371           0.000  ...           NaN        100.0   
 12412        -1.832           0.000  ...           NaN       8400.0   
 12413        -1.449           0.000  ...           NaN       2000.0   
 12414        -0.794           0.000  ...           NaN          NaN   
 12415         0.002           0.000  ...           NaN      18230.0   
 12416        -1.211           0.000  ...           NaN          NaN   
 12417        -1.416           1.000  ...           NaN      40000.0   
 12418         0.601           0.000  ...           NaN          NaN   
 12419        -0.255           0.000  ...           NaN          NaN   
 12420        -0.885           0.000  ...           NaN          NaN   
 12421        -0.104           0.000  ...           NaN    8531000.0   
 12422         0.604           0.000  ...           NaN       7517.0   
 12423        -0.955           1.000  ...           NaN          NaN   
 12424        -0.076           0.000  ...           NaN          0.0   
 12425        -0.327           0.000  ...           NaN          NaN   
 12426        -0.496           1.000  ...           NaN          NaN   
 12427        -0.436           0.000  ...           NaN          NaN   
 12428        -0.015           0.000  ...           NaN          NaN   
 12429         0.317           0.000  ...           NaN     153200.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.253180e+10  0.159642   13.976010    9.944460   
 1             NaN     6.709381e+09  0.000000   16.517195   12.165128   
 2             NaN     6.658320e+10  2.494603   24.122422   21.474194   
 3             NaN     3.142940e+10  2.084491   21.207068   19.375641   
 4             NaN     5.125936e+10  2.515723   25.190876   22.296139   
 5             NaN     1.858099e+11  0.421112   17.079188   14.389589   
 6             NaN     1.229760e+10  6.427605   19.644179   13.738875   
 7             NaN     7.502881e+10  0.000000   20.522054   15.127059   
 8             NaN     1.474121e+10  0.691244   42.139360   32.967840   
 9             NaN     4.045208e+10  1.856061   18.326136   14.578945   
 10            NaN     2.980587e+10  0.000000   40.900398   31.710241   
 11            NaN     2.502403e+10  1.408097   14.723876   12.084336   
 12            NaN     7.031021e+09  2.381335   15.523854   11.219714   
 13            NaN     2.010149e+10  1.267542   23.661921   20.534034   
 14            NaN     1.289944e+10  1.246883   14.298344   10.193074   
 15            NaN     4.388859e+10  1.531980   25.031938   22.344830   
 16            NaN     4.388859e+10  1.531980   27.064437   24.637280   
 17            NaN     2.042220e+10  0.265487   25.423838   20.332034   
 18            NaN     2.594353e+10  2.255846   24.118758   21.109853   
 19            NaN     1.113497e+11  3.282051   26.944431   22.730229   
 20            NaN     1.304291e+11  0.000000   35.271098   30.646302   
 21            NaN     9.849886e+10  2.236636   24.286326   21.046769   
 22            NaN     1.549217e+10  0.000000   34.998941   32.861699   
 23            NaN     8.989398e+10  0.000000   19.204527   15.493958   
 24            NaN     4.255076e+10  3.312825   23.044319   20.170390   
 25            NaN     2.679062e+10  0.000000   22.438200   19.080399   
 26            NaN     9.039667e+09  1.690331   12.251907    9.003099   
 27            NaN     9.039667e+09  1.690331   31.654506   29.919097   
 28            NaN     7.363244e+10  2.793821   21.860126   19.560192   
 29            NaN     3.606886e+11  2.439768   21.067352   18.728030   
 ...           ...              ...       ...         ...         ...   
 12400         NaN     5.056250e+06       NaN   21.085107   15.750532   
 12401         NaN     8.488150e+06  0.000000   65.592147   63.208470   
 12402         NaN     2.231800e+06  0.000000   60.839751   57.788561   
 12403         NaN     4.904000e+05  0.000000   82.430407   79.143279   
 12404     2633.44     2.290500e+06  0.000000   87.414849   85.290066   
 12405         NaN     6.134280e+07       NaN   75.801122   72.934019   
 12406         NaN     3.416150e+05       NaN   63.692084   60.174629   
 12407         NaN     3.783500e+06       NaN   66.916507   64.352846   
 12408    19485.78     1.294895e+07  0.000000   90.254652   87.685298   
 12409         NaN     5.030700e+01  0.000000   41.247307   35.157033   
 12410    54489.06     2.812600e+07  0.000000  120.981003  119.339349   
 12411      380.27     1.669360e+06  0.000000  154.399984  152.419722   
 12412    42418.25     6.490000e+07  1.980983   39.023526   34.902815   
 12413     1672.45     2.455890e+06       NaN   92.477344   90.869389   
 12414         NaN     2.224200e+05  0.000000   61.945756   58.801392   
 12415      236.84     1.112200e+06  0.000000  150.337470  148.689824   
 12416         NaN     3.578760e+06  0.000000   73.777957   71.424321   
 12417  1079207.10     2.920609e+10  4.740299   21.741054   18.016067   
 12418         NaN     1.591600e+03  0.000000   55.453662   47.466485   
 12419         NaN     2.717750e+06  0.000000   79.695137   77.054483   
 12420         NaN     2.538600e+06  0.000000   45.611615   40.147924   
 12421    42335.61     1.038744e+06       NaN   78.420066   75.525995   
 12422    27951.82     3.628014e+07       NaN   85.966797   81.719246   
 12423         NaN     3.877500e+05  0.000000   72.941703   70.526812   
 12424         NaN     9.426241e+06  0.000000   79.590488   74.914245   
 12425         NaN     3.510420e+07  0.000000   68.213882   65.627480   
 12426         NaN     1.705360e+06       NaN   69.222750   66.194769   
 12427         NaN     3.367200e+05       NaN   34.261365   28.597887   
 12428         NaN     8.779120e+05  0.000000  168.954124  167.359163   
 12429  2274384.40     7.720262e+08  0.606750   38.573726   29.894266   
 
        HistBeta  PredBeta  DataDate  
 0      0.000853  0.100201  20040920  
 1     -0.000021  0.057599  20040920  
 2     -0.016862  0.134485  20040920  
 3     -0.007958  0.315959  20040920  
 4      0.015036  0.200314  20040920  
 5      0.205256  0.431407  20040920  
 6      0.004248  0.030978  20040920  
 7      0.018756  0.050061  20040920  
 8      0.518700  1.062300  20040920  
 9     -0.054664 -0.001176  20040920  
 10     0.114257  0.651731  20040920  
 11     0.101870  0.262286  20040920  
 12    -0.000021  0.043387  20040920  
 13     0.039110  0.234380  20040920  
 14    -0.000021  0.042163  20040920  
 15     0.067158  0.271055  20040920  
 16     0.167820  0.356884  20040920  
 17     1.100994  1.149684  20040920  
 18     0.233122  0.491858  20040920  
 19     0.075457  0.252806  20040920  
 20     0.666601  0.841893  20040920  
 21     0.178911  0.297070  20040920  
 22     0.285608  0.579753  20040920  
 23     0.033797  0.310016  20040920  
 24     0.162467  0.473830  20040920  
 25     0.067730  0.384926  20040920  
 26     0.000762  0.158229  20040920  
 27     0.172730  0.394244  20040920  
 28     0.363844  0.437794  20040920  
 29     0.047798  0.273304  20040920  
 ...         ...       ...       ...  
 12400 -0.000021  0.026947  20040920  
 12401  0.618791  0.862100  20040920  
 12402  0.530327  0.973565  20040920  
 12403  1.065184  1.373105  20040920  
 12404  0.395785  0.716893  20040920  
 12405  0.852042  1.210139  20040920  
 12406  0.874151  1.247139  20040920  
 12407  0.416188  0.585353  20040920  
 12408  0.994203  1.209359  20040920  
 12409  0.791997  1.209504  20040920  
 12410  0.858928  1.160049  20040920  
 12411  1.192109  1.523705  20040920  
 12412 -0.004748  0.206141  20040920  
 12413  0.203029  0.579847  20040920  
 12414  0.559084  0.875202  20040920  
 12415  0.991666  1.274428  20040920  
 12416  0.332624  0.775856  20040920  
 12417  0.220855  0.296107  20040920  
 12418  1.316711  1.504462  20040920  
 12419  0.851958  1.092216  20040920  
 12420  0.509594  1.044530  20040920  
 12421  0.933967  1.259254  20040920  
 12422  1.318481  1.608963  20040920  
 12423  0.471596  0.670237  20040920  
 12424  0.949102  1.290308  20040920  
 12425  0.812677  1.011970  20040920  
 12426  0.720881  0.890638  20040920  
 12427  0.753563  1.108072  20040920  
 12428  0.982302  1.326892  20040920  
 12429  1.162486  1.342198  20040920  
 
 [12430 rows x 92 columns],
 '20040921':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.346            0.000               0.0   
 1      USA0011            -0.362            0.000               0.0   
 2      USA0031            -0.266            0.000               0.0   
 3      USA0062            -0.389            0.431               0.0   
 4      USA00E2            -0.287            0.000               0.0   
 5      USA00F1             0.740            0.000               0.0   
 6      USA00G2             0.148            0.000               0.0   
 7      USA00H1            -0.292            0.000               0.0   
 8      USA00I1            -0.189            0.000               0.0   
 9      USA00J1            -0.419            0.000               0.0   
 10     USA00K1            -1.146            0.000               0.0   
 11     USA00P1            -0.079            0.000               0.0   
 12     USA00R1            -0.089            0.000               0.0   
 13     USA00S1            -0.451            0.000               0.0   
 14     USA00V1             0.050            0.000               0.0   
 15     USA0131            -0.369            1.000               0.0   
 16     USA0161             1.156            1.000               0.0   
 17     USA01I1             0.369            0.000               0.0   
 18     USA01J2            -0.017            0.000               0.0   
 19     USA01L1             1.251            0.000               0.0   
 20     USA01P1             0.481            0.000               0.0   
 21     USA01Q1             1.796            0.000               0.0   
 22     USA0202             0.277            0.000               0.0   
 23     USA0231            -0.352            0.000               0.0   
 24     USA0281            -0.487            0.000               0.0   
 25     USA0291            -0.518            0.000               0.0   
 26     USA02A1            -0.077            0.000               0.0   
 27     USA02B1            -2.199            0.000               0.0   
 28     USA02H1             0.311            0.000               0.0   
 29     USA02P1            -0.277            0.143               0.0   
 ...        ...               ...              ...               ...   
 12402  USAZY41             0.029            0.000               0.0   
 12403  USAZY51             0.197            0.000               0.0   
 12404  USAZY61             0.550            0.000               0.0   
 12405  USAZY71             0.786            0.000               0.0   
 12406  USAZYI1            -2.816            0.000               0.0   
 12407  USAZYJ1             1.418            0.000               0.0   
 12408  USAZYK1             0.106            0.000               0.0   
 12409  USAZYM1             2.052            0.000               0.0   
 12410  USAZYR1            -2.816            0.000               0.0   
 12411  USAZYS1            -0.139            0.000               0.0   
 12412  USAZYT1             0.239            0.000               0.0   
 12413  USAZYV1             0.232            0.000               0.0   
 12414  USAZYX1            -0.018            0.000               0.0   
 12415  USAZZ41            -2.816            0.000               0.0   
 12416  USAZZ51            -0.071            0.000               0.0   
 12417  USAZZ61             0.047            0.000               0.0   
 12418  USAZZ71            -0.272            0.000               0.0   
 12419  USAZZ81            -1.581            0.000               0.0   
 12420  USAZZ91             1.862            0.000               0.0   
 12421  USAZZA1             0.111            0.000               0.0   
 12422  USAZZB1             0.067            0.000               0.0   
 12423  USAZZD1             0.320            0.000               0.0   
 12424  USAZZF1             1.032            0.000               0.0   
 12425  USAZZI1            -0.414            0.000               0.0   
 12426  USAZZJ1            -1.577            0.000               0.0   
 12427  USAZZL1            -1.449            0.000               0.0   
 12428  USAZZP1            -0.322            0.000               0.0   
 12429  USAZZR1             0.162            0.000               0.0   
 12430  USAZZX1            -2.816            0.000               0.0   
 12431  USAZZY1             1.228            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12402               0.0              0.0           0.0          0.000   
 12403               0.0              0.0           0.0          0.000   
 12404               0.0              0.0           0.0          0.000   
 12405               0.0              0.0           0.0          0.000   
 12406               0.0              0.0           0.0          0.000   
 12407               0.0              0.0           0.0          0.000   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.826           0.000  ...           NaN          NaN   
 1            -1.827           0.000  ...           NaN          NaN   
 2            -1.859           0.000  ...           NaN       1396.0   
 3            -1.845           0.000  ...           NaN          NaN   
 4            -1.800           0.000  ...           NaN       1260.0   
 5            -1.479           0.000  ...           NaN       3540.0   
 6            -1.820           0.000  ...           NaN       6672.0   
 7            -1.793           0.000  ...           NaN          NaN   
 8            -0.876           0.000  ...           NaN          NaN   
 9            -1.929           0.864  ...           NaN      29000.0   
 10           -1.616           0.000  ...           NaN          NaN   
 11           -1.643           0.000  ...           NaN          NaN   
 12           -1.827           0.000  ...           NaN          NaN   
 13           -1.758           0.000  ...           NaN          NaN   
 14           -1.827           0.000  ...           NaN          NaN   
 15           -1.710           0.000  ...           NaN          NaN   
 16           -1.573           0.000  ...           NaN        900.0   
 17            0.196           0.000  ...           NaN      45651.0   
 18           -1.399           0.000  ...           NaN          NaN   
 19           -1.694           0.000  ...           NaN          NaN   
 20           -0.606           0.000  ...           NaN          NaN   
 21           -1.683           1.000  ...           NaN       2450.0   
 22           -1.301           0.000  ...           NaN          NaN   
 23           -1.767           0.000  ...           NaN       1500.0   
 24           -1.530           0.000  ...           NaN          NaN   
 25           -1.700           0.000  ...           NaN          NaN   
 26           -1.826           0.000  ...           NaN       1590.0   
 27           -1.452           0.000  ...           NaN         50.0   
 28           -1.163           0.000  ...           NaN       1161.0   
 29           -1.742           0.000  ...           NaN       4500.0   
 ...             ...             ...  ...           ...          ...   
 12402        -1.827           0.000  ...           NaN          NaN   
 12403        -0.693           0.000  ...           NaN          NaN   
 12404        -0.845           0.000  ...           NaN          NaN   
 12405         0.134           0.000  ...           NaN          NaN   
 12406        -1.039           0.000  ...           NaN     174329.0   
 12407        -0.260           0.000  ...           NaN          NaN   
 12408        -0.216           0.000  ...           NaN          NaN   
 12409        -1.170           0.000  ...           NaN      10000.0   
 12410         0.079           0.000  ...           NaN     101843.0   
 12411        -0.367           0.000  ...           NaN          NaN   
 12412        -0.253           0.000  ...           NaN      53283.0   
 12413         0.368           0.000  ...           NaN          NaN   
 12414        -1.839           0.000  ...           NaN          NaN   
 12415        -1.328           0.000  ...           NaN      11900.0   
 12416        -0.798           0.000  ...           NaN          NaN   
 12417         0.001           0.000  ...           NaN      30666.0   
 12418        -1.206           0.000  ...           NaN          NaN   
 12419        -1.384           1.000  ...           NaN      38900.0   
 12420         0.602           0.000  ...           NaN          NaN   
 12421        -0.263           0.000  ...           NaN          NaN   
 12422        -0.891           0.000  ...           NaN          NaN   
 12423        -0.102           0.000  ...           NaN    3975146.0   
 12424         0.586           0.000  ...           NaN       6685.0   
 12425        -0.963           1.000  ...           NaN          NaN   
 12426         0.376           0.000  ...           NaN          0.0   
 12427        -0.309           0.000  ...           NaN       4200.0   
 12428        -0.498           1.000  ...           NaN      10000.0   
 12429        -0.442           0.000  ...           NaN          NaN   
 12430         0.135           0.000  ...           NaN      31500.0   
 12431         0.340           0.000  ...           NaN      51100.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.237136e+10  0.159642   14.117556    9.943600   
 1             NaN     6.785841e+09  0.000000   16.691107   12.169911   
 2             NaN     6.728671e+10  2.494603   24.193521   21.472728   
 3             NaN     3.107713e+10  2.084491   21.247138   19.357847   
 4             NaN     5.131270e+10  2.515723   25.201171   22.229417   
 5             NaN     1.850275e+11  0.421112   17.419469   14.685794   
 6             NaN     1.214676e+10  6.427605   19.877384   13.757914   
 7             NaN     7.588406e+10  0.000000   20.726903   15.118189   
 8             NaN     1.481262e+10  0.691244   42.175794   32.985443   
 9             NaN     3.992130e+10  1.856061   18.493769   14.529582   
 10            NaN     2.987365e+10  0.000000   41.076246   31.749965   
 11            NaN     2.521298e+10  1.408097   14.876724   12.090561   
 12            NaN     7.019974e+09  2.381335   15.687762   11.221347   
 13            NaN     2.055448e+10  1.267542   23.760385   20.553240   
 14            NaN     1.312233e+10  1.246883   14.476045   10.219828   
 15            NaN     4.385652e+10  1.531980   25.002693   22.347765   
 16            NaN     4.385652e+10  1.531980   27.274349   24.826814   
 17            NaN     2.044372e+10  0.265487   25.234975   20.403743   
 18            NaN     2.609739e+10  2.255846   24.090475   21.057689   
 19            NaN     1.145385e+11  3.282051   27.453597   22.998806   
 20            NaN     1.328633e+11  0.000000   35.324751   30.692245   
 21            NaN     9.920521e+10  2.236636   28.332580   25.451300   
 22            NaN     1.576661e+10  0.000000   34.989269   32.858486   
 23            NaN     9.029766e+10  0.000000   19.280334   15.495014   
 24            NaN     4.260078e+10  3.312825   23.103587   20.163386   
 25            NaN     2.654861e+10  0.000000   22.531901   19.149587   
 26            NaN     9.076927e+09  1.690331   12.349768    9.006613   
 27            NaN     9.076927e+09  1.690331   32.180764   30.261114   
 28            NaN     7.331263e+10  2.793821   21.942193   19.555259   
 29            NaN     3.633244e+11  2.439768   21.131577   18.725906   
 ...           ...              ...       ...         ...         ...   
 12402         NaN     5.056250e+06       NaN   21.296936   15.783454   
 12403         NaN     8.488150e+06  0.000000   66.333585   63.986250   
 12404         NaN     2.231800e+06  0.000000   61.819681   58.808900   
 12405         NaN     4.904000e+05  0.000000   82.592723   79.306450   
 12406     4098.55     2.545000e+06  0.000000   86.865950   84.655237   
 12407         NaN     6.134280e+07       NaN   77.257089   74.404478   
 12408         NaN     3.416150e+05       NaN   63.835287   60.447711   
 12409      272.73     1.513400e+06       NaN   67.170175   64.713712   
 12410    20359.17     1.405886e+07  0.000000   91.090085   88.518569   
 12411         NaN     5.030700e+01  0.000000   41.111828   35.112988   
 12412    53368.58     2.812600e+07  0.000000  121.307521  119.760915   
 12413         NaN     1.669360e+06  0.000000  155.131504  153.200866   
 12414         NaN     6.490000e+07  1.980983   39.192214   34.913089   
 12415     1639.70     2.767200e+06       NaN   94.341685   92.610759   
 12416         NaN     2.224200e+05  0.000000   61.417601   58.243514   
 12417      228.86     1.112200e+06  0.000000  150.283034  148.669221   
 12418         NaN     3.578760e+06  0.000000   73.485000   71.079686   
 12419  1086691.71     2.963479e+10  4.740299   21.758185   17.823554   
 12420         NaN     1.591600e+03  0.000000   55.898722   47.747519   
 12421         NaN     2.717750e+06  0.000000   79.606509   76.989389   
 12422         NaN     2.538600e+06  0.000000   45.281440   39.796641   
 12423    40772.64     1.038744e+06       NaN   78.627513   75.758942   
 12424    27264.70     3.609216e+07       NaN   86.528006   82.387773   
 12425         NaN     3.877500e+05  0.000000   72.302437   69.809750   
 12426         NaN     1.329442e+07  0.000000   98.024982   93.927993   
 12427     9873.49     3.596040e+07  0.000000   68.330403   65.730525   
 12428       80.63     1.705360e+06       NaN   69.360215   66.323260   
 12429         NaN     3.367200e+05       NaN   34.094473   28.514436   
 12430      929.75     1.316868e+06  0.000000  173.631246  172.016434   
 12431  2288530.86     7.862315e+08  0.606750   38.957708   30.066406   
 
        HistBeta  PredBeta  DataDate  
 0      0.000811  0.088763  20040921  
 1     -0.000041  0.052575  20040921  
 2     -0.017117  0.129210  20040921  
 3     -0.009451  0.298104  20040921  
 4      0.014589  0.199445  20040921  
 5      0.189286  0.437817  20040921  
 6      0.003815  0.032378  20040921  
 7      0.018804  0.033612  20040921  
 8      0.516295  1.026153  20040921  
 9     -0.054900 -0.002311  20040921  
 10     0.114851  0.597945  20040921  
 11     0.100217  0.252247  20040921  
 12    -0.000041  0.044758  20040921  
 13     0.037581  0.224548  20040921  
 14    -0.000041  0.042882  20040921  
 15     0.063507  0.308112  20040921  
 16     0.138057  0.356686  20040921  
 17     1.097955  1.160775  20040921  
 18     0.232499  0.477601  20040921  
 19     0.072188  0.273242  20040921  
 20     0.662830  0.837469  20040921  
 21     0.078144  0.271180  20040921  
 22     0.285612  0.572109  20040921  
 23     0.032797  0.293580  20040921  
 24     0.161377  0.461644  20040921  
 25     0.069169  0.363405  20040921  
 26     0.000623  0.150747  20040921  
 27     0.203684  0.379099  20040921  
 28     0.360624  0.444733  20040921  
 29     0.046204  0.261619  20040921  
 ...         ...       ...       ...  
 12402 -0.000041  0.039603  20040921  
 12403  0.615913  0.848030  20040921  
 12404  0.533032  0.984594  20040921  
 12405  1.064365  1.389317  20040921  
 12406  0.428085  0.747159  20040921  
 12407  0.850526  1.233563  20040921  
 12408  0.874584  1.247255  20040921  
 12409  0.356826  0.605281  20040921  
 12410  1.034473  1.181726  20040921  
 12411  0.792544  1.206862  20040921  
 12412  0.854726  1.112396  20040921  
 12413  1.191491  1.533357  20040921  
 12414 -0.006168  0.208818  20040921  
 12415  0.270991  0.595002  20040921  
 12416  0.558458  0.881384  20040921  
 12417  0.992498  1.275557  20040921  
 12418  0.337013  0.776673  20040921  
 12419  0.240596  0.275198  20040921  
 12420  1.318807  1.552818  20040921  
 12421  0.849138  1.095026  20040921  
 12422  0.508384  1.035048  20040921  
 12423  0.936602  1.281745  20040921  
 12424  1.309692  1.625065  20040921  
 12425  0.469297  0.668163  20040921  
 12426  1.196134  1.479501  20040921  
 12427  0.823855  1.001221  20040921  
 12428  0.721540  0.904834  20040921  
 12429  0.751993  1.110095  20040921  
 12430  1.064875  1.354673  20040921  
 12431  1.176163  1.366212  20040921  
 
 [12432 rows x 92 columns],
 '20040922':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.261            0.000               0.0   
 1      USA0011             0.188            0.000               0.0   
 2      USA0031            -0.393            0.000               0.0   
 3      USA0062             0.378            0.431               0.0   
 4      USA00E2            -0.259            0.000               0.0   
 5      USA00F1            -0.259            0.000               0.0   
 6      USA00G2            -0.047            0.000               0.0   
 7      USA00H1            -0.428            0.000               0.0   
 8      USA00I1            -0.412            0.000               0.0   
 9      USA00J1            -0.233            0.000               0.0   
 10     USA00K1            -0.113            0.000               0.0   
 11     USA00P1             0.008            0.000               0.0   
 12     USA00R1            -0.134            0.000               0.0   
 13     USA00S1            -0.205            0.000               0.0   
 14     USA00V1            -0.111            0.000               0.0   
 15     USA0131             0.185            1.000               0.0   
 16     USA0161             0.474            1.000               0.0   
 17     USA01I1            -0.877            0.000               0.0   
 18     USA01J2             0.248            0.000               0.0   
 19     USA01L1             0.564            0.000               0.0   
 20     USA01P1            -0.430            0.000               0.0   
 21     USA01Q1             0.793            0.000               0.0   
 22     USA0202             0.331            0.000               0.0   
 23     USA0231             1.381            0.000               0.0   
 24     USA0281             0.478            0.000               0.0   
 25     USA0291             0.574            0.000               0.0   
 26     USA02A1             0.269            0.000               0.0   
 27     USA02B1             2.608            0.000               0.0   
 28     USA02H1            -0.592            0.000               0.0   
 29     USA02P1            -0.179            0.143               0.0   
 ...        ...               ...              ...               ...   
 12403  USAZY41            -0.598            0.000               0.0   
 12404  USAZY51            -0.360            0.000               0.0   
 12405  USAZY61            -0.391            0.000               0.0   
 12406  USAZY71            -1.165            0.000               0.0   
 12407  USAZYI1            -2.535            0.000               0.0   
 12408  USAZYJ1            -1.096            0.000               0.0   
 12409  USAZYK1            -1.330            0.000               0.0   
 12410  USAZYM1            -0.704            0.000               0.0   
 12411  USAZYR1            -2.742            0.000               0.0   
 12412  USAZYS1            -0.801            0.000               0.0   
 12413  USAZYT1            -2.742            0.000               0.0   
 12414  USAZYV1            -1.391            0.000               0.0   
 12415  USAZYX1             0.177            0.000               0.0   
 12416  USAZZ41            -0.892            0.000               0.0   
 12417  USAZZ51            -0.719            0.000               0.0   
 12418  USAZZ61            -0.984            0.000               0.0   
 12419  USAZZ71            -0.517            0.000               0.0   
 12420  USAZZ81             0.190            0.000               0.0   
 12421  USAZZ91            -1.103            0.000               0.0   
 12422  USAZZA1            -0.817            0.000               0.0   
 12423  USAZZB1             0.075            0.000               0.0   
 12424  USAZZD1            -1.099            0.000               0.0   
 12425  USAZZF1             0.074            0.000               0.0   
 12426  USAZZI1            -0.674            0.000               0.0   
 12427  USAZZJ1             2.750            0.000               0.0   
 12428  USAZZL1             2.750            0.000               0.0   
 12429  USAZZP1            -2.742            0.000               0.0   
 12430  USAZZR1            -0.785            0.000               0.0   
 12431  USAZZX1            -1.239            0.000               0.0   
 12432  USAZZY1             0.926            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12403               0.0              0.0           0.0          0.000   
 12404               0.0              0.0           0.0          0.000   
 12405               0.0              0.0           0.0          0.000   
 12406               0.0              0.0           0.0          0.000   
 12407               0.0              0.0           0.0          0.000   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.828           0.000  ...           NaN          NaN   
 1            -1.830           0.000  ...           NaN          NaN   
 2            -1.858           0.000  ...           NaN       1396.0   
 3            -1.838           0.000  ...           NaN          NaN   
 4            -1.805           0.000  ...           NaN       1260.0   
 5            -1.489           0.000  ...           NaN        177.0   
 6            -1.822           0.000  ...           NaN          NaN   
 7            -1.797           0.000  ...           NaN          NaN   
 8            -0.912           0.000  ...           NaN          NaN   
 9            -1.925           0.864  ...           NaN      29000.0   
 10           -1.631           0.000  ...           NaN          NaN   
 11           -1.647           0.000  ...           NaN          NaN   
 12           -1.830           0.000  ...           NaN          NaN   
 13           -1.758           0.000  ...           NaN          NaN   
 14           -1.830           0.000  ...           NaN          NaN   
 15           -1.704           0.000  ...           NaN          NaN   
 16           -1.566           0.000  ...           NaN        100.0   
 17            0.140           0.000  ...           NaN      45651.0   
 18           -1.416           0.000  ...           NaN          NaN   
 19           -1.692           0.000  ...           NaN          NaN   
 20           -0.650           0.000  ...           NaN          NaN   
 21           -1.636           1.000  ...           NaN        270.0   
 22           -1.313           0.000  ...           NaN          NaN   
 23           -1.690           0.000  ...           NaN       1350.0   
 24           -1.541           0.000  ...           NaN          NaN   
 25           -1.711           0.000  ...           NaN          NaN   
 26           -1.828           0.000  ...           NaN          NaN   
 27           -1.338           0.000  ...           NaN       3800.0   
 28           -1.169           0.000  ...           NaN       1161.0   
 29           -1.742           0.000  ...           NaN       4500.0   
 ...             ...             ...  ...           ...          ...   
 12403        -1.830           0.000  ...           NaN          NaN   
 12404        -0.696           0.000  ...           NaN          NaN   
 12405        -0.856           0.000  ...           NaN          NaN   
 12406         0.110           0.000  ...           NaN          NaN   
 12407        -1.305           0.000  ...           NaN      62200.0   
 12408        -0.253           0.000  ...           NaN          NaN   
 12409        -0.218           0.000  ...           NaN          NaN   
 12410        -1.173           0.000  ...           NaN          NaN   
 12411        -0.365           0.000  ...           NaN     450229.0   
 12412        -0.375           0.000  ...           NaN          NaN   
 12413        -0.434           0.000  ...           NaN       1280.0   
 12414         0.345           0.000  ...           NaN       5000.0   
 12415        -1.822           0.000  ...           NaN        200.0   
 12416        -1.333           0.000  ...           NaN          NaN   
 12417        -0.797           0.000  ...           NaN          NaN   
 12418        -0.029           0.000  ...           NaN      21100.0   
 12419        -1.214           0.000  ...           NaN          NaN   
 12420        -1.367           1.000  ...           NaN      50800.0   
 12421         0.590           0.000  ...           NaN          NaN   
 12422        -0.267           0.000  ...           NaN          NaN   
 12423        -0.884           0.000  ...           NaN          NaN   
 12424        -0.123           0.000  ...           NaN    4668247.0   
 12425         0.578           0.000  ...           NaN      17900.0   
 12426        -0.974           1.000  ...           NaN          NaN   
 12427         0.562           0.000  ...           NaN          0.0   
 12428        -0.125           0.000  ...           NaN       1500.0   
 12429        -0.717           1.000  ...           NaN       5000.0   
 12430        -0.445           0.000  ...           NaN          NaN   
 12431         0.126           0.000  ...           NaN          NaN   
 12432         0.299           0.000  ...           NaN     104000.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.084717e+10  0.159642   14.244971   10.199462   
 1             NaN     6.613806e+09  0.000000   16.755503   12.412544   
 2             NaN     6.567646e+10  2.494603   24.556822   21.921028   
 3             NaN     3.051006e+10  2.084491   21.533314   19.677508   
 4             NaN     5.077930e+10  2.515723   25.515259   22.654968   
 5             NaN     1.823671e+11  0.421112   17.672551   14.982359   
 6             NaN     1.180538e+10  6.427605   19.926760   14.012923   
 7             NaN     7.460119e+10  0.000000   20.897812   15.484749   
 8             NaN     1.442173e+10  0.691244   42.581672   33.683373   
 9             NaN     3.976850e+10  1.856061   18.596189   14.856927   
 10            NaN     2.899252e+10  0.000000   41.292373   32.387861   
 11            NaN     2.481147e+10  1.408097   15.058271   12.298040   
 12            NaN     7.055323e+09  2.381335   15.759433   11.441435   
 13            NaN     2.031383e+10  1.267542   23.950865   20.945215   
 14            NaN     1.280573e+10  1.246883   14.533634   10.418240   
 15            NaN     4.303872e+10  1.531980   25.299707   22.726835   
 16            NaN     4.303872e+10  1.531980   27.639651   25.292052   
 17            NaN     2.025865e+10  0.265487   25.863444   20.917229   
 18            NaN     2.576574e+10  2.255846   24.355917   21.401843   
 19            NaN     1.137252e+11  3.282051   27.662128   23.453864   
 20            NaN     1.281978e+11  0.000000   35.888204   31.396512   
 21            NaN     9.845015e+10  2.236636   28.856531   25.980214   
 22            NaN     1.564311e+10  0.000000   35.542223   33.442577   
 23            NaN     8.848111e+10  0.000000   19.892018   16.116738   
 24            NaN     4.219067e+10  3.312825   23.478639   20.537276   
 25            NaN     2.637920e+10  0.000000   22.755405   19.501407   
 26            NaN     9.223098e+09  1.690331   12.481115    9.181967   
 27            NaN     9.223098e+09  1.690331   33.192841   31.234835   
 28            NaN     6.850588e+10  2.793821   22.388982   20.021752   
 29            NaN     3.577364e+11  2.439768   21.471594   19.131599   
 ...           ...              ...       ...         ...         ...   
 12403         NaN     5.056250e+06       NaN   21.564668   16.231197   
 12404         NaN     8.488150e+06  0.000000   68.451448   66.191590   
 12405         NaN     2.231800e+06  0.000000   63.630876   60.729200   
 12406         NaN     4.904000e+05  0.000000   85.149564   81.942583   
 12407     4756.59     3.181250e+06  0.000000   88.981050   86.995789   
 12408         NaN     6.134280e+07       NaN   79.800033   77.048381   
 12409         NaN     3.416150e+05       NaN   66.060741   62.695168   
 12410         NaN     1.513400e+06       NaN   66.877250   64.462420   
 12411    26256.35     1.738859e+07  0.000000   99.792695   97.757669   
 12412         NaN     5.030700e+01  0.000000   41.928588   35.941514   
 12413    52246.74     3.113950e+07  0.000000  124.411294  122.905616   
 12414      358.44     1.669360e+06  0.000000  158.265148  156.341334   
 12415    40391.57     6.484808e+07  1.980983   39.604549   35.561074   
 12416         NaN     2.767200e+06       NaN   96.564894   94.982066   
 12417         NaN     2.224200e+05  0.000000   63.133208   60.025154   
 12418      227.26     1.112200e+06  0.000000  153.349145  151.740018   
 12419         NaN     3.578760e+06  0.000000   76.125924   73.838841   
 12420  1116746.95     2.948827e+10  4.740299   22.795818   19.207740   
 12421         NaN     1.591600e+03  0.000000   56.853380   48.857655   
 12422         NaN     2.717750e+06  0.000000   81.197456   78.577437   
 12423         NaN     2.538600e+06  0.000000   46.303467   40.920582   
 12424    38668.99     1.038744e+06       NaN   80.930288   78.103169   
 12425    28209.48     3.571620e+07       NaN   87.899452   83.716110   
 12426         NaN     3.877500e+05  0.000000   73.100858   70.645551   
 12427         NaN     1.232776e+07  0.000000  100.668533   96.262505   
 12428     7647.35     3.296370e+07  0.000000   70.862335   67.909462   
 12429       97.29     2.131700e+06       NaN   70.199070   67.229542   
 12430         NaN     3.367200e+05       NaN   34.863107   29.250813   
 12431         NaN     1.316868e+06  0.000000  177.040104  175.522860   
 12432  2234561.81     7.812906e+08  0.606750   39.648021   30.626224   
 
        HistBeta  PredBeta  DataDate  
 0      0.000852  0.095926  20040922  
 1      0.000006  0.066927  20040922  
 2     -0.014987  0.135151  20040922  
 3     -0.004220  0.310819  20040922  
 4      0.013703  0.207929  20040922  
 5      0.184832  0.424807  20040922  
 6      0.004458  0.042321  20040922  
 7      0.017827  0.039935  20040922  
 8      0.496933  0.998617  20040922  
 9     -0.051351  0.008632  20040922  
 10     0.107585  0.595371  20040922  
 11     0.099210  0.256850  20040922  
 12     0.000006  0.052835  20040922  
 13     0.039158  0.240211  20040922  
 14     0.000006  0.049655  20040922  
 15     0.068010  0.321457  20040922  
 16     0.142955  0.366678  20040922  
 17     1.066573  1.115481  20040922  
 18     0.223947  0.472018  20040922  
 19     0.074641  0.273657  20040922  
 20     0.638656  0.803843  20040922  
 21     0.105159  0.342745  20040922  
 22     0.279939  0.573572  20040922  
 23     0.075892  0.332243  20040922  
 24     0.156491  0.462994  20040922  
 25     0.064353  0.371996  20040922  
 26     0.000880  0.162938  20040922  
 27     0.266331  0.515880  20040922  
 28     0.357914  0.441565  20040922  
 29     0.047599  0.268089  20040922  
 ...         ...       ...       ...  
 12403  0.000006  0.036089  20040922  
 12404  0.614125  0.831048  20040922  
 12405  0.527433  0.952622  20040922  
 12406  1.050123  1.340042  20040922  
 12407  0.284396  0.642027  20040922  
 12408  0.853603  1.183126  20040922  
 12409  0.872815  1.212549  20040922  
 12410  0.355550  0.649193  20040922  
 12411  0.793400  0.957197  20040922  
 12412  0.787668  1.181706  20040922  
 12413  0.755719  0.967289  20040922  
 12414  1.177748  1.483024  20040922  
 12415  0.004415  0.219851  20040922  
 12416  0.269267  0.584831  20040922  
 12417  0.559124  0.869833  20040922  
 12418  0.975118  1.242103  20040922  
 12419  0.333395  0.763580  20040922  
 12420  0.250871  0.310710  20040922  
 12421  1.310137  1.491044  20040922  
 12422  0.846376  1.075369  20040922  
 12423  0.512069  1.030622  20040922  
 12424  0.924119  1.241066  20040922  
 12425  1.304013  1.604262  20040922  
 12426  0.463720  0.668180  20040922  
 12427  1.294976  1.555616  20040922  
 12428  0.923365  1.150612  20040922  
 12429  0.602851  0.766101  20040922  
 12430  0.750010  1.089612  20040922  
 12431  1.058865  1.269713  20040922  
 12432  1.152783  1.342356  20040922  
 
 [12433 rows x 92 columns],
 '20040923':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.899            0.000               0.0   
 1      USA0011            -0.740            0.000               0.0   
 2      USA0031            -0.737            0.000               0.0   
 3      USA0062            -0.689            0.431               0.0   
 4      USA00E2            -0.808            0.000               0.0   
 5      USA00F1             0.869            0.000               0.0   
 6      USA00G2            -0.436            0.000               0.0   
 7      USA00H1            -0.595            0.000               0.0   
 8      USA00I1            -0.016            0.000               0.0   
 9      USA00J1            -0.185            0.000               0.0   
 10     USA00K1             0.039            0.000               0.0   
 11     USA00P1            -0.340            0.000               0.0   
 12     USA00R1            -0.641            0.000               0.0   
 13     USA00S1            -0.086            0.000               0.0   
 14     USA00V1            -0.431            0.000               0.0   
 15     USA0131            -0.971            1.000               0.0   
 16     USA0161             0.635            1.000               0.0   
 17     USA01I1            -0.306            0.000               0.0   
 18     USA01J2            -0.967            0.000               0.0   
 19     USA01L1            -0.675            0.000               0.0   
 20     USA01P1            -0.148            0.000               0.0   
 21     USA01Q1            -0.164            0.000               0.0   
 22     USA0202            -0.012            0.000               0.0   
 23     USA0231            -0.387            0.000               0.0   
 24     USA0281            -0.841            0.000               0.0   
 25     USA0291            -0.158            0.000               0.0   
 26     USA02A1            -0.212            0.000               0.0   
 27     USA02B1             0.067            0.000               0.0   
 28     USA02H1            -1.052            0.000               0.0   
 29     USA02P1            -1.559            0.143               0.0   
 ...        ...               ...              ...               ...   
 12406  USAZY41             0.030            0.000               0.0   
 12407  USAZY51             0.155            0.000               0.0   
 12408  USAZY61             0.301            0.000               0.0   
 12409  USAZY71             0.789            0.000               0.0   
 12410  USAZYI1            -2.270            0.000               0.0   
 12411  USAZYJ1             0.247            0.000               0.0   
 12412  USAZYK1            -0.565            0.000               0.0   
 12413  USAZYM1             0.612            0.000               0.0   
 12414  USAZYR1             2.847            0.000               0.0   
 12415  USAZYS1             0.418            0.000               0.0   
 12416  USAZYT1             2.847            0.000               0.0   
 12417  USAZYV1             0.415            0.000               0.0   
 12418  USAZYX1             1.528            0.000               0.0   
 12419  USAZZ41            -0.003            0.000               0.0   
 12420  USAZZ51             0.485            0.000               0.0   
 12421  USAZZ61             0.763            0.000               0.0   
 12422  USAZZ71             0.523            0.000               0.0   
 12423  USAZZ81            -0.777            0.000               0.0   
 12424  USAZZ91             0.181            0.000               0.0   
 12425  USAZZA1             0.753            0.000               0.0   
 12426  USAZZB1             0.667            0.000               0.0   
 12427  USAZZD1            -0.206            0.000               0.0   
 12428  USAZZF1            -0.090            0.000               0.0   
 12429  USAZZI1             0.550            0.000               0.0   
 12430  USAZZJ1            -1.036            0.000               0.0   
 12431  USAZZL1            -2.832            0.000               0.0   
 12432  USAZZP1            -2.082            0.000               0.0   
 12433  USAZZR1             0.428            0.000               0.0   
 12434  USAZZX1             0.892            0.000               0.0   
 12435  USAZZY1            -0.235            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12406               0.0              0.0           0.0          0.000   
 12407               0.0              0.0           0.0          0.000   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.842           0.000  ...           NaN          NaN   
 1            -1.844           0.000  ...           NaN          NaN   
 2            -1.871           0.000  ...           NaN       1396.0   
 3            -1.849           0.000  ...           NaN          NaN   
 4            -1.817           0.000  ...           NaN       1260.0   
 5            -1.469           0.000  ...           NaN       1075.0   
 6            -1.835           0.000  ...           NaN          NaN   
 7            -1.811           0.000  ...           NaN          NaN   
 8            -0.922           0.000  ...           NaN          NaN   
 9            -1.938           0.864  ...           NaN      29000.0   
 10           -1.645           0.000  ...           NaN          NaN   
 11           -1.663           0.000  ...           NaN          NaN   
 12           -1.844           0.000  ...           NaN          NaN   
 13           -1.772           0.000  ...           NaN          NaN   
 14           -1.844           0.000  ...           NaN          NaN   
 15           -1.713           0.000  ...           NaN          NaN   
 16           -1.549           0.000  ...           NaN        110.0   
 17            0.133           0.000  ...           NaN      45651.0   
 18           -1.428           0.000  ...           NaN          NaN   
 19           -1.702           0.000  ...           NaN          NaN   
 20           -0.660           0.000  ...           NaN          NaN   
 21           -1.650           1.000  ...           NaN          NaN   
 22           -1.324           0.000  ...           NaN          NaN   
 23           -1.703           0.000  ...           NaN       1350.0   
 24           -1.555           0.000  ...           NaN          NaN   
 25           -1.727           0.000  ...           NaN          NaN   
 26           -1.842           0.000  ...           NaN          NaN   
 27           -1.349           0.000  ...           NaN          NaN   
 28           -1.186           0.000  ...           NaN       1161.0   
 29           -1.759           0.000  ...           NaN       4500.0   
 ...             ...             ...  ...           ...          ...   
 12406        -1.844           0.000  ...           NaN          NaN   
 12407        -0.699           0.000  ...           NaN          NaN   
 12408        -0.870           0.000  ...           NaN       1500.0   
 12409         0.106           0.000  ...           NaN          NaN   
 12410        -1.336           0.000  ...           NaN      81750.0   
 12411        -0.252           0.000  ...           NaN          NaN   
 12412        -0.219           0.000  ...           NaN          NaN   
 12413        -1.168           0.000  ...           NaN          NaN   
 12414        -0.322           0.000  ...           NaN     315189.0   
 12415        -0.379           0.000  ...           NaN          NaN   
 12416        -0.352           0.000  ...           NaN     222180.0   
 12417         0.335           0.000  ...           NaN          NaN   
 12418        -1.811           0.000  ...           NaN       3200.0   
 12419        -1.345           0.000  ...           NaN      55000.0   
 12420        -0.800           0.000  ...           NaN          NaN   
 12421        -0.041           0.000  ...           NaN       4565.0   
 12422        -1.219           0.000  ...           NaN          NaN   
 12423        -1.401           1.000  ...           NaN      24300.0   
 12424         0.584           0.000  ...           NaN          NaN   
 12425        -0.269           0.000  ...           NaN          NaN   
 12426        -0.890           0.000  ...           NaN          NaN   
 12427        -0.127           0.000  ...           NaN    6664483.0   
 12428         0.565           0.000  ...           NaN       2942.0   
 12429        -0.968           1.000  ...           NaN          NaN   
 12430         0.553           0.000  ...           NaN          0.0   
 12431        -0.155           0.000  ...           NaN        400.0   
 12432        -0.777           1.000  ...           NaN      10000.0   
 12433        -0.449           0.000  ...           NaN          NaN   
 12434         0.113           0.000  ...           NaN          NaN   
 12435         0.298           0.000  ...           NaN     119000.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.042602e+10  0.159642   14.346736   10.348278   
 1             NaN     6.543717e+09  0.000000   16.883748   12.557836   
 2             NaN     6.623927e+10  2.494603   24.650588   22.040273   
 3             NaN     3.050147e+10  2.084491   21.646155   19.813060   
 4             NaN     5.019256e+10  2.515723   25.563682   22.804805   
 5             NaN     1.806717e+11  0.421112   17.815839   15.067098   
 6             NaN     1.185302e+10  6.427605   19.882423   14.089757   
 7             NaN     7.460119e+10  0.000000   20.892181   15.547534   
 8             NaN     1.451569e+10  0.691244   42.505191   33.760380   
 9             NaN     4.009823e+10  1.856061   18.579201   14.863434   
 10            NaN     2.907724e+10  0.000000   41.201302   32.459894   
 11            NaN     2.452214e+10  1.408097   14.994592   12.309576   
 12            NaN     6.979103e+09  2.381335   15.769049   11.550685   
 13            NaN     2.030911e+10  1.267542   23.965433   20.975397   
 14            NaN     1.281839e+10  1.246883   14.524415   10.481008   
 15            NaN     4.249352e+10  1.531980   25.464905   22.876583   
 16            NaN     4.249352e+10  1.531980   27.732499   25.365702   
 17            NaN     1.988420e+10  0.265487   25.874918   20.963145   
 18            NaN     2.547171e+10  2.255846   24.485514   21.609193   
 19            NaN     1.119703e+11  3.282051   27.713677   23.550872   
 20            NaN     1.273865e+11  0.000000   35.931301   31.469361   
 21            NaN     9.747587e+10  2.236636   28.912202   26.039452   
 22            NaN     1.571172e+10  0.000000   35.469122   33.393794   
 23            NaN     8.805220e+10  0.000000   19.770915   16.168431   
 24            NaN     4.172055e+10  3.312825   23.613272   20.725949   
 25            NaN     2.674222e+10  0.000000   22.668772   19.434493   
 26            NaN     9.165776e+09  1.690331   12.424997    9.195335   
 27            NaN     9.165776e+09  1.690331   32.954014   31.251985   
 28            NaN     6.507526e+10  2.793821   22.631589   20.254845   
 29            NaN     3.523593e+11  2.439768   21.870111   19.499506   
 ...           ...              ...       ...         ...         ...   
 12406         NaN     5.056250e+06       NaN   21.443650   16.239309   
 12407         NaN     8.488150e+06  0.000000   68.073581   65.870593   
 12408      449.55     2.231800e+06  0.000000   64.032685   61.238294   
 12409         NaN     4.904000e+05  0.000000   85.451952   82.302132   
 12410     5756.14     3.563000e+06  0.000000   89.884354   87.970382   
 12411         NaN     6.134280e+07       NaN   81.117529   78.463751   
 12412         NaN     3.416150e+05       NaN   66.630351   63.179610   
 12413         NaN     1.513400e+06       NaN   66.257981   63.825314   
 12414    30134.08     1.590871e+07  0.000000  100.868211   98.812037   
 12415         NaN     5.030700e+01  0.000000   41.744005   35.804703   
 12416    52483.85     2.611700e+07  0.000000  126.403670  124.843034   
 12417         NaN     1.669360e+06  0.000000  158.815659  156.895355   
 12418    42318.14     6.365392e+07  1.980983   39.782374   35.765262   
 12419     1688.80     2.767200e+06       NaN   96.372451   94.829416   
 12420         NaN     2.224200e+05  0.000000   62.569563   59.481228   
 12421      217.75     1.112200e+06  0.000000  153.854339  152.276379   
 12422         NaN     3.578760e+06  0.000000   75.570457   73.255960   
 12423  1068363.90     3.005726e+10  4.740299   21.757800   17.932092   
 12424         NaN     1.591600e+03  0.000000   56.743478   48.882281   
 12425         NaN     2.717750e+06  0.000000   80.860354   78.264079   
 12426         NaN     2.538600e+06  0.000000   46.004297   40.614869   
 12427    39074.53     1.038744e+06       NaN   81.463689   78.667694   
 12428    28297.47     3.609216e+07       NaN   88.003496   83.893327   
 12429         NaN     3.877500e+05  0.000000   73.068738   70.636148   
 12430         NaN     1.249361e+07  0.000000  100.698883   96.428736   
 12431     7004.40     3.424800e+07  0.000000   71.189059   68.375087   
 12432      147.29     3.197550e+06       NaN   71.780315   68.984743   
 12433         NaN     3.367200e+05       NaN   34.749455   29.167239   
 12434         NaN     1.316868e+06  0.000000  177.762050  176.260673   
 12435  2345966.10     7.797465e+08  0.606750   39.457466   30.666895   
 
        HistBeta  PredBeta  DataDate  
 0      0.000869  0.081628  20040923  
 1      0.000017  0.053038  20040923  
 2     -0.014362  0.123642  20040923  
 3     -0.003005  0.293097  20040923  
 4      0.014188  0.196416  20040923  
 5      0.201436  0.456893  20040923  
 6      0.004713  0.031385  20040923  
 7      0.017724  0.027113  20040923  
 8      0.495722  1.000058  20040923  
 9     -0.050700  0.005409  20040923  
 10     0.106760  0.590072  20040923  
 11     0.097424  0.245444  20040923  
 12     0.000017  0.044783  20040923  
 13     0.038513  0.231970  20040923  
 14     0.000017  0.042289  20040923  
 15     0.070255  0.301287  20040923  
 16     0.158688  0.379526  20040923  
 17     1.063149  1.119668  20040923  
 18     0.223702  0.447525  20040923  
 19     0.076180  0.243095  20040923  
 20     0.636676  0.799601  20040923  
 21     0.104001  0.329240  20040923  
 22     0.279583  0.566445  20040923  
 23     0.075963  0.310639  20040923  
 24     0.155083  0.441158  20040923  
 25     0.062873  0.357417  20040923  
 26     0.000958  0.155790  20040923  
 27     0.266105  0.491885  20040923  
 28     0.353721  0.427925  20040923  
 29     0.045572  0.238165  20040923  
 ...         ...       ...       ...  
 12406  0.000017  0.045972  20040923  
 12407  0.615828  0.830068  20040923  
 12408  0.523568  0.947686  20040923  
 12409  1.048516  1.353160  20040923  
 12410  0.273168  0.632708  20040923  
 12411  0.856158  1.183725  20040923  
 12412  0.874018  1.255727  20040923  
 12413  0.363684  0.685236  20040923  
 12414  0.818424  1.085523  20040923  
 12415  0.787720  1.197759  20040923  
 12416  0.802376  1.110318  20040923  
 12417  1.171703  1.512693  20040923  
 12418  0.017413  0.257669  20040923  
 12419  0.268048  0.595040  20040923  
 12420  0.561591  0.893202  20040923  
 12421  0.969785  1.255585  20040923  
 12422  0.335935  0.789615  20040923  
 12423  0.238436  0.278289  20040923  
 12424  1.305750  1.493975  20040923  
 12425  0.847216  1.107447  20040923  
 12426  0.513065  1.038205  20040923  
 12427  0.923472  1.250798  20040923  
 12428  1.295715  1.596098  20040923  
 12429  0.471356  0.694152  20040923  
 12430  1.289321  1.479908  20040923  
 12431  0.908552  1.093627  20040923  
 12432  0.574026  0.753098  20040923  
 12433  0.750465  1.103452  20040923  
 12434  1.052775  1.303442  20040923  
 12435  1.152033  1.321323  20040923  
 
 [12436 rows x 92 columns],
 '20040924':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.125            0.000               0.0   
 1      USA0011            -0.321            0.000               0.0   
 2      USA0031             0.259            0.000               0.0   
 3      USA0062             0.393            0.431               0.0   
 4      USA00E2             0.346            0.000               0.0   
 5      USA00F1             0.238            0.000               0.0   
 6      USA00G2             0.120            0.000               0.0   
 7      USA00H1             0.018            0.000               0.0   
 8      USA00I1            -2.084            0.000               0.0   
 9      USA00J1            -0.072            0.000               0.0   
 10     USA00K1            -2.452            0.000               0.0   
 11     USA00P1             0.182            0.000               0.0   
 12     USA00R1             0.588            0.000               0.0   
 13     USA00S1             0.180            0.000               0.0   
 14     USA00V1             0.504            0.000               0.0   
 15     USA0131             0.930            1.000               0.0   
 16     USA0161             0.792            1.000               0.0   
 17     USA01I1            -0.137            0.000               0.0   
 18     USA01J2             0.307            0.000               0.0   
 19     USA01L1             1.095            0.000               0.0   
 20     USA01P1            -1.235            0.000               0.0   
 21     USA01Q1            -0.462            0.000               0.0   
 22     USA0202            -0.408            0.000               0.0   
 23     USA0231            -0.527            0.000               0.0   
 24     USA0281             0.558            0.000               0.0   
 25     USA0291            -1.000            0.000               0.0   
 26     USA02A1            -0.103            0.000               0.0   
 27     USA02B1            -0.518            0.000               0.0   
 28     USA02H1             0.256            0.000               0.0   
 29     USA02P1             0.178            0.143               0.0   
 ...        ...               ...              ...               ...   
 12408  USAZY41             0.248            0.000               0.0   
 12409  USAZY51            -0.216            0.000               0.0   
 12410  USAZY61            -0.043            0.000               0.0   
 12411  USAZY71            -2.703            0.000               0.0   
 12412  USAZYI1            -2.703            0.000               0.0   
 12413  USAZYJ1             0.367            0.000               0.0   
 12414  USAZYK1            -0.890            0.000               0.0   
 12415  USAZYM1            -0.665            0.000               0.0   
 12416  USAZYR1            -0.878            0.000               0.0   
 12417  USAZYS1            -1.427            0.000               0.0   
 12418  USAZYT1            -2.703            0.000               0.0   
 12419  USAZYV1             1.958            0.000               0.0   
 12420  USAZYX1            -0.261            0.000               0.0   
 12421  USAZZ41             2.683            0.000               0.0   
 12422  USAZZ51            -1.308            0.000               0.0   
 12423  USAZZ61            -1.405            0.000               0.0   
 12424  USAZZ71            -1.079            0.000               0.0   
 12425  USAZZ81             0.570            0.000               0.0   
 12426  USAZZ91             0.419            0.000               0.0   
 12427  USAZZA1             2.522            0.000               0.0   
 12428  USAZZB1            -1.224            0.000               0.0   
 12429  USAZZD1            -0.466            0.000               0.0   
 12430  USAZZF1            -0.256            0.000               0.0   
 12431  USAZZI1            -1.320            0.000               0.0   
 12432  USAZZJ1             0.521            0.000               0.0   
 12433  USAZZL1            -0.140            0.000               0.0   
 12434  USAZZP1            -2.703            0.000               0.0   
 12435  USAZZR1            -0.932            0.000               0.0   
 12436  USAZZX1            -0.774            0.000               0.0   
 12437  USAZZY1            -0.352            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.847           0.000  ...           NaN          NaN   
 1            -1.848           0.000  ...           NaN          NaN   
 2            -1.876           0.000  ...           NaN       1396.0   
 3            -1.856           0.000  ...           NaN          NaN   
 4            -1.822           0.000  ...           NaN       1260.0   
 5            -1.471           0.000  ...           NaN         53.0   
 6            -1.840           0.000  ...           NaN          NaN   
 7            -1.815           0.000  ...           NaN          NaN   
 8            -0.920           0.000  ...           NaN          NaN   
 9            -1.944           0.864  ...           NaN      29000.0   
 10           -1.647           0.000  ...           NaN          NaN   
 11           -1.668           0.000  ...           NaN          NaN   
 12           -1.848           0.000  ...           NaN          NaN   
 13           -1.790           0.000  ...           NaN          NaN   
 14           -1.848           0.000  ...           NaN          NaN   
 15           -1.719           0.000  ...           NaN          NaN   
 16           -1.565           0.000  ...           NaN       1680.0   
 17            0.144           0.000  ...           NaN      45651.0   
 18           -1.429           0.000  ...           NaN          NaN   
 19           -1.707           0.000  ...           NaN          NaN   
 20           -0.657           0.000  ...           NaN          NaN   
 21           -1.652           1.000  ...           NaN          NaN   
 22           -1.331           0.000  ...           NaN          NaN   
 23           -1.707           0.000  ...           NaN       1350.0   
 24           -1.559           0.000  ...           NaN          NaN   
 25           -1.731           0.000  ...           NaN          NaN   
 26           -1.846           0.000  ...           NaN          NaN   
 27           -1.355           0.000  ...           NaN          NaN   
 28           -1.190           0.000  ...           NaN       1161.0   
 29           -1.764           0.000  ...           NaN       4500.0   
 ...             ...             ...  ...           ...          ...   
 12408        -1.848           0.000  ...           NaN          NaN   
 12409        -0.697           0.000  ...           NaN          NaN   
 12410        -0.938           0.000  ...           NaN          NaN   
 12411         0.120           0.000  ...           NaN       3000.0   
 12412        -1.337           0.000  ...           NaN      71800.0   
 12413        -0.289           0.000  ...           NaN          NaN   
 12414        -0.217           0.000  ...           NaN          NaN   
 12415        -1.169           0.000  ...           NaN          NaN   
 12416        -0.321           0.000  ...           NaN      17336.0   
 12417        -0.378           0.000  ...           NaN          NaN   
 12418        -0.328           0.000  ...           NaN      34433.0   
 12419         0.322           0.000  ...           NaN       2786.0   
 12420        -1.808           0.000  ...           NaN       1800.0   
 12421        -1.347           0.000  ...           NaN     173767.0   
 12422        -0.802           0.000  ...           NaN          NaN   
 12423        -0.037           0.000  ...           NaN      16000.0   
 12424        -1.221           0.000  ...           NaN          NaN   
 12425        -1.414           1.000  ...           NaN      19700.0   
 12426         0.592           0.000  ...           NaN          NaN   
 12427        -0.279           0.000  ...           NaN       5000.0   
 12428        -0.896           0.000  ...           NaN          NaN   
 12429        -0.110           0.000  ...           NaN    2589145.0   
 12430         0.560           0.000  ...           NaN       7864.0   
 12431        -0.968           1.000  ...           NaN          NaN   
 12432         0.579           0.000  ...           NaN          0.0   
 12433        -0.185           0.000  ...           NaN       2100.0   
 12434        -0.678           1.000  ...           NaN     148129.0   
 12435        -0.448           0.000  ...           NaN          NaN   
 12436         0.129           0.000  ...           NaN          NaN   
 12437         0.310           0.000  ...           NaN     125200.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.058646e+10  0.159642   14.125245   10.132483   
 1             NaN     6.530974e+09  0.000000   16.628959   12.325646   
 2             NaN     6.619237e+10  2.494603   24.173632   21.584250   
 3             NaN     3.036400e+10  2.084491   21.249038   19.413880   
 4             NaN     5.033925e+10  2.515723   25.156547   22.349336   
 5             NaN     1.803066e+11  0.421112   17.459473   14.747166   
 6             NaN     1.167042e+10  6.427605   19.579850   13.792431   
 7             NaN     7.404398e+10  0.000000   20.553692   15.220951   
 8             NaN     1.407970e+10  0.691244   42.155316   33.279244   
 9             NaN     3.997760e+10  1.856061   18.245238   14.505029   
 10            NaN     2.821306e+10  0.000000   41.095400   32.147925   
 11            NaN     2.451623e+10  1.408097   14.756302   12.049618   
 12            NaN     6.986835e+09  2.381335   15.574353   11.363906   
 13            NaN     2.059223e+10  1.267542   23.497547   20.537619   
 14            NaN     1.306154e+10  1.246883   14.344838   10.328675   
 15            NaN     4.260577e+10  1.531980   25.124040   22.532898   
 16            NaN     4.260577e+10  1.531980   27.272997   24.884855   
 17            NaN     1.968622e+10  0.265487   25.277703   20.511477   
 18            NaN     2.556060e+10  2.255846   23.999419   21.145565   
 19            NaN     1.130618e+11  3.282051   27.392993   23.146712   
 20            NaN     1.244114e+11  0.000000   35.370734   30.918247   
 21            NaN     9.740280e+10  2.236636   28.370143   25.537617   
 22            NaN     1.571172e+10  0.000000   34.559322   32.493382   
 23            NaN     8.838019e+10  0.000000   19.561765   15.889095   
 24            NaN     4.179057e+10  3.312825   23.217779   20.309233   
 25            NaN     2.703263e+10  0.000000   22.487897   19.196857   
 26            NaN     9.185838e+09  1.690331   12.235436    9.023310   
 27            NaN     9.185838e+09  1.690331   32.273803   30.593519   
 28            NaN     6.348593e+10  2.793821   22.204792   19.818097   
 29            NaN     3.522539e+11  2.439768   21.368301   19.074248   
 ...           ...              ...       ...         ...         ...   
 12408         NaN     5.056250e+06       NaN   21.133873   15.960410   
 12409         NaN     8.488150e+06  0.000000   66.604934   64.443401   
 12410         NaN     2.231800e+06  0.000000   61.549012   58.830116   
 12411       80.23     6.130000e+05  0.000000   82.974562   79.782299   
 12412     6693.50     3.690250e+06  0.000000   88.519559   86.580467   
 12413         NaN     6.134280e+07       NaN   78.944849   76.329218   
 12414         NaN     3.416150e+05       NaN   64.427947   61.011636   
 12415         NaN     1.513400e+06       NaN   64.977791   62.568687   
 12416    28850.79     1.590871e+07  0.000000   99.128525   97.161193   
 12417         NaN     5.030700e+01  0.000000   41.035640   35.149062   
 12418    43172.74     2.963275e+07  0.000000  125.376400  123.894499   
 12419      338.18     1.478576e+06  0.000000  157.249449  155.331487   
 12420    44306.33     6.375776e+07  1.980983   38.910427   35.013360   
 12421     2184.62     2.421300e+06       NaN   95.773831   94.189936   
 12422         NaN     2.224200e+05  0.000000   61.439138   58.321406   
 12423      208.72     1.112200e+06  0.000000  151.547454  149.991414   
 12424         NaN     3.578760e+06  0.000000   74.586017   72.292681   
 12425   990514.24     2.974817e+10  4.740299   22.367741   18.757940   
 12426         NaN     1.591600e+03  0.000000   55.578650   47.764126   
 12427     8880.50     2.174200e+06  0.000000   80.785753   78.204661   
 12428         NaN     2.538600e+06  0.000000   45.236969   39.919197   
 12429    36864.46     1.038744e+06       NaN   79.415494   76.653084   
 12430    28314.02     3.571620e+07       NaN   86.640139   82.635359   
 12431         NaN     3.877500e+05  0.000000   71.507571   69.059233   
 12432         NaN     1.257823e+07  0.000000   99.066482   94.826684   
 12433     6429.62     3.424800e+07  0.000000   69.766590   67.059537   
 12434     1381.70     5.329250e+06       NaN   72.008197   69.162313   
 12435         NaN     3.367200e+05       NaN   34.054599   28.549393   
 12436         NaN     1.316868e+06  0.000000  175.966229  174.549910   
 12437  2451809.19     7.785113e+08  0.606750   38.651397   30.043183   
 
        HistBeta  PredBeta  DataDate  
 0      0.000867  0.087701  20040924  
 1      0.000016  0.052821  20040924  
 2     -0.014678  0.133135  20040924  
 3     -0.004321  0.304287  20040924  
 4      0.014035  0.194998  20040924  
 5      0.201995  0.453220  20040924  
 6      0.004589  0.035067  20040924  
 7      0.017820  0.029869  20040924  
 8      0.497641  0.954320  20040924  
 9     -0.051207 -0.001508  20040924  
 10     0.107713  0.531128  20040924  
 11     0.096682  0.252591  20040924  
 12     0.000016  0.065561  20040924  
 13     0.030925  0.230307  20040924  
 14     0.000016  0.054892  20040924  
 15     0.069223  0.324427  20040924  
 16     0.151850  0.381905  20040924  
 17     1.067495  1.124907  20040924  
 18     0.224594  0.460947  20040924  
 19     0.075555  0.270685  20040924  
 20     0.638608  0.779904  20040924  
 21     0.105230  0.315759  20040924  
 22     0.277304  0.554859  20040924  
 23     0.075772  0.298018  20040924  
 24     0.154907  0.461296  20040924  
 25     0.063012  0.340882  20040924  
 26     0.000913  0.154976  20040924  
 27     0.264526  0.481568  20040924  
 28     0.352771  0.445386  20040924  
 29     0.045145  0.255620  20040924  
 ...         ...       ...       ...  
 12408  0.000016  0.054455  20040924  
 12409  0.616745  0.822169  20040924  
 12410  0.487728  0.906643  20040924  
 12411  1.054599  1.291221  20040924  
 12412  0.273925  0.623435  20040924  
 12413  0.835700  1.191775  20040924  
 12414  0.874160  1.246711  20040924  
 12415  0.363777  0.666382  20040924  
 12416  0.818642  1.006480  20040924  
 12417  0.788167  1.166235  20040924  
 12418  0.814907  1.060560  20040924  
 12419  1.163353  1.540994  20040924  
 12420  0.021485  0.238826  20040924  
 12421  0.268813  0.640627  20040924  
 12422  0.560966  0.858711  20040924  
 12423  0.970963  1.224043  20040924  
 12424  0.336204  0.767845  20040924  
 12425  0.232734  0.291313  20040924  
 12426  1.307723  1.504789  20040924  
 12427  0.840911  1.132592  20040924  
 12428  0.510410  1.007362  20040924  
 12429  0.931641  1.248985  20040924  
 12430  1.290732  1.585489  20040924  
 12431  0.471780  0.671089  20040924  
 12432  1.300684  1.521640  20040924  
 12433  0.891154  1.119386  20040924  
 12434  0.626959  0.788946  20040924  
 12435  0.750242  1.084348  20040924  
 12436  1.059598  1.261564  20040924  
 12437  1.156641  1.313448  20040924  
 
 [12438 rows x 92 columns],
 '20040927':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.112            0.000               0.0   
 1      USA0011             0.491            0.000               0.0   
 2      USA0031             0.208            0.000               0.0   
 3      USA0062             0.564            0.431               0.0   
 4      USA00E2             0.318            0.000               0.0   
 5      USA00F1             0.113            0.000               0.0   
 6      USA00G2             0.230            0.000               0.0   
 7      USA00H1             0.324            0.000               0.0   
 8      USA00I1             0.288            0.000               0.0   
 9      USA00J1             0.216            0.000               0.0   
 10     USA00K1             0.862            0.000               0.0   
 11     USA00P1             0.587            0.000               0.0   
 12     USA00R1             0.512            0.000               0.0   
 13     USA00S1             0.187            0.000               0.0   
 14     USA00V1            -0.120            0.000               0.0   
 15     USA0131             0.329            1.000               0.0   
 16     USA0161             0.139            1.000               0.0   
 17     USA01I1            -1.179            0.000               0.0   
 18     USA01J2             0.171            0.000               0.0   
 19     USA01L1             0.881            0.000               0.0   
 20     USA01P1             0.031            0.000               0.0   
 21     USA01Q1            -0.018            0.000               0.0   
 22     USA0202            -0.010            0.000               0.0   
 23     USA0231             0.802            0.000               0.0   
 24     USA0281             1.656            0.000               0.0   
 25     USA0291             0.595            0.000               0.0   
 26     USA02A1             0.599            0.000               0.0   
 27     USA02B1             1.302            0.000               0.0   
 28     USA02H1             0.151            0.000               0.0   
 29     USA02P1             2.316            0.143               0.0   
 ...        ...               ...              ...               ...   
 12408  USAZY41             0.308            0.000               0.0   
 12409  USAZY51            -0.513            0.000               0.0   
 12410  USAZY61            -0.601            0.000               0.0   
 12411  USAZY71             2.783            0.000               0.0   
 12412  USAZYI1             2.783            0.000               0.0   
 12413  USAZYJ1            -0.688            0.000               0.0   
 12414  USAZYK1            -1.031            0.000               0.0   
 12415  USAZYM1            -0.544            0.000               0.0   
 12416  USAZYR1             1.321            0.000               0.0   
 12417  USAZYS1            -0.775            0.000               0.0   
 12418  USAZYT1             2.783            0.000               0.0   
 12419  USAZYV1            -1.290            0.000               0.0   
 12420  USAZYX1             0.043            0.000               0.0   
 12421  USAZZ41             0.013            0.000               0.0   
 12422  USAZZ51            -0.597            0.000               0.0   
 12423  USAZZ61            -1.212            0.000               0.0   
 12424  USAZZ71            -0.535            0.000               0.0   
 12425  USAZZ81            -1.467            0.000               0.0   
 12426  USAZZ91            -0.816            0.000               0.0   
 12427  USAZZA1             2.783            0.000               0.0   
 12428  USAZZB1             0.063            0.000               0.0   
 12429  USAZZD1            -0.898            0.000               0.0   
 12430  USAZZF1            -0.671            0.000               0.0   
 12431  USAZZI1            -0.844            0.000               0.0   
 12432  USAZZJ1             2.783            0.000               0.0   
 12433  USAZZL1             0.981            0.000               0.0   
 12434  USAZZP1             2.783            0.000               0.0   
 12435  USAZZR1            -0.642            0.000               0.0   
 12436  USAZZX1             2.673            0.000               0.0   
 12437  USAZZY1            -0.327            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.838           0.000  ...           NaN          NaN   
 1            -1.840           0.000  ...           NaN          NaN   
 2            -1.866           0.000  ...           NaN       1396.0   
 3            -1.844           0.000  ...           NaN          NaN   
 4            -1.813           0.000  ...           NaN       1260.0   
 5            -1.466           0.000  ...           NaN         53.0   
 6            -1.830           0.000  ...           NaN          NaN   
 7            -1.807           0.000  ...           NaN          NaN   
 8            -0.924           0.000  ...           NaN          NaN   
 9            -1.933           0.864  ...           NaN      29000.0   
 10           -1.644           0.000  ...           NaN          NaN   
 11           -1.660           0.000  ...           NaN          NaN   
 12           -1.840           0.000  ...           NaN          NaN   
 13           -1.780           0.000  ...           NaN          NaN   
 14           -1.840           0.000  ...           NaN          NaN   
 15           -1.706           0.000  ...           NaN          NaN   
 16           -1.557           0.000  ...           NaN          NaN   
 17            0.137           0.000  ...           NaN      45651.0   
 18           -1.426           0.000  ...           NaN          NaN   
 19           -1.696           0.000  ...           NaN          NaN   
 20           -0.663           0.000  ...           NaN          NaN   
 21           -1.650           1.000  ...           NaN          NaN   
 22           -1.327           0.000  ...           NaN          NaN   
 23           -1.699           0.000  ...           NaN       1350.0   
 24           -1.522           0.000  ...           NaN        250.0   
 25           -1.726           0.000  ...           NaN          NaN   
 26           -1.838           0.000  ...           NaN          NaN   
 27           -1.340           0.000  ...           NaN        650.0   
 28           -1.185           0.000  ...           NaN       1161.0   
 29           -1.665           0.000  ...           NaN       1500.0   
 ...             ...             ...  ...           ...          ...   
 12408        -1.840           0.000  ...           NaN          NaN   
 12409        -0.697           0.000  ...           NaN          NaN   
 12410        -0.935           0.000  ...           NaN          NaN   
 12411         0.183           0.000  ...           NaN      10000.0   
 12412        -1.135           0.000  ...           NaN     152000.0   
 12413        -0.282           0.000  ...           NaN          NaN   
 12414        -0.215           0.000  ...           NaN          NaN   
 12415        -1.167           0.000  ...           NaN          NaN   
 12416        -0.284           0.000  ...           NaN      32072.0   
 12417        -0.377           0.000  ...           NaN        100.0   
 12418        -0.189           0.000  ...           NaN     310428.0   
 12419         0.319           0.000  ...           NaN       6000.0   
 12420        -1.810           0.000  ...           NaN       2700.0   
 12421        -1.355           0.000  ...           NaN      11000.0   
 12422        -0.796           0.000  ...           NaN          NaN   
 12423        -0.035           0.000  ...           NaN     188650.0   
 12424        -1.222           0.000  ...           NaN          NaN   
 12425        -1.445           1.000  ...           NaN      24200.0   
 12426         0.588           0.000  ...           NaN          NaN   
 12427        -0.215           0.000  ...           NaN      40000.0   
 12428        -0.887           0.000  ...           NaN          NaN   
 12429        -0.112           0.000  ...           NaN   12174590.0   
 12430         0.558           0.000  ...           NaN       8415.0   
 12431        -0.961           1.000  ...           NaN          NaN   
 12432         0.635           0.000  ...           NaN          0.0   
 12433        -0.152           0.000  ...           NaN       4400.0   
 12434        -0.613           1.000  ...           NaN      30000.0   
 12435        -0.444           0.000  ...           NaN          NaN   
 12436         0.284           0.000  ...           NaN       2000.0   
 12437         0.247           0.000  ...           NaN      95700.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.948343e+10  0.159642   13.955779    9.886536   
 1             NaN     6.384425e+09  0.000000   16.312513   12.041828   
 2             NaN     6.633307e+10  2.494603   23.611848   21.044721   
 3             NaN     3.014920e+10  2.084491   20.849326   18.994582   
 4             NaN     4.955249e+10  2.515723   24.615032   21.820998   
 5             NaN     1.790286e+11  0.421112   17.113361   14.386285   
 6             NaN     1.132904e+10  6.427605   19.298663   13.467784   
 7             NaN     7.330535e+10  0.000000   20.188796   14.875315   
 8             NaN     1.401956e+10  0.691244   41.342286   32.494660   
 9             NaN     4.011431e+10  1.856061   17.915683   14.149439   
 10            NaN     2.780638e+10  0.000000   40.421957   31.418121   
 11            NaN     2.426233e+10  1.408097   14.577142   11.831444   
 12            NaN     6.921662e+09  2.381335   15.397576   11.177617   
 13            NaN     2.052145e+10  1.267542   23.022334   20.046490   
 14            NaN     1.297543e+10  1.246883   14.135306   10.102708   
 15            NaN     4.210066e+10  1.531980   24.553080   21.978888   
 16            NaN     4.210066e+10  1.531980   26.698892   24.289044   
 17            NaN     1.935912e+10  0.265487   25.189525   20.204710   
 18            NaN     2.544435e+10  2.255846   23.465798   20.586691   
 19            NaN     1.149237e+11  3.282051   26.857387   22.648629   
 20            NaN     1.219097e+11  0.000000   34.635640   30.135175   
 21            NaN     9.652596e+10  2.236636   27.744374   24.930769   
 22            NaN     1.520401e+10  0.000000   33.839460   31.725640   
 23            NaN     8.848111e+10  0.000000   19.349837   15.606143   
 24            NaN     4.158052e+10  3.312825   23.100676   20.033573   
 25            NaN     2.625819e+10  0.000000   22.015570   18.738473   
 26            NaN     9.045400e+09  1.690331   12.191880    8.884265   
 27            NaN     9.045400e+09  1.690331   31.781972   29.991859   
 28            NaN     6.444534e+10  2.793821   21.721737   19.302506   
 29            NaN     3.491963e+11  2.439768   21.868236   19.287611   
 ...           ...              ...       ...         ...         ...   
 12408         NaN     5.056250e+06       NaN   20.773898   15.567715   
 12409         NaN     8.488150e+06  0.000000   66.107754   63.919780   
 12410         NaN     2.231800e+06  0.000000   60.390420   57.628929   
 12411       93.38     4.904000e+05  0.000000   83.950863   80.700001   
 12412     8390.33     2.799500e+06  0.000000   88.005680   86.023975   
 12413         NaN     6.134280e+07       NaN   77.515639   74.809514   
 12414         NaN     3.416150e+05       NaN   62.945480   59.445209   
 12415         NaN     1.513400e+06       NaN   63.242362   60.767814   
 12416    28900.55     1.553874e+07  0.000000   96.964549   94.875365   
 12417         NaN     5.030700e+01  0.000000   40.425042   34.350996   
 12418    49887.40     2.511250e+07  0.000000  123.919464  122.236468   
 12419      358.38     1.478576e+06  0.000000  153.738530  151.837269   
 12420    47446.05     6.401736e+07  1.980983   38.056621   34.151639   
 12421     2213.22     2.421300e+06       NaN   93.387222   91.777268   
 12422         NaN     2.224200e+05  0.000000   60.628956   57.484834   
 12423      183.47     1.112200e+06  0.000000  147.386508  145.778044   
 12424         NaN     3.578760e+06  0.000000   73.000619   70.676381   
 12425  1032920.10     2.974116e+10  4.740299   21.538265   17.748779   
 12426         NaN     1.591600e+03  0.000000   54.763086   46.779070   
 12427     8079.38     1.956780e+06  0.000000   78.131316   75.012858   
 12428         NaN     2.538600e+06  0.000000   44.214737   38.705144   
 12429    37303.28     1.038744e+06       NaN   77.565303   74.701590   
 12430    25820.58     3.571620e+07       NaN   85.065365   80.867066   
 12431         NaN     3.877500e+05  0.000000   70.264576   67.781945   
 12432         NaN     1.205750e+07  0.000000   97.279399   92.726574   
 12433     6825.71     3.339180e+07  0.000000   68.396113   65.459220   
 12434     1601.70     4.689740e+06       NaN   70.847707   67.933935   
 12435         NaN     3.367200e+05       NaN   33.695362   27.973924   
 12436      681.81     8.779120e+05  0.000000  173.937069  172.304716   
 12437  2592106.20     7.927166e+08  0.606750   38.175689   29.334155   
 
        HistBeta  PredBeta  DataDate  
 0      0.000894  0.088647  20040927  
 1      0.000039  0.064592  20040927  
 2     -0.014133  0.135124  20040927  
 3     -0.002306  0.307945  20040927  
 4      0.014241  0.196123  20040927  
 5      0.200759  0.447788  20040927  
 6      0.004934  0.033822  20040927  
 7      0.017493  0.030685  20040927  
 8      0.492047  0.973529  20040927  
 9     -0.050042 -0.003092  20040927  
 10     0.105136  0.557142  20040927  
 11     0.096547  0.259335  20040927  
 12     0.000039  0.062503  20040927  
 13     0.031965  0.229065  20040927  
 14     0.000039  0.045992  20040927  
 15     0.071666  0.320766  20040927  
 16     0.152097  0.374545  20040927  
 17     1.062282  1.108589  20040927  
 18     0.222516  0.455177  20040927  
 19     0.077174  0.266874  20040927  
 20     0.632204  0.788592  20040927  
 21     0.102052  0.313027  20040927  
 22     0.275774  0.557092  20040927  
 23     0.075746  0.304493  20040927  
 24     0.170774  0.489894  20040927  
 25     0.061101  0.357287  20040927  
 26     0.001041  0.162788  20040927  
 27     0.268364  0.518097  20040927  
 28     0.352003  0.443247  20040927  
 29     0.094000  0.336161  20040927  
 ...         ...       ...       ...  
 12408  0.000039  0.058047  20040927  
 12409  0.614062  0.814317  20040927  
 12410  0.486262  0.890054  20040927  
 12411  1.086989  1.353103  20040927  
 12412  0.378530  0.827211  20040927  
 12413  0.836983  1.178306  20040927  
 12414  0.873159  1.236360  20040927  
 12415  0.361791  0.665978  20040927  
 12416  0.836136  1.064517  20040927  
 12417  0.786399  1.186279  20040927  
 12418  0.886958  1.193972  20040927  
 12419  1.160119  1.477082  20040927  
 12420  0.015800  0.234849  20040927  
 12421  0.260594  0.637283  20040927  
 12422  0.561179  0.877897  20040927  
 12423  0.969825  1.220146  20040927  
 12424  0.332237  0.770566  20040927  
 12425  0.212247  0.243968  20040927  
 12426  1.304970  1.486517  20040927  
 12427  0.873169  1.292534  20040927  
 12428  0.512235  1.033399  20040927  
 12429  0.928447  1.248112  20040927  
 12430  1.288478  1.588791  20040927  
 12431  0.472491  0.677026  20040927  
 12432  1.330027  1.603798  20040927  
 12433  0.907309  1.158538  20040927  
 12434  0.659352  0.929837  20040927  
 12435  0.750409  1.098643  20040927  
 12436  1.141184  1.412420  20040927  
 12437  1.121394  1.284889  20040927  
 
 [12438 rows x 92 columns],
 '20040928':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.118            0.000               0.0   
 1      USA0011            -0.127            0.000               0.0   
 2      USA0031            -0.195            0.000               0.0   
 3      USA0062            -0.147            0.431               0.0   
 4      USA00E2            -0.193            0.000               0.0   
 5      USA00F1            -0.099            0.000               0.0   
 6      USA00G2            -0.213            0.000               0.0   
 7      USA00H1             0.281            0.000               0.0   
 8      USA00I1            -1.495            0.000               0.0   
 9      USA00J1             0.217            0.000               0.0   
 10     USA00K1            -1.266            0.000               0.0   
 11     USA00P1            -0.061            0.000               0.0   
 12     USA00R1            -0.385            0.000               0.0   
 13     USA00S1            -0.143            0.000               0.0   
 14     USA00V1            -0.064            0.000               0.0   
 15     USA0131            -0.110            1.000               0.0   
 16     USA0161             2.090            1.000               0.0   
 17     USA01I1             0.067            0.000               0.0   
 18     USA01J2             0.523            0.000               0.0   
 19     USA01L1             0.753            0.000               0.0   
 20     USA01P1             1.863            0.000               0.0   
 21     USA01Q1             0.225            0.000               0.0   
 22     USA0202            -0.470            0.000               0.0   
 23     USA0231            -0.532            0.000               0.0   
 24     USA0281             0.924            0.000               0.0   
 25     USA0291            -0.534            0.000               0.0   
 26     USA02A1            -0.167            0.000               0.0   
 27     USA02B1             1.500            0.000               0.0   
 28     USA02H1            -0.002            0.000               0.0   
 29     USA02P1            -0.327            0.143               0.0   
 ...        ...               ...              ...               ...   
 12409  USAZY41             0.515            0.000               0.0   
 12410  USAZY51             0.797            0.000               0.0   
 12411  USAZY61             0.733            0.000               0.0   
 12412  USAZY71             1.008            0.000               0.0   
 12413  USAZYI1             2.730            0.000               0.0   
 12414  USAZYJ1             1.032            0.000               0.0   
 12415  USAZYK1             0.961            0.000               0.0   
 12416  USAZYM1             0.558            0.000               0.0   
 12417  USAZYR1            -0.637            0.000               0.0   
 12418  USAZYS1             0.469            0.000               0.0   
 12419  USAZYT1            -2.740            0.000               0.0   
 12420  USAZYV1             0.852            0.000               0.0   
 12421  USAZYX1             0.706            0.000               0.0   
 12422  USAZZ41             2.730            0.000               0.0   
 12423  USAZZ51             0.437            0.000               0.0   
 12424  USAZZ61             0.791            0.000               0.0   
 12425  USAZZ71             0.313            0.000               0.0   
 12426  USAZZ81             0.067            0.000               0.0   
 12427  USAZZ91             1.525            0.000               0.0   
 12428  USAZZA1             0.952            0.000               0.0   
 12429  USAZZB1             0.353            0.000               0.0   
 12430  USAZZD1             0.520            0.000               0.0   
 12431  USAZZF1             1.999            0.000               0.0   
 12432  USAZZI1             0.961            0.000               0.0   
 12433  USAZZJ1             2.730            0.000               0.0   
 12434  USAZZL1            -1.158            0.000               0.0   
 12435  USAZZP1             2.730            0.000               0.0   
 12436  USAZZR1             0.789            0.000               0.0   
 12437  USAZZX1             0.462            0.000               0.0   
 12438  USAZZY1            -1.984            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.843           0.000  ...           NaN          NaN   
 1            -1.844           0.000  ...           NaN          NaN   
 2            -1.872           0.000  ...           NaN       1396.0   
 3            -1.852           0.000  ...           NaN          NaN   
 4            -1.819           0.000  ...           NaN       1260.0   
 5            -1.474           0.000  ...           NaN         53.0   
 6            -1.836           0.000  ...           NaN          NaN   
 7            -1.812           0.000  ...           NaN          NaN   
 8            -0.932           0.000  ...           NaN          NaN   
 9            -1.938           0.864  ...           NaN      29000.0   
 10           -1.647           0.000  ...           NaN          NaN   
 11           -1.666           0.000  ...           NaN          NaN   
 12           -1.844           0.000  ...           NaN          NaN   
 13           -1.788           0.000  ...           NaN          NaN   
 14           -1.844           0.000  ...           NaN          NaN   
 15           -1.717           0.000  ...           NaN          NaN   
 16           -1.635           0.000  ...           NaN        350.0   
 17            0.131           0.000  ...           NaN      45651.0   
 18           -1.433           0.000  ...           NaN          NaN   
 19           -1.706           0.000  ...           NaN          NaN   
 20           -0.851           0.000  ...           NaN       1500.0   
 21           -1.652           1.000  ...           NaN          NaN   
 22           -1.334           0.000  ...           NaN          NaN   
 23           -1.705           0.000  ...           NaN       1350.0   
 24           -1.531           0.000  ...           NaN          NaN   
 25           -1.728           0.000  ...           NaN          NaN   
 26           -1.843           0.000  ...           NaN          NaN   
 27           -1.427           0.000  ...           NaN         95.0   
 28           -1.191           0.000  ...           NaN       1161.0   
 29           -1.660           0.000  ...           NaN        850.0   
 ...             ...             ...  ...           ...          ...   
 12409        -1.844           0.000  ...           NaN          NaN   
 12410        -0.703           0.000  ...           NaN          NaN   
 12411        -0.939           0.000  ...           NaN          NaN   
 12412         0.185           0.000  ...           NaN        100.0   
 12413        -1.205           0.000  ...           NaN     113398.0   
 12414        -0.275           0.000  ...           NaN          NaN   
 12415        -0.217           0.000  ...           NaN          NaN   
 12416        -1.174           0.000  ...           NaN          NaN   
 12417        -0.276           0.000  ...           NaN     150524.0   
 12418        -0.378           0.000  ...           NaN          NaN   
 12419        -0.157           0.000  ...           NaN     162062.0   
 12420         0.322           0.000  ...           NaN          NaN   
 12421        -1.820           0.000  ...           NaN        200.0   
 12422        -1.468           0.000  ...           NaN     132500.0   
 12423        -0.802           0.000  ...           NaN          NaN   
 12424        -0.040           0.000  ...           NaN      62719.0   
 12425        -1.223           0.000  ...           NaN          NaN   
 12426        -1.440           1.000  ...           NaN      29200.0   
 12427         0.595           0.000  ...           NaN          NaN   
 12428        -0.219           0.000  ...           NaN          NaN   
 12429        -0.895           0.000  ...           NaN          NaN   
 12430        -0.112           0.000  ...           NaN   51375320.0   
 12431         0.536           0.000  ...           NaN       3400.0   
 12432        -0.965           1.000  ...           NaN          NaN   
 12433         0.542           0.000  ...           NaN          0.0   
 12434        -0.130           0.000  ...           NaN       2800.0   
 12435        -0.637           1.000  ...           NaN       5531.0   
 12436        -0.448           0.000  ...           NaN          NaN   
 12437         0.288           0.000  ...           NaN      10000.0   
 12438         0.268           0.000  ...           NaN     143600.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.996475e+10  0.159642   14.111445    9.826753   
 1             NaN     6.397169e+09  0.000000   16.476875   11.959817   
 2             NaN     6.645814e+10  2.494603   23.616803   20.877716   
 3             NaN     3.057880e+10  2.084491   20.770846   18.847441   
 4             NaN     5.009922e+10  2.515723   24.613054   21.641568   
 5             NaN     1.782983e+11  0.421112   17.080644   14.277752   
 6             NaN     1.143224e+10  6.427605   19.612449   13.415479   
 7             NaN     7.431610e+10  0.000000   20.388491   14.768433   
 8             NaN     1.408346e+10  0.691244   41.635301   32.352210   
 9             NaN     4.056468e+10  1.856061   18.171194   14.151774   
 10            NaN     2.746749e+10  0.000000   40.731353   31.289237   
 11            NaN     2.422690e+10  1.408097   14.585233   11.742380   
 12            NaN     7.050904e+09  2.381335   15.531256   11.109917   
 13            NaN     2.031383e+10  1.267542   23.073538   19.907013   
 14            NaN     1.300582e+10  1.246883   14.296011   10.046321   
 15            NaN     4.194832e+10  1.531980   24.500295   21.789542   
 16            NaN     4.194832e+10  1.531980   27.258986   24.647224   
 17            NaN     1.929026e+10  0.265487   24.787760   20.033215   
 18            NaN     2.629227e+10  2.255846   23.644803   20.527078   
 19            NaN     1.157155e+11  3.282051   27.079282   22.580770   
 20            NaN     1.221801e+11  0.000000   36.033664   31.698077   
 21            NaN     9.740280e+10  2.236636   27.724746   24.757911   
 22            NaN     1.490212e+10  0.000000   33.577877   31.395800   
 23            NaN     8.943984e+10  0.000000   19.420161   15.498307   
 24            NaN     4.212065e+10  3.312825   23.355957   20.091839   
 25            NaN     2.676642e+10  0.000000   22.044892   18.588845   
 26            NaN     9.139981e+09  1.690331   12.250434    8.853384   
 27            NaN     9.139981e+09  1.690331   31.924404   30.143714   
 28            NaN     6.489113e+10  2.793821   21.654643   19.135924   
 29            NaN     3.511996e+11  2.439768   21.632588   19.130486   
 ...           ...              ...       ...         ...         ...   
 12409         NaN     5.056250e+06       NaN   21.128366   15.637435   
 12410         NaN     8.488150e+06  0.000000   66.574320   64.306312   
 12411         NaN     2.231800e+06  0.000000   60.826053   58.017178   
 12412       89.23     4.904000e+05  0.000000   82.068043   78.653890   
 12413     8988.30     2.417750e+06  0.000000   89.135639   87.143317   
 12414         NaN     6.134280e+07       NaN   78.640024   75.910384   
 12415         NaN     3.416150e+05       NaN   63.471730   59.976633   
 12416         NaN     1.513400e+06       NaN   63.024440   60.377034   
 12417    30528.95     1.590871e+07  0.000000   96.615608   94.438273   
 12418         NaN     5.030700e+01  0.000000   40.232786   34.042934   
 12419    51524.02     2.661925e+07  0.000000  123.507769  121.799622   
 12420         NaN     1.478576e+06  0.000000  153.219185  151.277488   
 12421    45304.33     6.412120e+07  1.980983   38.183490   33.966023   
 12422     2473.98     2.075400e+06       NaN   94.742567   92.949335   
 12423         NaN     2.224200e+05  0.000000   60.414258   57.172870   
 12424      180.83     1.112200e+06  0.000000  146.924389  145.300283   
 12425         NaN     3.578760e+06  0.000000   72.169555   69.681058   
 12426  1041974.76     2.985967e+10  4.740299   22.283718   18.364112   
 12427         NaN     1.591600e+03  0.000000   55.146061   46.922543   
 12428         NaN     1.956780e+06  0.000000   78.064513   75.083375   
 12429         NaN     2.538600e+06  0.000000   44.292295   38.648108   
 12430    40278.16     1.038744e+06       NaN   77.641575   74.695561   
 12431    24935.92     3.515226e+07       NaN   85.554899   81.313615   
 12432         NaN     3.877500e+05  0.000000   69.856218   67.253273   
 12433         NaN     1.144706e+07  0.000000   97.598005   93.143362   
 12434     7024.55     3.424800e+07  0.000000   68.059256   65.127819   
 12435     1640.42     4.476570e+06       NaN   71.206004   68.220268   
 12436         NaN     3.367200e+05       NaN   33.734800   27.977580   
 12437      654.45     8.779120e+05  0.000000  173.162912  171.418276   
 12438  2665514.48     8.053778e+08  0.606750   38.552449   29.479899   
 
        HistBeta  PredBeta  DataDate  
 0      0.000857  0.097743  20040928  
 1      0.000021  0.064793  20040928  
 2     -0.014483  0.129723  20040928  
 3     -0.003752  0.296743  20040928  
 4      0.013763  0.189703  20040928  
 5      0.198908  0.440150  20040928  
 6      0.004507  0.029246  20040928  
 7      0.017547  0.033095  20040928  
 8      0.489395  0.922923  20040928  
 9     -0.050385  0.002474  20040928  
 10     0.105650  0.508186  20040928  
 11     0.095843  0.253018  20040928  
 12     0.000021  0.053243  20040928  
 13     0.030537  0.219433  20040928  
 14     0.000021  0.053419  20040928  
 15     0.068187  0.306559  20040928  
 16     0.112374  0.371084  20040928  
 17     1.059412  1.122230  20040928  
 18     0.220558  0.462195  20040928  
 19     0.074175  0.273465  20040928  
 20     0.532917  0.740783  20040928  
 21     0.103336  0.312332  20040928  
 22     0.273507  0.538336  20040928  
 23     0.074613  0.284867  20040928  
 24     0.167931  0.495854  20040928  
 25     0.062310  0.334477  20040928  
 26     0.000904  0.157553  20040928  
 27     0.223817  0.493300  20040928  
 28     0.350159  0.440698  20040928  
 29     0.099152  0.308887  20040928  
 ...         ...       ...       ...  
 12409  0.000021  0.074547  20040928  
 12410  0.611830  0.828658  20040928  
 12411  0.485652  0.906573  20040928  
 12412  1.087989  1.396787  20040928  
 12413  0.342776  0.791924  20040928  
 12414  0.841733  1.206377  20040928  
 12415  0.872825  1.264086  20040928  
 12416  0.359528  0.692404  20040928  
 12417  0.841017  1.026332  20040928  
 12418  0.786370  1.205280  20040928  
 12419  0.904932  1.184369  20040928  
 12420  1.161630  1.518906  20040928  
 12421  0.013317  0.250023  20040928  
 12422  0.201868  0.654467  20040928  
 12423  0.559154  0.892247  20040928  
 12424  0.967655  1.245074  20040928  
 12425  0.333352  0.790357  20040928  
 12426  0.216753  0.256712  20040928  
 12427  1.308023  1.540027  20040928  
 12428  0.871701  1.250588  20040928  
 12429  0.509318  1.031034  20040928  
 12430  0.929130  1.279275  20040928  
 12431  1.276460  1.624217  20040928  
 12432  0.471631  0.715840  20040928  
 12433  1.279802  1.567127  20040928  
 12434  0.919401  1.144013  20040928  
 12435  0.647501  0.924161  20040928  
 12436  0.748610  1.115127  20040928  
 12437  1.143519  1.483545  20040928  
 12438  1.132668  1.253628  20040928  
 
 [12439 rows x 92 columns],
 '20040929':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.147            0.000               0.0   
 1      USA0011            -0.767            0.000               0.0   
 2      USA0031            -0.318            0.000               0.0   
 3      USA0062             0.869            0.431               0.0   
 4      USA00E2            -0.607            0.000               0.0   
 5      USA00F1             0.107            0.000               0.0   
 6      USA00G2            -0.649            0.000               0.0   
 7      USA00H1            -0.395            0.000               0.0   
 8      USA00I1             0.165            0.000               0.0   
 9      USA00J1            -0.123            0.000               0.0   
 10     USA00K1             0.310            0.000               0.0   
 11     USA00P1             0.090            0.000               0.0   
 12     USA00R1             0.060            0.000               0.0   
 13     USA00S1             0.210            0.000               0.0   
 14     USA00V1             0.032            0.000               0.0   
 15     USA0131            -1.048            1.000               0.0   
 16     USA0161            -0.051            1.000               0.0   
 17     USA01I1             0.913            0.000               0.0   
 18     USA01J2             0.545            0.000               0.0   
 19     USA01L1            -1.170            0.000               0.0   
 20     USA01P1             0.335            0.000               0.0   
 21     USA01Q1            -0.050            0.000               0.0   
 22     USA0202            -0.050            0.000               0.0   
 23     USA0231             0.340            0.000               0.0   
 24     USA0281             0.010            0.000               0.0   
 25     USA0291             0.361            0.000               0.0   
 26     USA02A1            -0.093            0.000               0.0   
 27     USA02B1             0.238            0.000               0.0   
 28     USA02H1            -0.023            0.000               0.0   
 29     USA02P1            -0.114            0.143               0.0   
 ...        ...               ...              ...               ...   
 12411  USAZY41            -0.213            0.000               0.0   
 12412  USAZY51             0.319            0.000               0.0   
 12413  USAZY61             0.309            0.000               0.0   
 12414  USAZY71             1.057            0.000               0.0   
 12415  USAZYI1             0.512            0.000               0.0   
 12416  USAZYJ1            -0.002            0.000               0.0   
 12417  USAZYK1             1.309            0.000               0.0   
 12418  USAZYM1             0.201            0.000               0.0   
 12419  USAZYR1             2.294            0.000               0.0   
 12420  USAZYS1             0.748            0.000               0.0   
 12421  USAZYT1             2.790            0.000               0.0   
 12422  USAZYV1            -2.412            0.000               0.0   
 12423  USAZYX1            -0.266            0.000               0.0   
 12424  USAZZ41             0.026            0.000               0.0   
 12425  USAZZ51             0.837            0.000               0.0   
 12426  USAZZ61             1.244            0.000               0.0   
 12427  USAZZ71             1.008            0.000               0.0   
 12428  USAZZ81             0.291            0.000               0.0   
 12429  USAZZ91            -0.265            0.000               0.0   
 12430  USAZZA1             1.136            0.000               0.0   
 12431  USAZZB1             0.018            0.000               0.0   
 12432  USAZZD1             0.830            0.000               0.0   
 12433  USAZZF1             1.224            0.000               0.0   
 12434  USAZZI1            -0.175            0.000               0.0   
 12435  USAZZJ1             0.623            0.000               0.0   
 12436  USAZZL1             2.790            0.000               0.0   
 12437  USAZZP1             0.369            0.000               0.0   
 12438  USAZZR1             0.793            0.000               0.0   
 12439  USAZZX1             1.938            0.000               0.0   
 12440  USAZZY1            -0.793            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.839           0.000  ...           NaN          NaN   
 1            -1.840           0.000  ...           NaN          NaN   
 2            -1.868           0.000  ...           NaN       1396.0   
 3            -1.879           0.000  ...           NaN        184.0   
 4            -1.815           0.000  ...           NaN       1260.0   
 5            -1.473           0.000  ...           NaN         53.0   
 6            -1.833           0.000  ...           NaN          NaN   
 7            -1.808           0.000  ...           NaN          NaN   
 8            -0.933           0.000  ...           NaN          NaN   
 9            -1.935           0.864  ...           NaN      29000.0   
 10           -1.643           0.000  ...           NaN          NaN   
 11           -1.665           0.000  ...           NaN          NaN   
 12           -1.840           0.000  ...           NaN          NaN   
 13           -1.787           0.000  ...           NaN          NaN   
 14           -1.840           0.000  ...           NaN          NaN   
 15           -1.719           0.000  ...           NaN          NaN   
 16           -1.665           0.000  ...           NaN        250.0   
 17            0.128           0.000  ...           NaN      45651.0   
 18           -1.433           0.000  ...           NaN          NaN   
 19           -1.707           0.000  ...           NaN          NaN   
 20           -0.851           0.000  ...           NaN          NaN   
 21           -1.647           1.000  ...           NaN          NaN   
 22           -1.334           0.000  ...           NaN          NaN   
 23           -1.703           0.000  ...           NaN       1350.0   
 24           -1.529           0.000  ...           NaN          NaN   
 25           -1.724           0.000  ...           NaN          NaN   
 26           -1.839           0.000  ...           NaN          NaN   
 27           -1.428           0.000  ...           NaN          NaN   
 28           -1.193           0.000  ...           NaN       1161.0   
 29           -1.658           0.000  ...           NaN        850.0   
 ...             ...             ...  ...           ...          ...   
 12411        -1.840           0.000  ...           NaN          NaN   
 12412        -0.684           0.000  ...           NaN          NaN   
 12413        -0.939           0.000  ...           NaN          NaN   
 12414         0.175           0.000  ...           NaN        100.0   
 12415        -1.201           0.000  ...           NaN      10200.0   
 12416        -0.280           0.000  ...           NaN          NaN   
 12417        -0.219           0.000  ...           NaN          NaN   
 12418        -1.172           0.000  ...           NaN          NaN   
 12419        -0.293           0.000  ...           NaN      79082.0   
 12420        -0.377           0.000  ...           NaN          NaN   
 12421        -0.180           0.000  ...           NaN      82500.0   
 12422         0.394           0.000  ...           NaN      18100.0   
 12423        -1.815           0.000  ...           NaN       2500.0   
 12424        -1.459           0.000  ...           NaN      67000.0   
 12425        -0.801           0.000  ...           NaN          NaN   
 12426        -0.030           0.000  ...           NaN     483200.0   
 12427        -1.216           0.000  ...           NaN          NaN   
 12428        -1.449           1.000  ...           NaN      30500.0   
 12429         0.589           0.000  ...           NaN          NaN   
 12430        -0.220           0.000  ...           NaN      20000.0   
 12431        -0.891           0.000  ...           NaN          NaN   
 12432        -0.106           0.000  ...           NaN   18518670.0   
 12433         0.524           0.000  ...           NaN      22658.0   
 12434        -0.982           1.000  ...           NaN          NaN   
 12435         0.505           0.000  ...           NaN          0.0   
 12436        -0.164           0.000  ...           NaN       1400.0   
 12437        -0.646           1.000  ...           NaN          NaN   
 12438        -0.448           0.000  ...           NaN          NaN   
 12439         0.286           0.000  ...           NaN          NaN   
 12440         0.253           0.000  ...           NaN      48500.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.094745e+10  0.159642   14.015954    9.702633   
 1             NaN     6.250620e+09  0.000000   16.590228   11.938805   
 2             NaN     6.614547e+10  2.494603   23.450689   20.614175   
 3             NaN     3.066472e+10  2.084491   20.765375   18.807301   
 4             NaN     5.029924e+10  2.515723   24.359161   21.328205   
 5             NaN     1.786634e+11  0.421112   16.940340   14.120026   
 6             NaN     1.132110e+10  6.427605   19.679064   13.449083   
 7             NaN     7.514544e+10  0.000000   20.300240   14.615561   
 8             NaN     1.452321e+10  0.691244   41.147577   31.998362   
 9             NaN     4.038775e+10  1.856061   17.982498   13.951447   
 10            NaN     2.773860e+10  0.000000   40.451313   30.986447   
 11            NaN     2.470518e+10  1.408097   14.505101   11.626350   
 12            NaN     7.148112e+09  2.381335   15.422938   10.980207   
 13            NaN     2.033271e+10  1.267542   22.866149   19.683449   
 14            NaN     1.288678e+10  1.246883   14.223932    9.925252   
 15            NaN     4.089801e+10  1.531980   24.470582   21.607578   
 16            NaN     4.089801e+10  1.531980   26.952931   24.367584   
 17            NaN     1.914393e+10  0.265487   24.525953   19.894075   
 18            NaN     2.752312e+10  2.255846   23.548802   20.394308   
 19            NaN     1.147739e+11  3.282051   27.036636   22.409002   
 20            NaN     1.238029e+11  0.000000   35.700964   31.250524   
 21            NaN     9.745152e+10  2.236636   27.402494   24.454099   
 22            NaN     1.524518e+10  0.000000   33.156207   31.007541   
 23            NaN     8.941461e+10  0.000000   19.373706   15.411998   
 24            NaN     4.239072e+10  3.312825   23.045857   19.863168   
 25            NaN     2.746825e+10  0.000000   22.091804   18.468919   
 26            NaN     9.162910e+09  1.690331   12.200139    8.753094   
 27            NaN     9.162910e+09  1.690331   31.536952   29.820887   
 28            NaN     6.420307e+10  2.793821   21.434102   18.906514   
 29            NaN     3.526756e+11  2.439768   21.362188   18.901764   
 ...           ...              ...       ...         ...         ...   
 12411         NaN     5.056250e+06       NaN   20.944488   15.435233   
 12412         NaN     8.488150e+06  0.000000   66.011874   63.758031   
 12413         NaN     2.231800e+06  0.000000   60.497807   57.730370   
 12414       82.82     4.904000e+05  0.000000   81.592351   78.228189   
 12415     9053.66     2.417750e+06  0.000000   87.267161   85.277333   
 12416         NaN     6.134280e+07       NaN   78.329814   75.675277   
 12417         NaN     3.416150e+05       NaN   65.233560   62.061874   
 12418         NaN     1.513400e+06       NaN   62.958172   60.336466   
 12419    31420.63     1.553874e+07  0.000000   95.837695   93.640867   
 12420         NaN     5.030700e+01  0.000000   40.023727   33.865597   
 12421    52434.24     2.561475e+07  0.000000  122.658006  121.010275   
 12422      340.00     1.907840e+06  0.000000  154.072420  152.144686   
 12423    46459.57     6.412120e+07  1.980983   37.699847   33.520354   
 12424     2516.08     2.075400e+06       NaN   93.427836   91.724521   
 12425         NaN     2.224200e+05  0.000000   59.529823   56.258629   
 12426      222.07     1.112200e+06  0.000000  145.712689  144.050948   
 12427         NaN     3.578760e+06  0.000000   71.663428   69.138356   
 12428  1068289.43     2.962593e+10  4.740299   22.144771   18.208395   
 12429         NaN     1.591600e+03  0.000000   54.503049   46.329113   
 12430     8042.68     1.956780e+06  0.000000   77.619581   74.689510   
 12431         NaN     2.538600e+06  0.000000   43.638157   37.960347   
 12432    32920.11     1.038744e+06       NaN   77.248577   74.311460   
 12433    25655.80     3.477630e+07       NaN   84.236616   80.075560   
 12434         NaN     3.877500e+05  0.000000   69.029511   66.429041   
 12435         NaN     1.125881e+07  0.000000   96.568396   92.270488   
 12436     7110.45     3.296370e+07  0.000000   68.034684   65.045604   
 12437         NaN     4.476570e+06       NaN   70.271634   67.345341   
 12438         NaN     3.367200e+05       NaN   33.537251   27.848062   
 12439         NaN     8.779120e+05  0.000000  172.373749  170.615030   
 12440  2685364.10     8.053778e+08  0.606750   38.139393   29.228842   
 
        HistBeta  PredBeta  DataDate  
 0      0.000830  0.094146  20040929  
 1      0.000005  0.048322  20040929  
 2     -0.014754  0.110063  20040929  
 3     -0.020711  0.300819  20040929  
 4      0.013443  0.172996  20040929  
 5      0.197962  0.437675  20040929  
 6      0.004251  0.009544  20040929  
 7      0.017594  0.019144  20040929  
 8      0.488615  0.938962  20040929  
 9     -0.050636 -0.002188  20040929  
 10     0.106133  0.524758  20040929  
 11     0.094626  0.253620  20040929  
 12     0.000005  0.058769  20040929  
 13     0.028806  0.217502  20040929  
 14     0.000005  0.050925  20040929  
 15     0.065205  0.271895  20040929  
 16     0.094464  0.325217  20040929  
 17     1.059620  1.143553  20040929  
 18     0.219405  0.460918  20040929  
 19     0.072052  0.233326  20040929  
 20     0.532832  0.769427  20040929  
 21     0.104230  0.304965  20040929  
 22     0.272863  0.536013  20040929  
 23     0.073921  0.297021  20040929  
 24     0.167578  0.478192  20040929  
 25     0.062904  0.289720  20040929  
 26     0.000817  0.154240  20040929  
 27     0.221878  0.480727  20040929  
 28     0.348616  0.436023  20040929  
 29     0.098196  0.303022  20040929  
 ...         ...       ...       ...  
 12411  0.000005  0.065166  20040929  
 12412  0.622680  0.836506  20040929  
 12413  0.485463  0.900987  20040929  
 12414  1.084977  1.398144  20040929  
 12415  0.344231  0.748053  20040929  
 12416  0.839924  1.192244  20040929  
 12417  0.872869  1.195432  20040929  
 12418  0.359952  0.687162  20040929  
 12419  0.832922  1.081316  20040929  
 12420  0.787744  1.225126  20040929  
 12421  0.894047  1.238709  20040929  
 12422  1.202994  1.503724  20040929  
 12423  0.013641  0.229544  20040929  
 12424  0.205411  0.604293  20040929  
 12425  0.559877  0.900498  20040929  
 12426  0.974612  1.286758  20040929  
 12427  0.336111  0.811241  20040929  
 12428  0.210579  0.254041  20040929  
 12429  1.308144  1.518777  20040929  
 12430  0.872673  1.248998  20040929  
 12431  0.510999  1.018720  20040929  
 12432  0.933910  1.294613  20040929  
 12433  1.272892  1.627163  20040929  
 12434  0.462340  0.684587  20040929  
 12435  1.262958  1.547899  20040929  
 12436  0.902638  1.196423  20040929  
 12437  0.643267  0.876151  20040929  
 12438  0.749519  1.120497  20040929  
 12439  1.145039  1.511509  20040929  
 12440  1.127135  1.240780  20040929  
 
 [12441 rows x 92 columns],
 '20040930':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.455            0.000               0.0   
 1      USA0011             0.215            0.000               0.0   
 2      USA0031            -0.846            0.000               0.0   
 3      USA0062             0.639            0.430               0.0   
 4      USA00E2            -0.744            0.000               0.0   
 5      USA00F1             0.156            0.000               0.0   
 6      USA00G2            -1.487            0.000               0.0   
 7      USA00H1            -0.529            0.000               0.0   
 8      USA00I1             0.578            0.000               0.0   
 9      USA00J1             0.136            0.000               0.0   
 10     USA00K1             0.782            0.000               0.0   
 11     USA00P1             0.143            0.000               0.0   
 12     USA00R1             0.073            0.000               0.0   
 13     USA00S1            -0.341            0.000               0.0   
 14     USA00V1             0.152            0.000               0.0   
 15     USA0131             1.064            1.000               0.0   
 16     USA0161             2.843            1.000               0.0   
 17     USA01I1            -0.238            0.000               0.0   
 18     USA01J2             0.181            0.000               0.0   
 19     USA01L1             0.309            0.000               0.0   
 20     USA01P1            -0.152            0.000               0.0   
 21     USA01Q1             0.112            0.000               0.0   
 22     USA0202             0.441            0.000               0.0   
 23     USA0231             0.076            0.000               0.0   
 24     USA0281             0.378            0.000               0.0   
 25     USA0291            -2.412            0.000               0.0   
 26     USA02A1             0.379            0.000               0.0   
 27     USA02B1             0.421            0.000               0.0   
 28     USA02H1            -0.349            0.000               0.0   
 29     USA02P1             0.485            0.143               0.0   
 ...        ...               ...              ...               ...   
 12433  USAZY41            -0.323            0.000               0.0   
 12434  USAZY51            -2.838            0.000               0.0   
 12435  USAZY61            -0.346            0.000               0.0   
 12436  USAZY71            -0.580            0.000               0.0   
 12437  USAZYI1            -0.014            0.000               0.0   
 12438  USAZYJ1            -0.493            0.000               0.0   
 12439  USAZYK1             1.926            0.000               0.0   
 12440  USAZYM1            -0.691            0.000               0.0   
 12441  USAZYR1             2.209            0.000               0.0   
 12442  USAZYS1            -0.203            0.000               0.0   
 12443  USAZYT1             1.193            0.000               0.0   
 12444  USAZYV1            -2.838            0.000               0.0   
 12445  USAZYX1            -0.344            0.000               0.0   
 12446  USAZZ41            -2.838            0.000               0.0   
 12447  USAZZ51            -0.414            0.000               0.0   
 12448  USAZZ61            -0.241            0.000               0.0   
 12449  USAZZ71            -0.333            0.000               0.0   
 12450  USAZZ81             0.340            0.000               0.0   
 12451  USAZZ91            -0.124            0.000               0.0   
 12452  USAZZA1            -0.186            0.000               0.0   
 12453  USAZZB1             0.450            0.000               0.0   
 12454  USAZZD1            -0.806            0.000               0.0   
 12455  USAZZF1             0.656            0.000               0.0   
 12456  USAZZI1            -2.838            0.000               0.0   
 12457  USAZZJ1            -0.971            0.000               0.0   
 12458  USAZZL1            -2.838            0.000               0.0   
 12459  USAZZP1            -2.838            0.000               0.0   
 12460  USAZZR1            -0.319            0.000               0.0   
 12461  USAZZX1            -0.630            0.000               0.0   
 12462  USAZZY1             0.142            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 12456               0.0              0.0           0.0          0.000   
 12457               0.0              0.0           0.0          0.000   
 12458               0.0              0.0           0.0          0.000   
 12459               0.0              0.0           0.0          0.000   
 12460               0.0              0.0           0.0          0.000   
 12461               0.0              0.0           0.0          0.000   
 12462               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.840           0.000  ...           NaN          0.0   
 1            -1.842           0.000  ...           NaN          0.0   
 2            -1.877           0.000  ...           NaN       1396.0   
 3            -1.884           0.000  ...           NaN       7112.0   
 4            -1.824           0.000  ...           NaN       1260.0   
 5            -1.475           0.000  ...           NaN         53.0   
 6            -1.826           0.000  ...           NaN       6672.0   
 7            -1.809           0.000  ...           NaN          0.0   
 8            -0.934           0.000  ...           NaN       1041.0   
 9            -1.936           0.862  ...           NaN      29000.0   
 10           -1.644           0.000  ...           NaN          0.0   
 11           -1.668           0.000  ...           NaN          NaN   
 12           -1.842           0.000  ...           NaN          NaN   
 13           -1.789           0.000  ...           NaN        534.0   
 14           -1.842           0.000  ...           NaN          NaN   
 15           -1.724           0.000  ...           NaN       1974.0   
 16           -1.676           0.000  ...           NaN        630.0   
 17            0.127           0.000  ...           NaN      45651.0   
 18           -1.434           0.000  ...           NaN       6200.0   
 19           -1.709           0.000  ...           NaN       3408.0   
 20           -0.852           0.000  ...           NaN      12660.0   
 21           -1.648           1.000  ...           NaN       5820.0   
 22           -1.336           0.000  ...           NaN          NaN   
 23           -1.706           0.000  ...           NaN       1350.0   
 24           -1.533           0.000  ...           NaN       2000.0   
 25           -1.703           0.000  ...           NaN      15000.0   
 26           -1.840           0.000  ...           NaN      70590.0   
 27           -1.439           0.000  ...           NaN          NaN   
 28           -1.199           0.000  ...           NaN       1161.0   
 29           -1.660           0.000  ...           NaN        850.0   
 ...             ...             ...  ...           ...          ...   
 12433        -1.842           0.000  ...           NaN          NaN   
 12434        -0.629           0.000  ...           NaN       4000.0   
 12435        -0.942           0.000  ...           NaN          NaN   
 12436         0.165           0.000  ...           NaN       1000.0   
 12437        -1.205           0.000  ...           NaN      10000.0   
 12438        -0.285           0.000  ...           NaN          NaN   
 12439        -0.188           0.000  ...           NaN        500.0   
 12440        -1.175           0.000  ...           NaN          NaN   
 12441        -0.310           0.000  ...           NaN     197265.0   
 12442        -0.380           0.000  ...           NaN        100.0   
 12443        -0.171           0.000  ...           NaN     112709.0   
 12444         0.394           0.000  ...           NaN       2298.0   
 12445        -1.821           0.000  ...           NaN        700.0   
 12446        -1.441           0.000  ...           NaN      25000.0   
 12447        -0.804           0.000  ...           NaN          NaN   
 12448        -0.033           0.000  ...           NaN      31710.0   
 12449        -1.219           0.000  ...           NaN      11000.0   
 12450        -1.447           1.000  ...           NaN      17700.0   
 12451         0.587           0.000  ...           NaN       7200.0   
 12452        -0.226           0.000  ...           NaN          NaN   
 12453        -0.905           0.000  ...           NaN          NaN   
 12454        -0.108           0.000  ...           NaN   26129470.0   
 12455         0.520           0.000  ...           NaN       2500.0   
 12456        -0.968           1.000  ...           NaN          NaN   
 12457         0.513           0.000  ...           NaN          0.0   
 12458        -0.169           0.000  ...           NaN        500.0   
 12459        -0.611           1.000  ...           NaN      99408.0   
 12460        -0.452           0.000  ...           NaN          NaN   
 12461         0.284           0.000  ...           NaN        500.0   
 12462         0.253           0.000  ...           NaN      58800.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.148894e+10  0.163079   14.865529   10.617573   
 1             NaN     6.365310e+09  0.000000   17.421898   12.956699   
 2             NaN     6.622363e+10  2.455146   26.442198   23.169964   
 3             NaN     3.081078e+10  2.091467   22.302040   20.460226   
 4             NaN     4.987253e+10  2.459893   27.212304   23.845799   
 5             NaN     1.773332e+11  0.441241   18.041223   15.268540   
 6             NaN     1.136873e+10  6.634078   20.872467   14.863073   
 7             NaN     7.344790e+10  0.000000   21.425875   15.897502   
 8             NaN     1.457583e+10  0.618876   43.570337   34.722589   
 9             NaN     4.017061e+10  1.961962   19.005078   15.084909   
 10            NaN     2.794194e+10  0.000000   42.916626   33.662055   
 11            NaN     2.439814e+10  1.355276   15.319951   12.567265   
 12            NaN     7.266309e+09  2.249924   16.288822   11.874387   
 13            NaN     2.061111e+10  1.282051   24.373993   21.304766   
 14            NaN     1.309447e+10  1.160542   14.942025   10.739554   
 15            NaN     4.138709e+10  1.549787   26.407376   23.577033   
 16            NaN     4.138709e+10  1.549787   30.314696   27.565984   
 17            NaN     1.883835e+10  0.274160   25.998662   21.562409   
 18            NaN     2.750602e+10  2.038533   24.980375   22.022812   
 19            NaN     1.147953e+11  2.982849   28.674855   24.267921   
 20            NaN     1.223830e+11  0.000000   38.074034   33.875449   
 21            NaN     9.754894e+10  2.496879   29.328416   26.479001   
 22            NaN     1.520401e+10  0.000000   35.590747   33.549014   
 23            NaN     8.981829e+10  0.000000   20.482872   16.675815   
 24            NaN     4.281083e+10  3.271028   24.678534   21.498415   
 25            NaN     2.792807e+10  0.000000   24.441790   20.806815   
 26            NaN     9.234562e+09  1.551831   12.929806    9.537298   
 27            NaN     9.234562e+09  1.551831   33.895328   32.255676   
 28            NaN     6.144112e+10  3.280757   22.951310   20.472464   
 29            NaN     3.540463e+11  2.382370   22.962939   20.583258   
 ...           ...              ...       ...         ...         ...   
 12433         NaN     5.056250e+06       NaN   22.144642   16.757012   
 12434      308.18     1.017175e+07  0.000000   73.936740   71.840507   
 12435         NaN     2.231800e+06  0.000000   65.384208   62.746001   
 12436       82.82     4.904000e+05  0.000000   87.268114   84.102642   
 12437     9119.57     2.417750e+06  0.000000   94.251256   92.345693   
 12438         NaN     6.134280e+07       NaN   84.293207   81.789433   
 12439      331.50     6.832300e+03       NaN   72.794599   69.836566   
 12440         NaN     1.513400e+06       NaN   68.128528   65.666502   
 12441    34605.06     1.479880e+07  0.000000  103.630937  101.604671   
 12442         NaN     5.030700e+01  0.000000   42.519021   36.588684   
 12443    54617.62     2.511250e+07  0.000000  132.458220  130.941108   
 12444      344.70     2.146320e+06  0.000000  166.806937  165.043510   
 12445    42966.38     6.432888e+07  2.017756   40.226413   36.239476   
 12446     2486.28     2.248350e+06       NaN  101.925138  100.276424   
 12447         NaN     2.224200e+05  0.000000   63.549703   60.361666   
 12448      176.05     1.112200e+06  0.000000  157.195269  155.652282   
 12449       30.00     3.578760e+06  0.000000   76.949983   74.556602   
 12450  1061257.52     2.962166e+10  4.956305   22.827431   18.845065   
 12451         NaN     1.591600e+03  0.000000   57.903370   50.091902   
 12452         NaN     1.956780e+06  0.000000   83.342664   80.609663   
 12453         NaN     2.538600e+06  0.000000   46.261115   41.095767   
 12454    32162.58     1.038744e+06       NaN   83.804517   81.193110   
 12455    25681.94     3.477630e+07       NaN   90.850079   86.910986   
 12456         NaN     4.230000e+05  0.000000   74.938840   72.333380   
 12457         NaN     1.140843e+07  0.000000  103.806106   99.801584   
 12458     7085.23     3.424800e+07  0.000000   73.704295   70.945523   
 12459     2633.87     6.395100e+06       NaN   77.607220   74.690188   
 12460         NaN     3.367200e+05       NaN   35.514242   30.100824   
 12461      654.23     8.779120e+05  0.000000  186.236925  184.630433   
 12462  2673755.52     8.137157e+08  0.607211   40.173315   31.580551   
 
        HistBeta  PredBeta  DataDate  
 0      0.000827  0.096500  20040930  
 1      0.000004  0.057164  20040930  
 2     -0.018915  0.076651  20040930  
 3     -0.022756  0.298374  20040930  
 4      0.009736  0.132489  20040930  
 5      0.197692  0.425812  20040930  
 6      0.008644  0.003617  20040930  
 7      0.017627  0.011655  20040930  
 8      0.489117  0.959896  20040930  
 9     -0.050865  0.002072  20040930  
 10     0.106472  0.544903  20040930  
 11     0.093752  0.250246  20040930  
 12     0.000004  0.054254  20040930  
 13     0.028588  0.204780  20040930  
 14     0.000004  0.048161  20040930  
 15     0.063659  0.297559  20040930  
 16     0.089544  0.378164  20040930  
 17     1.061284  1.132165  20040930  
 18     0.219593  0.448627  20040930  
 19     0.071552  0.242503  20040930  
 20     0.533599  0.751929  20040930  
 21     0.104635  0.310710  20040930  
 22     0.272535  0.552702  20040930  
 23     0.073466  0.285947  20040930  
 24     0.166298  0.443918  20040930  
 25     0.074638  0.258720  20040930  
 26     0.000789  0.160040  20040930  
 27     0.217114  0.487104  20040930  
 28     0.346464  0.415746  20040930  
 29     0.097877  0.307611  20040930  
 ...         ...       ...       ...  
 12433  0.000004  0.059268  20040930  
 12434  0.653505  0.796697  20040930  
 12435  0.485269  0.878854  20040930  
 12436  1.081454  1.358277  20040930  
 12437  0.343394  0.729077  20040930  
 12438  0.839370  1.165205  20040930  
 12439  0.891600  1.211954  20040930  
 12440  0.359257  0.654758  20040930  
 12441  0.825757  1.069613  20040930  
 12442  0.787755  1.206094  20040930  
 12443  0.900379  1.235392  20040930  
 12444  1.204951  1.385887  20040930  
 12445  0.011223  0.219077  20040930  
 12446  0.215965  0.540639  20040930  
 12447  0.559215  0.861317  20040930  
 12448  0.975161  1.237637  20040930  
 12449  0.335768  0.776463  20040930  
 12450  0.212817  0.239136  20040930  
 12451  1.309308  1.506055  20040930  
 12452  0.870714  1.214344  20040930  
 12453  0.504788  0.925425  20040930  
 12454  0.934315  1.232078  20040930  
 12455  1.273163  1.617654  20040930  
 12456  0.471226  0.640231  20040930  
 12457  1.269314  1.509402  20040930  
 12458  0.901519  1.124173  20040930  
 12459  0.663542  0.820384  20040930  
 12460  0.749214  1.092175  20040930  
 12461  1.145625  1.454460  20040930  
 12462  1.129245  1.248361  20040930  
 
 [12463 rows x 92 columns],
 '20041001':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.322            0.000               0.0   
 1      USA0011            -0.178            0.000               0.0   
 2      USA0031            -0.275            0.000               0.0   
 3      USA0062            -0.431            0.430               0.0   
 4      USA00E2            -0.490            0.000               0.0   
 5      USA00F1             0.018            0.000               0.0   
 6      USA00G2            -0.120            0.000               0.0   
 7      USA00H1            -0.404            0.000               0.0   
 8      USA00I1             1.032            0.000               0.0   
 9      USA00J1             0.248            0.000               0.0   
 10     USA00K1             0.826            0.000               0.0   
 11     USA00P1            -0.186            0.000               0.0   
 12     USA00R1            -0.032            0.000               0.0   
 13     USA00S1            -0.305            0.000               0.0   
 14     USA00V1            -0.495            0.000               0.0   
 15     USA0131            -0.393            1.000               0.0   
 16     USA0161            -1.464            1.000               0.0   
 17     USA01I1             0.947            0.000               0.0   
 18     USA01J2            -0.345            0.000               0.0   
 19     USA01L1            -0.029            0.000               0.0   
 20     USA01P1            -1.598            0.000               0.0   
 21     USA01Q1             0.589            0.000               0.0   
 22     USA0202            -0.429            0.000               0.0   
 23     USA0231             0.088            0.000               0.0   
 24     USA0281            -0.515            0.000               0.0   
 25     USA0291             0.129            0.000               0.0   
 26     USA02A1            -0.403            0.000               0.0   
 27     USA02B1            -2.104            0.000               0.0   
 28     USA02H1             0.077            0.000               0.0   
 29     USA02P1            -1.263            0.143               0.0   
 ...        ...               ...              ...               ...   
 12428  USAZY41            -0.142            0.000               0.0   
 12429  USAZY51             0.260            0.000               0.0   
 12430  USAZY61            -0.324            0.000               0.0   
 12431  USAZY71             1.356            0.000               0.0   
 12432  USAZYI1             2.167            0.000               0.0   
 12433  USAZYJ1            -0.172            0.000               0.0   
 12434  USAZYK1             1.170            0.000               0.0   
 12435  USAZYM1            -0.118            0.000               0.0   
 12436  USAZYR1            -1.478            0.000               0.0   
 12437  USAZYS1             0.432            0.000               0.0   
 12438  USAZYT1             1.166            0.000               0.0   
 12439  USAZYV1             2.760            0.000               0.0   
 12440  USAZYX1            -0.090            0.000               0.0   
 12441  USAZZ41             2.210            0.000               0.0   
 12442  USAZZ51             0.225            0.000               0.0   
 12443  USAZZ61            -2.787            0.000               0.0   
 12444  USAZZ71             0.177            0.000               0.0   
 12445  USAZZ81             0.754            0.000               0.0   
 12446  USAZZ91             1.801            0.000               0.0   
 12447  USAZZA1             0.615            0.000               0.0   
 12448  USAZZB1            -0.156            0.000               0.0   
 12449  USAZZD1             1.215            0.000               0.0   
 12450  USAZZF1             2.242            0.000               0.0   
 12451  USAZZI1             0.420            0.000               0.0   
 12452  USAZZJ1            -2.787            0.000               0.0   
 12453  USAZZL1             1.039            0.000               0.0   
 12454  USAZZP1            -1.118            0.000               0.0   
 12455  USAZZR1             0.437            0.000               0.0   
 12456  USAZZX1            -2.787            0.000               0.0   
 12457  USAZZY1            -2.787            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 12456               0.0              0.0           0.0          0.000   
 12457               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.835           0.000  ...           NaN          NaN   
 1            -1.837           0.000  ...           NaN          NaN   
 2            -1.870           0.000  ...           NaN       1396.0   
 3            -1.878           0.000  ...           NaN          NaN   
 4            -1.820           0.000  ...           NaN       1260.0   
 5            -1.487           0.000  ...           NaN         53.0   
 6            -1.824           0.000  ...           NaN          NaN   
 7            -1.805           0.000  ...           NaN          NaN   
 8            -0.959           0.000  ...           NaN          NaN   
 9            -1.929           0.862  ...           NaN      29000.0   
 10           -1.642           0.000  ...           NaN          NaN   
 11           -1.667           0.000  ...           NaN          NaN   
 12           -1.837           0.000  ...           NaN          NaN   
 13           -1.799           0.000  ...           NaN          NaN   
 14           -1.837           0.000  ...           NaN          NaN   
 15           -1.733           0.000  ...           NaN          NaN   
 16           -1.569           0.000  ...           NaN        150.0   
 17            0.071           0.000  ...           NaN      45651.0   
 18           -1.447           0.000  ...           NaN          NaN   
 19           -1.718           0.000  ...           NaN          NaN   
 20           -0.705           0.000  ...           NaN        750.0   
 21           -1.642           1.000  ...           NaN          NaN   
 22           -1.342           0.000  ...           NaN          NaN   
 23           -1.707           0.000  ...           NaN       1350.0   
 24           -1.541           0.000  ...           NaN          NaN   
 25           -1.696           0.000  ...           NaN          NaN   
 26           -1.836           0.000  ...           NaN          NaN   
 27           -1.284           0.000  ...           NaN       1075.0   
 28           -1.210           0.000  ...           NaN       1161.0   
 29           -1.593           0.000  ...           NaN        270.0   
 ...             ...             ...  ...           ...          ...   
 12428        -1.837           0.000  ...           NaN          NaN   
 12429        -0.631           0.000  ...           NaN          NaN   
 12430        -0.944           0.000  ...           NaN          NaN   
 12431         0.137           0.000  ...           NaN        400.0   
 12432        -1.309           0.000  ...           NaN      14900.0   
 12433        -0.307           0.000  ...           NaN          NaN   
 12434        -0.186           0.000  ...           NaN       1400.0   
 12435        -1.201           0.000  ...           NaN          NaN   
 12436        -0.254           0.000  ...           NaN      83745.0   
 12437        -0.377           0.000  ...           NaN          NaN   
 12438        -0.234           0.000  ...           NaN      34170.0   
 12439         0.263           0.000  ...           NaN       2000.0   
 12440        -1.823           0.000  ...           NaN        500.0   
 12441        -1.562           0.000  ...           NaN       7000.0   
 12442        -0.797           0.000  ...           NaN          NaN   
 12443         0.354           0.000  ...           NaN     130800.0   
 12444        -1.187           0.000  ...           NaN          NaN   
 12445        -1.480           1.000  ...           NaN     427900.0   
 12446         0.569           0.000  ...           NaN          NaN   
 12447        -0.223           0.000  ...           NaN          NaN   
 12448        -0.889           0.000  ...           NaN          NaN   
 12449        -0.112           0.000  ...           NaN   12041700.0   
 12450         0.430           0.000  ...           NaN      27589.0   
 12451        -0.962           1.000  ...           NaN          NaN   
 12452         0.710           0.000  ...           NaN          0.0   
 12453        -0.218           0.000  ...           NaN       2500.0   
 12454        -0.588           1.000  ...           NaN     420351.0   
 12455        -0.455           0.000  ...           NaN          NaN   
 12456         0.363           0.000  ...           NaN     280250.0   
 12457         0.381           0.000  ...           NaN     109900.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.311340e+10  0.163079   14.804422   10.384626   
 1             NaN     6.467257e+09  0.000000   17.433823   12.769219   
 2             NaN     6.595786e+10  2.455146   26.066514   22.662440   
 3             NaN     3.158406e+10  2.091467   21.873016   19.978855   
 4             NaN     5.016589e+10  2.459893   26.752796   23.234758   
 5             NaN     1.792372e+11  0.441241   17.778764   14.926373   
 6             NaN     1.140049e+10  6.634078   20.855320   14.599518   
 7             NaN     7.484740e+10  0.000000   21.279625   15.541060   
 8             NaN     1.498928e+10  0.618876   43.504073   34.368428   
 9             NaN     4.059684e+10  1.961962   19.058599   14.766232   
 10            NaN     2.931447e+10  0.000000   43.058304   33.260735   
 11            NaN     2.483508e+10  1.355276   15.139727   12.280852   
 12            NaN     7.171310e+09  2.249924   16.215960   11.653859   
 13            NaN     2.081873e+10  1.282051   24.042923   20.854049   
 14            NaN     1.338574e+10  1.160542   15.016351   10.554460   
 15            NaN     4.207661e+10  1.549787   25.920448   23.028352   
 16            NaN     4.207661e+10  1.549787   29.725711   27.024285   
 17            NaN     1.902772e+10  0.274160   25.586627   21.405687   
 18            NaN     2.755731e+10  2.038533   24.610908   21.537868   
 19            NaN     1.153945e+11  2.982849   28.313641   23.749295   
 20            NaN     1.279274e+11  0.000000   37.746113   33.344630   
 21            NaN     9.818222e+10  2.496879   29.067290   25.970532   
 22            NaN     1.582150e+10  0.000000   34.829161   32.785706   
 23            NaN     9.092841e+10  0.000000   20.360113   16.331091   
 24            NaN     4.316092e+10  3.271028   24.297261   21.036061   
 25            NaN     2.908972e+10  0.000000   23.933517   20.341303   
 26            NaN     9.372135e+09  1.551831   12.902611    9.343634   
 27            NaN     9.372135e+09  1.551831   33.642156   31.816256   
 28            NaN     6.323396e+10  3.280757   22.600686   20.034232   
 29            NaN     3.581582e+11  2.382370   22.738734   20.282740   
 ...           ...              ...       ...         ...         ...   
 12428         NaN     5.056250e+06       NaN   22.032546   16.407598   
 12429         NaN     1.017175e+07  0.000000   74.004988   71.955820   
 12430         NaN     2.231800e+06  0.000000   64.705890   62.024107   
 12431       83.18     4.904000e+05  0.000000   85.597475   82.426995   
 12432     9208.80     2.163250e+06  0.000000   91.535893   89.599672   
 12433         NaN     6.134280e+07       NaN   82.939895   80.457214   
 12434      331.51     6.832300e+03       NaN   67.184646   63.751778   
 12435         NaN     1.513400e+06       NaN   67.055325   64.571609   
 12436    35678.26     1.516877e+07  0.000000  101.546986   99.511799   
 12437         NaN     5.030700e+01  0.000000   41.934510   35.971402   
 12438    54531.47     2.486138e+07  0.000000  129.805329  128.324028   
 12439      348.34     1.907840e+06  0.000000  163.958293  162.278241   
 12440    35125.71     6.427696e+07  2.017756   39.642434   35.516171   
 12441     2494.58     2.075400e+06       NaN  100.458325   98.780626   
 12442         NaN     2.224200e+05  0.000000   62.220067   58.962147   
 12443      181.23     1.668300e+06  0.000000  159.449324  157.719666   
 12444         NaN     3.578760e+06  0.000000   75.969083   73.518677   
 12445  1632992.00     2.973350e+10  4.956305   23.310535   19.328538   
 12446         NaN     1.591600e+03  0.000000   56.962522   49.017881   
 12447         NaN     1.956780e+06  0.000000   82.664364   79.930121   
 12448         NaN     2.538600e+06  0.000000   45.241502   39.901738   
 12449    31257.04     1.038744e+06       NaN   81.849483   79.118959   
 12450    27830.13     3.383640e+07       NaN   88.062070   84.062193   
 12451         NaN     4.230000e+05  0.000000   74.458668   71.906045   
 12452         NaN     1.249768e+07  0.000000  102.490199   98.264586   
 12453     7194.32     3.424800e+07  0.000000   72.069131   69.431219   
 12454     6977.50     6.608270e+06       NaN   78.072752   75.265954   
 12455         NaN     3.367200e+05       NaN   34.921786   29.546137   
 12456      707.51     9.876510e+05  0.000000  182.835821  181.178199   
 12457  2659377.05     8.498465e+08  0.607211   40.868029   32.269556   
 
        HistBeta  PredBeta  DataDate  
 0      0.000708  0.098615  20041001  
 1     -0.000057  0.053308  20041001  
 2     -0.018270  0.080404  20041001  
 3     -0.022447  0.282178  20041001  
 4      0.009319  0.126168  20041001  
 5      0.189631  0.412921  20041001  
 6      0.006867  0.019962  20041001  
 7      0.017402  0.019859  20041001  
 8      0.475898  0.976661  20041001  
 9     -0.049971  0.000291  20041001  
 10     0.105576  0.568938  20041001  
 11     0.092049  0.244398  20041001  
 12    -0.000057  0.061790  20041001  
 13     0.020632  0.189430  20041001  
 14    -0.000057  0.040654  20041001  
 15     0.056292  0.269777  20041001  
 16     0.144912  0.366099  20041001  
 17     1.033871  1.104079  20041001  
 18     0.211446  0.422577  20041001  
 19     0.064329  0.238861  20041001  
 20     0.613229  0.787936  20041001  
 21     0.105561  0.299754  20041001  
 22     0.268283  0.524334  20041001  
 23     0.070386  0.299346  20041001  
 24     0.160117  0.418272  20041001  
 25     0.076387  0.293562  20041001  
 26     0.000493  0.150149  20041001  
 27     0.299654  0.510832  20041001  
 28     0.339479  0.419634  20041001  
 29     0.132052  0.301743  20041001  
 ...         ...       ...       ...  
 12428 -0.000057  0.067367  20041001  
 12429  0.653691  0.784744  20041001  
 12430  0.483797  0.843379  20041001  
 12431  1.069590  1.353657  20041001  
 12432  0.285889  0.702146  20041001  
 12433  0.829288  1.129708  20041001  
 12434  0.894771  1.300882  20041001  
 12435  0.344749  0.637429  20041001  
 12436  0.857807  1.048668  20041001  
 12437  0.790926  1.207290  20041001  
 12438  0.868786  1.193419  20041001  
 12439  1.137902  1.420213  20041001  
 12440  0.007419  0.227618  20041001  
 12441  0.148827  0.559535  20041001  
 12442  0.563466  0.865943  20041001  
 12443  1.187191  1.362843  20041001  
 12444  0.352039  0.790853  20041001  
 12445  0.193497  0.247122  20041001  
 12446  1.303903  1.523247  20041001  
 12447  0.874607  1.211000  20041001  
 12448  0.513691  0.903061  20041001  
 12449  0.934816  1.268928  20041001  
 12450  1.228338  1.597504  20041001  
 12451  0.473933  0.672948  20041001  
 12452  1.380467  1.549602  20041001  
 12453  0.877285  1.120929  20041001  
 12454  0.676572  0.860417  20041001  
 12455  0.748801  1.086148  20041001  
 12456  1.192229  1.432912  20041001  
 12457  1.201850  1.226334  20041001  
 
 [12458 rows x 92 columns],
 '20041004':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.242            0.000               0.0   
 1      USA0011            -0.312            0.000               0.0   
 2      USA0031             0.322            0.000               0.0   
 3      USA0062             0.138            0.430               0.0   
 4      USA00E2             0.267            0.000               0.0   
 5      USA00F1             0.129            0.000               0.0   
 6      USA00G2             0.784            0.000               0.0   
 7      USA00H1            -0.133            0.000               0.0   
 8      USA00I1             0.855            0.000               0.0   
 9      USA00J1            -0.170            0.000               0.0   
 10     USA00K1             0.409            0.000               0.0   
 11     USA00P1            -0.139            0.000               0.0   
 12     USA00R1            -0.704            0.000               0.0   
 13     USA00S1            -0.338            0.000               0.0   
 14     USA00V1            -0.308            0.000               0.0   
 15     USA0131             0.038            1.000               0.0   
 16     USA0161            -1.420            1.000               0.0   
 17     USA01I1             0.412            0.000               0.0   
 18     USA01J2             0.152            0.000               0.0   
 19     USA01L1            -0.284            0.000               0.0   
 20     USA01P1            -0.753            0.000               0.0   
 21     USA01Q1             0.055            0.000               0.0   
 22     USA0202             0.446            0.000               0.0   
 23     USA0231             0.065            0.000               0.0   
 24     USA0281            -0.168            0.000               0.0   
 25     USA0291             0.348            0.000               0.0   
 26     USA02A1            -0.234            0.000               0.0   
 27     USA02B1            -0.811            0.000               0.0   
 28     USA02H1             0.056            0.000               0.0   
 29     USA02P1             0.048            0.143               0.0   
 ...        ...               ...              ...               ...   
 12423  USAZY41            -0.902            0.000               0.0   
 12424  USAZY51             0.319            0.000               0.0   
 12425  USAZY61             0.989            0.000               0.0   
 12426  USAZY71             0.801            0.000               0.0   
 12427  USAZYI1             2.803            0.000               0.0   
 12428  USAZYJ1             0.538            0.000               0.0   
 12429  USAZYK1             0.709            0.000               0.0   
 12430  USAZYM1            -0.099            0.000               0.0   
 12431  USAZYR1             1.013            0.000               0.0   
 12432  USAZYS1             0.877            0.000               0.0   
 12433  USAZYT1            -2.815            0.000               0.0   
 12434  USAZYV1             2.803            0.000               0.0   
 12435  USAZYX1             0.780            0.000               0.0   
 12436  USAZZ41            -2.862            0.000               0.0   
 12437  USAZZ51             0.906            0.000               0.0   
 12438  USAZZ61             1.102            0.000               0.0   
 12439  USAZZ71             0.846            0.000               0.0   
 12440  USAZZ81             0.406            0.000               0.0   
 12441  USAZZ91             0.235            0.000               0.0   
 12442  USAZZA1             1.036            0.000               0.0   
 12443  USAZZB1             0.650            0.000               0.0   
 12444  USAZZD1             0.093            0.000               0.0   
 12445  USAZZF1            -1.311            0.000               0.0   
 12446  USAZZI1             0.520            0.000               0.0   
 12447  USAZZJ1             2.803            0.000               0.0   
 12448  USAZZL1             0.358            0.000               0.0   
 12449  USAZZP1             2.803            0.000               0.0   
 12450  USAZZR1             0.873            0.000               0.0   
 12451  USAZZX1             2.803            0.000               0.0   
 12452  USAZZY1            -2.311            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.830           0.000  ...           NaN          NaN   
 1            -1.831           0.000  ...           NaN          NaN   
 2            -1.870           0.000  ...           NaN       1396.0   
 3            -1.873           0.000  ...           NaN          NaN   
 4            -1.814           0.000  ...           NaN       1260.0   
 5            -1.484           0.000  ...           NaN         53.0   
 6            -1.819           0.000  ...           NaN          NaN   
 7            -1.799           0.000  ...           NaN          NaN   
 8            -0.957           0.000  ...           NaN          NaN   
 9            -1.923           0.862  ...           NaN      29000.0   
 10           -1.636           0.000  ...           NaN          NaN   
 11           -1.663           0.000  ...           NaN          NaN   
 12           -1.831           0.000  ...           NaN          NaN   
 13           -1.795           0.000  ...           NaN          NaN   
 14           -1.831           0.000  ...           NaN          NaN   
 15           -1.731           0.000  ...           NaN          NaN   
 16           -1.535           0.000  ...           NaN       3550.0   
 17            0.066           0.000  ...           NaN      45651.0   
 18           -1.443           0.000  ...           NaN          NaN   
 19           -1.715           0.000  ...           NaN          NaN   
 20           -0.676           0.000  ...           NaN        800.0   
 21           -1.636           1.000  ...           NaN          NaN   
 22           -1.338           0.000  ...           NaN          NaN   
 23           -1.702           0.000  ...           NaN       1350.0   
 24           -1.538           0.000  ...           NaN          NaN   
 25           -1.690           0.000  ...           NaN          NaN   
 26           -1.830           0.000  ...           NaN          NaN   
 27           -1.263           0.000  ...           NaN        710.0   
 28           -1.210           0.000  ...           NaN       1161.0   
 29           -1.587           0.000  ...           NaN        270.0   
 ...             ...             ...  ...           ...          ...   
 12423        -1.831           0.000  ...           NaN          NaN   
 12424        -0.633           0.000  ...           NaN          NaN   
 12425        -0.940           0.000  ...           NaN          NaN   
 12426         0.135           0.000  ...           NaN       6625.0   
 12427        -1.320           0.000  ...           NaN      52592.0   
 12428        -0.311           0.000  ...           NaN          NaN   
 12429        -0.186           0.000  ...           NaN     509015.0   
 12430        -1.200           0.000  ...           NaN          NaN   
 12431        -0.254           0.000  ...           NaN      27500.0   
 12432        -0.376           0.000  ...           NaN          NaN   
 12433        -0.202           0.000  ...           NaN      60040.0   
 12434         0.229           0.000  ...           NaN       3000.0   
 12435        -1.826           0.000  ...           NaN       1300.0   
 12436        -1.511           0.000  ...           NaN      20925.0   
 12437        -0.796           0.000  ...           NaN          NaN   
 12438         0.353           0.000  ...           NaN      83725.0   
 12439        -1.181           0.000  ...           NaN          NaN   
 12440        -1.484           1.000  ...           NaN      19200.0   
 12441         0.566           0.000  ...           NaN          NaN   
 12442        -0.223           0.000  ...           NaN      17000.0   
 12443        -0.886           0.000  ...           NaN          NaN   
 12444        -0.115           0.000  ...           NaN   17454780.0   
 12445         0.441           0.000  ...           NaN       7350.0   
 12446        -0.962           1.000  ...           NaN          NaN   
 12447         0.645           0.000  ...           NaN          0.0   
 12448        -0.220           0.000  ...           NaN       1000.0   
 12449        -0.628           1.000  ...           NaN      15000.0   
 12450        -0.455           0.000  ...           NaN          NaN   
 12451         0.336           0.000  ...           NaN      60000.0   
 12452         0.374           0.000  ...           NaN     114200.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.325379e+10  0.163079   14.899739   10.346106   
 1             NaN     6.645664e+09  0.000000   17.560860   12.706430   
 2             NaN     6.597350e+10  2.455146   26.168154   22.626897   
 3             NaN     3.145518e+10  2.091467   21.854780   19.886155   
 4             NaN     5.147271e+10  2.459893   26.929665   23.268060   
 5             NaN     1.786373e+11  0.441241   17.823928   14.837504   
 6             NaN     1.188477e+10  6.634078   21.185344   14.640954   
 7             NaN     7.467894e+10  0.000000   21.416730   15.441922   
 8             NaN     1.517721e+10  0.618876   43.695960   34.250796   
 9             NaN     4.037166e+10  1.961962   19.063324   14.646131   
 10            NaN     2.909419e+10  0.000000   43.391641   33.153168   
 11            NaN     2.537241e+10  1.355276   15.200778   12.192586   
 12            NaN     7.180147e+09  2.249924   16.424545   11.644390   
 13            NaN     2.072435e+10  1.282051   24.384915   20.936596   
 14            NaN     1.329709e+10  1.160542   15.143146   10.496368   
 15            NaN     4.194832e+10  1.549787   25.927272   22.818903   
 16            NaN     4.194832e+10  1.549787   29.809427   27.063149   
 17            NaN     1.886417e+10  0.274160   25.856520   21.362169   
 18            NaN     2.777955e+10  2.038533   24.648725   21.455481   
 19            NaN     1.152661e+11  2.982849   28.412267   23.619452   
 20            NaN     1.281978e+11  0.000000   37.839404   33.313216   
 21            NaN     9.925392e+10  2.496879   28.993185   25.798426   
 22            NaN     1.608222e+10  0.000000   34.768416   32.554767   
 23            NaN     8.996967e+10  0.000000   20.498145   16.274434   
 24            NaN     4.322093e+10  3.271028   24.319475   20.901415   
 25            NaN     3.003357e+10  0.000000   23.996532   20.296546   
 26            NaN     9.598556e+09  1.551831   12.982439    9.309320   
 27            NaN     9.598556e+09  1.551831   33.540178   31.713564   
 28            NaN     6.367975e+10  3.280757   22.671593   19.945486   
 29            NaN     3.597397e+11  2.382370   22.686629   20.169806   
 ...           ...              ...       ...         ...         ...   
 12423         NaN     5.056250e+06       NaN   22.310305   16.475177   
 12424         NaN     1.017175e+07  0.000000   74.719400   72.586544   
 12425         NaN     2.231800e+06  0.000000   65.105704   62.281344   
 12426       93.45     4.904000e+05  0.000000   87.014442   83.653067   
 12427     9953.73     2.036000e+06  0.000000   92.710189   90.664777   
 12428         NaN     6.134280e+07       NaN   83.403403   80.761612   
 12429      349.33     6.832300e+03       NaN   67.993768   64.374067   
 12430         NaN     1.513400e+06       NaN   66.680677   64.057198   
 12431    36712.55     1.516877e+07  0.000000  101.831645   99.665075   
 12432         NaN     5.030700e+01  0.000000   42.463803   36.094994   
 12433    57992.90     2.712150e+07  0.000000  130.950860  129.353035   
 12434      369.93     1.669360e+06  0.000000  166.371351  164.598695   
 12435    32912.50     6.386160e+07  2.017756   39.821133   35.526563   
 12436     2608.02     2.248350e+06       NaN  101.626222   99.899996   
 12437         NaN     2.224200e+05  0.000000   62.378133   58.938180   
 12438      177.28     1.668300e+06  0.000000  160.857267  159.096937   
 12439         NaN     3.578760e+06  0.000000   76.460501   73.884285   
 12440  1695137.10     2.940815e+10  4.956305   23.488795   19.453342   
 12441         NaN     1.591600e+03  0.000000   57.121613   48.777606   
 12442     8867.10     1.956780e+06  0.000000   83.624089   80.694209   
 12443         NaN     2.538600e+06  0.000000   45.656519   40.013287   
 12444    31348.86     1.038744e+06       NaN   81.942866   79.064022   
 12445    21287.78     3.515226e+07       NaN   88.412409   84.238340   
 12446         NaN     4.230000e+05  0.000000   74.754447   72.169342   
 12447         NaN     1.173103e+07  0.000000  103.454084   98.997899   
 12448     7727.38     3.424800e+07  0.000000   72.026740   69.232178   
 12449     7102.50     5.329250e+06       NaN   79.542428   76.720067   
 12450         NaN     3.367200e+05       NaN   35.295795   29.519154   
 12451      462.82     8.779120e+05  0.000000  185.758941  184.034400   
 12452  2791578.00     8.523170e+08  0.607211   43.637887   33.537125   
 
        HistBeta  PredBeta  DataDate  
 0      0.000686  0.095412  20041004  
 1     -0.000071  0.045639  20041004  
 2     -0.021009  0.085433  20041004  
 3     -0.023129  0.289004  20041004  
 4      0.009103  0.136248  20041004  
 5      0.188876  0.415093  20041004  
 6      0.006466  0.037270  20041004  
 7      0.017456  0.027671  20041004  
 8      0.475416  0.957536  20041004  
 9     -0.050171 -0.003933  20041004  
 10     0.105979  0.576631  20041004  
 11     0.091510  0.233038  20041004  
 12    -0.000071  0.040663  20041004  
 13     0.019424  0.182641  20041004  
 14    -0.000071  0.035234  20041004  
 15     0.054597  0.271934  20041004  
 16     0.161047  0.365592  20041004  
 17     1.032621  1.105829  20041004  
 18     0.210971  0.423331  20041004  
 19     0.063228  0.226591  20041004  
 20     0.628379  0.799408  20041004  
 21     0.106290  0.291674  20041004  
 22     0.268269  0.545453  20041004  
 23     0.070011  0.305320  20041004  
 24     0.159564  0.412295  20041004  
 25     0.076886  0.300092  20041004  
 26     0.000426  0.146292  20041004  
 27     0.309392  0.523750  20041004  
 28     0.337702  0.415845  20041004  
 29     0.132539  0.309770  20041004  
 ...         ...       ...       ...  
 12423 -0.000071  0.040774  20041004  
 12424  0.651793  0.783494  20041004  
 12425  0.485162  0.869717  20041004  
 12426  1.069896  1.363722  20041004  
 12427  0.278371  0.739772  20041004  
 12428  0.827468  1.139013  20041004  
 12429  0.895237  1.302764  20041004  
 12430  0.343640  0.627840  20041004  
 12431  0.858424  1.099438  20041004  
 12432  0.791651  1.226798  20041004  
 12433  0.886784  1.145680  20041004  
 12434  1.120924  1.444688  20041004  
 12435  0.002676  0.235457  20041004  
 12436  0.174089  0.474202  20041004  
 12437  0.563543  0.896889  20041004  
 12438  1.188432  1.384764  20041004  
 12439  0.353803  0.806534  20041004  
 12440  0.188833  0.251300  20041004  
 12441  1.304489  1.509201  20041004  
 12442  0.875036  1.226845  20041004  
 12443  0.514046  0.924234  20041004  
 12444  0.934144  1.257050  20041004  
 12445  1.236429  1.561020  20041004  
 12446  0.472966  0.668374  20041004  
 12447  1.347562  1.583465  20041004  
 12448  0.877019  1.119795  20041004  
 12449  0.654716  0.909216  20041004  
 12450  0.748904  1.103510  20041004  
 12451  1.179088  1.488259  20041004  
 12452  1.199970  1.212167  20041004  
 
 [12453 rows x 92 columns],
 '20041005':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.033            0.000               0.0   
 1      USA0011             0.452            0.000               0.0   
 2      USA0031            -0.113            0.000               0.0   
 3      USA0062            -2.487            0.430               0.0   
 4      USA00E2            -0.080            0.000               0.0   
 5      USA00F1             2.501            0.000               0.0   
 6      USA00G2             0.647            0.000               0.0   
 7      USA00H1            -0.326            0.000               0.0   
 8      USA00I1             0.032            0.000               0.0   
 9      USA00J1             0.097            0.000               0.0   
 10     USA00K1             1.009            0.000               0.0   
 11     USA00P1             0.375            0.000               0.0   
 12     USA00R1             0.375            0.000               0.0   
 13     USA00S1            -0.256            0.000               0.0   
 14     USA00V1            -0.350            0.000               0.0   
 15     USA0131             2.805            1.000               0.0   
 16     USA0161             0.499            1.000               0.0   
 17     USA01I1            -0.100            0.000               0.0   
 18     USA01J2            -2.759            0.000               0.0   
 19     USA01L1             1.505            0.000               0.0   
 20     USA01P1             0.232            0.000               0.0   
 21     USA01Q1            -0.990            0.000               0.0   
 22     USA0202            -0.137            0.000               0.0   
 23     USA0231             0.303            0.000               0.0   
 24     USA0281            -1.363            0.000               0.0   
 25     USA0291             0.187            0.000               0.0   
 26     USA02A1             0.109            0.000               0.0   
 27     USA02B1             0.055            0.000               0.0   
 28     USA02H1            -0.050            0.000               0.0   
 29     USA02P1            -1.493            0.143               0.0   
 ...        ...               ...              ...               ...   
 12425  USAZY41             0.351            0.000               0.0   
 12426  USAZY51             0.237            0.000               0.0   
 12427  USAZY61            -0.223            0.000               0.0   
 12428  USAZY71             0.118            0.000               0.0   
 12429  USAZYI1             0.083            0.000               0.0   
 12430  USAZYJ1            -0.275            0.000               0.0   
 12431  USAZYK1            -0.171            0.000               0.0   
 12432  USAZYM1            -0.437            0.000               0.0   
 12433  USAZYR1             2.019            0.000               0.0   
 12434  USAZYS1             0.138            0.000               0.0   
 12435  USAZYT1             0.026            0.000               0.0   
 12436  USAZYV1             0.032            0.000               0.0   
 12437  USAZYX1             0.002            0.000               0.0   
 12438  USAZZ41             0.186            0.000               0.0   
 12439  USAZZ51             0.117            0.000               0.0   
 12440  USAZZ61             0.117            0.000               0.0   
 12441  USAZZ71             0.204            0.000               0.0   
 12442  USAZZ81            -0.630            0.000               0.0   
 12443  USAZZ91             1.176            0.000               0.0   
 12444  USAZZA1             0.164            0.000               0.0   
 12445  USAZZB1            -0.102            0.000               0.0   
 12446  USAZZD1             2.805            0.000               0.0   
 12447  USAZZF1             2.652            0.000               0.0   
 12448  USAZZI1            -0.264            0.000               0.0   
 12449  USAZZJ1             2.805            0.000               0.0   
 12450  USAZZL1             2.157            0.000               0.0   
 12451  USAZZP1            -2.759            0.000               0.0   
 12452  USAZZR1             0.247            0.000               0.0   
 12453  USAZZX1             0.199            0.000               0.0   
 12454  USAZZY1             0.760            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.832           0.000  ...           NaN          NaN   
 1            -1.834           0.000  ...           NaN          NaN   
 2            -1.872           0.000  ...           NaN       1396.0   
 3            -1.885           0.000  ...           NaN        328.0   
 4            -1.816           0.000  ...           NaN       1260.0   
 5            -1.459           0.000  ...           NaN        410.0   
 6            -1.821           0.000  ...           NaN          NaN   
 7            -1.802           0.000  ...           NaN          NaN   
 8            -0.959           0.000  ...           NaN          NaN   
 9            -1.926           0.862  ...           NaN      29000.0   
 10           -1.639           0.000  ...           NaN          NaN   
 11           -1.665           0.000  ...           NaN          NaN   
 12           -1.834           0.000  ...           NaN          NaN   
 13           -1.795           0.000  ...           NaN          NaN   
 14           -1.834           0.000  ...           NaN          NaN   
 15           -1.703           0.000  ...           NaN        246.0   
 16           -1.543           0.000  ...           NaN       2090.0   
 17            0.069           0.000  ...           NaN      45651.0   
 18           -1.464           0.000  ...           NaN       4590.0   
 19           -1.716           0.000  ...           NaN          NaN   
 20           -0.677           0.000  ...           NaN          NaN   
 21           -1.646           1.000  ...           NaN        410.0   
 22           -1.341           0.000  ...           NaN          NaN   
 23           -1.704           0.000  ...           NaN       1350.0   
 24           -1.547           0.000  ...           NaN       2160.0   
 25           -1.693           0.000  ...           NaN          NaN   
 26           -1.833           0.000  ...           NaN          NaN   
 27           -1.259           0.000  ...           NaN        310.0   
 28           -1.211           0.000  ...           NaN       1161.0   
 29           -1.601           0.000  ...           NaN        410.0   
 ...             ...             ...  ...           ...          ...   
 12425        -1.834           0.000  ...           NaN          NaN   
 12426        -0.618           0.000  ...           NaN          NaN   
 12427        -0.941           0.000  ...           NaN          NaN   
 12428         0.149           0.000  ...           NaN        100.0   
 12429        -1.324           0.000  ...           NaN          NaN   
 12430        -0.308           0.000  ...           NaN          NaN   
 12431        -0.187           0.000  ...           NaN       5000.0   
 12432        -1.203           0.000  ...           NaN          NaN   
 12433        -0.261           0.000  ...           NaN      42675.0   
 12434        -0.378           0.000  ...           NaN        183.0   
 12435        -0.204           0.000  ...           NaN      92030.0   
 12436         0.232           0.000  ...           NaN          NaN   
 12437        -1.831           0.000  ...           NaN        500.0   
 12438        -1.514           0.000  ...           NaN       3500.0   
 12439        -0.798           0.000  ...           NaN          NaN   
 12440         0.354           0.000  ...           NaN       5214.0   
 12441        -1.186           0.000  ...           NaN          NaN   
 12442        -1.487           1.000  ...           NaN      23000.0   
 12443         0.568           0.000  ...           NaN          NaN   
 12444        -0.181           0.000  ...           NaN          NaN   
 12445        -0.889           0.000  ...           NaN          NaN   
 12446        -0.069           0.000  ...           NaN   19860770.0   
 12447         0.454           0.000  ...           NaN       9985.0   
 12448        -0.963           1.000  ...           NaN          NaN   
 12449         0.666           0.000  ...           NaN          0.0   
 12450        -0.221           0.000  ...           NaN       6350.0   
 12451        -0.646           1.000  ...           NaN     126700.0   
 12452        -0.456           0.000  ...           NaN          NaN   
 12453         0.337           0.000  ...           NaN      27260.0   
 12454         0.400           0.000  ...           NaN      90000.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.249169e+10  0.163079   14.678816   10.189754   
 1             NaN     6.773098e+09  0.000000   17.272425   12.512780   
 2             NaN     6.609856e+10  2.455146   25.765533   22.289757   
 3             NaN     3.136926e+10  2.091467   22.652427   20.494672   
 4             NaN     5.119268e+10  2.459893   26.510268   22.924445   
 5             NaN     1.734470e+11  0.441241   18.782353   15.421493   
 6             NaN     1.206737e+10  6.634078   20.910998   14.554954   
 7             NaN     7.451048e+10  0.000000   21.307694   15.303798   
 8             NaN     1.503814e+10  0.618876   43.119221   33.751106   
 9             NaN     4.080594e+10  1.961962   18.760849   14.466616   
 10            NaN     2.938225e+10  0.000000   43.141632   32.865398   
 11            NaN     2.575621e+10  1.355276   15.083208   12.078794   
 12            NaN     7.124915e+09  2.249924   16.205823   11.503992   
 13            NaN     2.038461e+10  1.282051   23.999677   20.638034   
 14            NaN     1.313246e+10  1.160542   15.069401   10.456154   
 15            NaN     4.128286e+10  1.549787   26.694203   23.442468   
 16            NaN     4.128286e+10  1.549787   29.308166   26.674312   
 17            NaN     1.871784e+10  0.274160   25.710174   21.047950   
 18            NaN     2.747867e+10  2.038533   29.302065   26.347307   
 19            NaN     1.165288e+11  2.982849   28.327296   23.503402   
 20            NaN     1.292121e+11  0.000000   37.320690   32.805235   
 21            NaN     9.898599e+10  2.496879   28.769945   25.626836   
 22            NaN     1.562939e+10  0.000000   34.279861   32.065354   
 23            NaN     9.107979e+10  0.000000   20.188132   16.033810   
 24            NaN     4.324094e+10  3.271028   24.360415   20.991650   
 25            NaN     3.020297e+10  0.000000   23.605271   19.961441   
 26            NaN     9.687405e+09  1.551831   12.819242    9.180239   
 27            NaN     9.687405e+09  1.551831   33.074186   31.234453   
 28            NaN     6.396079e+10  3.280757   22.327377   19.598427   
 29            NaN     3.590016e+11  2.382370   22.687299   20.143225   
 ...           ...              ...       ...         ...         ...   
 12425         NaN     5.056250e+06       NaN   22.075365   16.341292   
 12426         NaN     1.017175e+07  0.000000   73.719110   71.579881   
 12427         NaN     2.231800e+06  0.000000   64.184187   61.361667   
 12428       89.30     4.904000e+05  0.000000   85.762342   82.331583   
 12429         NaN     2.036000e+06  0.000000   90.266115   88.187557   
 12430         NaN     6.134280e+07       NaN   81.799175   79.116679   
 12431      333.48     6.832300e+03       NaN   67.251251   63.614840   
 12432         NaN     1.513400e+06       NaN   65.809709   63.206288   
 12433    35819.71     1.479880e+07  0.000000  100.758472   98.487974   
 12434         NaN     5.030700e+01  0.000000   41.852648   35.370110   
 12435    57615.78     2.712150e+07  0.000000  129.414338  127.872670   
 12436         NaN     1.669360e+06  0.000000  164.827005  162.968048   
 12437    31638.10     6.386160e+07  2.017756   39.135967   34.976796   
 12438     2499.81     2.248350e+06       NaN  100.498792   98.855300   
 12439         NaN     2.224200e+05  0.000000   61.423723   57.993894   
 12440      169.93     1.668300e+06  0.000000  159.303031  157.520852   
 12441         NaN     3.578760e+06  0.000000   75.197427   72.623503   
 12442  1793464.52     2.962174e+10  4.956305   22.717735   18.663792   
 12443         NaN     1.591600e+03  0.000000   56.546866   48.019639   
 12444         NaN     1.956780e+06  0.000000   83.384785   80.450696   
 12445         NaN     2.538600e+06  0.000000   45.020503   39.382170   
 12446    30826.67     5.193720e+05       NaN   82.696471   79.573408   
 12447    21114.41     3.289650e+07       NaN   89.645363   85.348349   
 12448         NaN     4.230000e+05  0.000000   73.824735   71.243895   
 12449         NaN     9.474297e+06  0.000000  107.431218  103.107646   
 12450     8501.82     3.339180e+07  0.000000   71.422047   68.452119   
 12451     8369.50     6.395100e+06       NaN   78.512950   75.628939   
 12452         NaN     3.367200e+05       NaN   34.957270   29.078172   
 12453      451.70     8.779120e+05  0.000000  184.138396  182.370017   
 12454  2776182.86     8.276121e+08  0.607211   43.393102   33.038172   
 
        HistBeta  PredBeta  DataDate  
 0      0.000694  0.097387  20041005  
 1     -0.000067  0.059986  20041005  
 2     -0.020953  0.080644  20041005  
 3     -0.028082  0.242029  20041005  
 4      0.009189  0.135061  20041005  
 5      0.203427  0.484029  20041005  
 6      0.006681  0.043196  20041005  
 7      0.017295  0.000324  20041005  
 8      0.475234  0.953767  20041005  
 9     -0.050040 -0.008730  20041005  
 10     0.105546  0.590502  20041005  
 11     0.091376  0.240023  20041005  
 12    -0.000067  0.056757  20041005  
 13     0.020636  0.186033  20041005  
 14    -0.000067  0.031591  20041005  
 15     0.071098  0.346205  20041005  
 16     0.157490  0.375445  20041005  
 17     1.033274  1.081196  20041005  
 18     0.200430  0.408509  20041005  
 19     0.063771  0.262710  20041005  
 20     0.628244  0.808379  20041005  
 21     0.101814  0.265012  20041005  
 22     0.267530  0.538521  20041005  
 23     0.070180  0.310607  20041005  
 24     0.155421  0.386634  20041005  
 25     0.076473  0.302169  20041005  
 26     0.000464  0.150772  20041005  
 27     0.311935  0.529450  20041005  
 28     0.337970  0.414563  20041005  
 29     0.126035  0.278789  20041005  
 ...         ...       ...       ...  
 12425 -0.000067  0.052421  20041005  
 12426  0.660344  0.788010  20041005  
 12427  0.484541  0.850927  20041005  
 12428  1.076692  1.362468  20041005  
 12429  0.276479  0.743998  20041005  
 12430  0.828369  1.148293  20041005  
 12431  0.894636  1.285236  20041005  
 12432  0.342522  0.621724  20041005  
 12433  0.854003  1.137568  20041005  
 12434  0.790721  1.216900  20041005  
 12435  0.884957  1.138910  20041005  
 12436  1.122013  1.460857  20041005  
 12437  0.001071  0.223812  20041005  
 12438  0.173420  0.536377  20041005  
 12439  0.562654  0.899134  20041005  
 12440  1.188489  1.368246  20041005  
 12441  0.351419  0.795490  20041005  
 12442  0.187959  0.233828  20041005  
 12443  1.304510  1.522437  20041005  
 12444  0.897398  1.228774  20041005  
 12445  0.513256  0.918429  20041005  
 12446  0.958300  1.326057  20041005  
 12447  1.242817  1.626423  20041005  
 12448  0.472609  0.647117  20041005  
 12449  1.357470  1.640272  20041005  
 12450  0.876117  1.156589  20041005  
 12451  0.645012  0.792707  20041005  
 12452  0.748421  1.101358  20041005  
 12453  1.179014  1.491578  20041005  
 12454  1.213306  1.269577  20041005  
 
 [12455 rows x 92 columns],
 '20041006':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.519            0.000               0.0   
 1      USA0011             0.395            0.000               0.0   
 2      USA0031            -1.053            0.000               0.0   
 3      USA0062            -0.366            0.430               0.0   
 4      USA00E2            -0.989            0.000               0.0   
 5      USA00F1             2.411            0.000               0.0   
 6      USA00G2             0.236            0.000               0.0   
 7      USA00H1            -0.342            0.000               0.0   
 8      USA00I1            -0.571            0.000               0.0   
 9      USA00J1            -0.314            0.000               0.0   
 10     USA00K1            -1.532            0.000               0.0   
 11     USA00P1            -0.164            0.000               0.0   
 12     USA00R1            -0.446            0.000               0.0   
 13     USA00S1            -0.461            0.000               0.0   
 14     USA00V1            -0.075            0.000               0.0   
 15     USA0131            -0.540            1.000               0.0   
 16     USA0161             0.100            1.000               0.0   
 17     USA01I1             0.082            0.000               0.0   
 18     USA01J2            -0.335            0.000               0.0   
 19     USA01L1             0.895            0.000               0.0   
 20     USA01P1             0.283            0.000               0.0   
 21     USA01Q1            -0.312            0.000               0.0   
 22     USA0202            -0.037            0.000               0.0   
 23     USA0231             0.053            0.000               0.0   
 24     USA0281             0.467            0.000               0.0   
 25     USA0291             0.069            0.000               0.0   
 26     USA02A1             0.144            0.000               0.0   
 27     USA02B1            -1.605            0.000               0.0   
 28     USA02H1             0.192            0.000               0.0   
 29     USA02P1            -0.028            0.143               0.0   
 ...        ...               ...              ...               ...   
 12426  USAZY41             0.227            0.000               0.0   
 12427  USAZY51             0.225            0.000               0.0   
 12428  USAZY61             0.171            0.000               0.0   
 12429  USAZY71             0.084            0.000               0.0   
 12430  USAZYI1            -0.054            0.000               0.0   
 12431  USAZYJ1             2.703            0.000               0.0   
 12432  USAZYK1             0.187            0.000               0.0   
 12433  USAZYM1            -0.010            0.000               0.0   
 12434  USAZYR1             0.273            0.000               0.0   
 12435  USAZYS1             0.523            0.000               0.0   
 12436  USAZYT1            -1.301            0.000               0.0   
 12437  USAZYV1             0.571            0.000               0.0   
 12438  USAZYX1             0.255            0.000               0.0   
 12439  USAZZ41             2.181            0.000               0.0   
 12440  USAZZ51             0.154            0.000               0.0   
 12441  USAZZ61             0.667            0.000               0.0   
 12442  USAZZ71             0.036            0.000               0.0   
 12443  USAZZ81             0.444            0.000               0.0   
 12444  USAZZ91             1.338            0.000               0.0   
 12445  USAZZA1             0.555            0.000               0.0   
 12446  USAZZB1             0.360            0.000               0.0   
 12447  USAZZD1            -0.049            0.000               0.0   
 12448  USAZZF1             2.710            0.000               0.0   
 12449  USAZZI1             0.236            0.000               0.0   
 12450  USAZZJ1            -1.912            0.000               0.0   
 12451  USAZZL1             0.727            0.000               0.0   
 12452  USAZZP1             0.034            0.000               0.0   
 12453  USAZZR1             0.377            0.000               0.0   
 12454  USAZZX1             0.380            0.000               0.0   
 12455  USAZZY1             1.523            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.845           0.000  ...           NaN          NaN   
 1            -1.847           0.000  ...           NaN          NaN   
 2            -1.886           0.000  ...           NaN       1396.0   
 3            -1.900           0.000  ...           NaN          NaN   
 4            -1.831           0.000  ...           NaN       1260.0   
 5            -1.560           0.000  ...           NaN        140.0   
 6            -1.835           0.000  ...           NaN          NaN   
 7            -1.815           0.000  ...           NaN          NaN   
 8            -0.971           0.000  ...           NaN          NaN   
 9            -1.939           0.862  ...           NaN      29000.0   
 10           -1.650           0.000  ...           NaN          NaN   
 11           -1.679           0.000  ...           NaN          NaN   
 12           -1.847           0.000  ...           NaN          NaN   
 13           -1.809           0.000  ...           NaN          NaN   
 14           -1.847           0.000  ...           NaN          NaN   
 15           -1.719           0.000  ...           NaN          NaN   
 16           -1.575           0.000  ...           NaN        980.0   
 17            0.059           0.000  ...           NaN      45651.0   
 18           -1.480           0.000  ...           NaN          NaN   
 19           -1.733           0.000  ...           NaN          NaN   
 20           -0.689           0.000  ...           NaN          NaN   
 21           -1.656           1.000  ...           NaN          NaN   
 22           -1.352           0.000  ...           NaN          NaN   
 23           -1.718           0.000  ...           NaN       1350.0   
 24           -1.561           0.000  ...           NaN          NaN   
 25           -1.703           0.000  ...           NaN          NaN   
 26           -1.846           0.000  ...           NaN          NaN   
 27           -1.230           0.000  ...           NaN        350.0   
 28           -1.224           0.000  ...           NaN       1161.0   
 29           -1.617           0.000  ...           NaN        410.0   
 ...             ...             ...  ...           ...          ...   
 12426        -1.847           0.000  ...           NaN          NaN   
 12427        -0.632           0.000  ...           NaN          NaN   
 12428        -0.946           0.000  ...           NaN          NaN   
 12429         0.146           0.000  ...           NaN        180.0   
 12430        -1.328           0.000  ...           NaN      15000.0   
 12431        -0.397           0.000  ...           NaN       4000.0   
 12432        -0.186           0.000  ...           NaN       1200.0   
 12433        -1.209           0.000  ...           NaN          NaN   
 12434        -0.268           0.000  ...           NaN      73532.0   
 12435        -0.380           0.000  ...           NaN          NaN   
 12436        -0.200           0.000  ...           NaN      17050.0   
 12437         0.232           0.000  ...           NaN          NaN   
 12438        -1.845           0.000  ...           NaN       2100.0   
 12439        -1.626           0.000  ...           NaN      77400.0   
 12440        -0.803           0.000  ...           NaN          NaN   
 12441         0.352           0.000  ...           NaN      50680.0   
 12442        -1.186           0.000  ...           NaN          NaN   
 12443        -1.525           1.000  ...           NaN      25600.0   
 12444         0.571           0.000  ...           NaN          NaN   
 12445        -0.195           0.000  ...           NaN          NaN   
 12446        -0.895           0.000  ...           NaN          NaN   
 12447        -0.068           0.000  ...           NaN   23423870.0   
 12448         0.421           0.000  ...           NaN       2105.0   
 12449        -0.972           1.000  ...           NaN          NaN   
 12450         0.712           0.000  ...           NaN          0.0   
 12451        -0.244           0.000  ...           NaN       6600.0   
 12452        -0.655           1.000  ...           NaN          NaN   
 12453        -0.461           0.000  ...           NaN          NaN   
 12454         0.336           0.000  ...           NaN     225000.0   
 12455         0.363           0.000  ...           NaN      79500.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.267219e+10  0.163079   14.699446   10.140063   
 1             NaN     6.722125e+09  0.000000   17.156107   12.376631   
 2             NaN     6.597350e+10  2.455146   25.718403   21.936181   
 3             NaN     3.154110e+10  2.091467   22.061294   20.062301   
 4             NaN     5.117935e+10  2.459893   26.385716   22.508199   
 5             NaN     1.737078e+11  0.441241   20.039552   16.742090   
 6             NaN     1.206737e+10  6.634078   20.656639   14.222405   
 7             NaN     7.461415e+10  0.000000   21.116005   14.964245   
 8             NaN     1.505693e+10  0.618876   42.350614   32.910538   
 9             NaN     4.103112e+10  1.961962   18.471063   14.101463   
 10            NaN     2.921280e+10  0.000000   42.697370   32.223668   
 11            NaN     2.584478e+10  1.355276   14.830744   11.797029   
 12            NaN     7.114973e+09  2.249924   16.078053   11.279162   
 13            NaN     2.005430e+10  1.282051   23.635387   20.183711   
 14            NaN     1.333002e+10  1.160542   14.914544   10.224838   
 15            NaN     4.198039e+10  1.549787   26.043086   22.954527   
 16            NaN     4.198039e+10  1.549787   28.779172   26.061179   
 17            NaN     1.883404e+10  0.274160   25.013734   20.534749   
 18            NaN     2.769407e+10  2.038533   28.598685   25.727974   
 19            NaN     1.185833e+11  2.982849   27.949074   23.064110   
 20            NaN     1.320519e+11  0.000000   36.577603   32.057482   
 21            NaN     9.961927e+10  2.496879   28.136791   25.019878   
 22            NaN     1.557450e+10  0.000000   33.541057   31.316917   
 23            NaN     9.249266e+10  0.000000   19.876910   15.688316   
 24            NaN     4.406114e+10  3.271028   24.009375   20.621712   
 25            NaN     3.068699e+10  0.000000   23.220847   19.532824   
 26            NaN     9.816379e+09  1.551831   12.735883    9.070068   
 27            NaN     9.816379e+09  1.551831   32.725400   30.813692   
 28            NaN     6.536599e+10  3.280757   21.870496   19.100647   
 29            NaN     3.624810e+11  2.382370   22.216174   19.701352   
 ...           ...              ...       ...         ...         ...   
 12426         NaN     5.056250e+06       NaN   21.915183   16.094620   
 12427         NaN     1.017175e+07  0.000000   72.675755   70.552172   
 12428         NaN     2.231800e+06  0.000000   65.975483   63.291637   
 12429       89.46     4.904000e+05  0.000000   85.283513   81.971037   
 12430     9610.38     2.036000e+06  0.000000   88.823690   86.746552   
 12431      395.45     5.412600e+07       NaN   83.753348   81.116162   
 12432      333.48     6.832300e+03       NaN   66.893013   63.339891   
 12433         NaN     1.513400e+06       NaN   65.044369   62.435876   
 12434    37156.66     1.479880e+07  0.000000   98.893018   96.697837   
 12435         NaN     5.030700e+01  0.000000   41.096990   34.630991   
 12436    58042.03     2.762375e+07  0.000000  127.368154  125.868604   
 12437         NaN     1.669360e+06  0.000000  162.759929  160.916550   
 12438    31374.09     6.386160e+07  2.017756   38.472871   34.227100   
 12439     2693.31     1.902450e+06       NaN  101.183300   99.495864   
 12440         NaN     2.224200e+05  0.000000   59.993085   56.535232   
 12441      176.84     1.668300e+06  0.000000  156.365564  154.600274   
 12442         NaN     3.578760e+06  0.000000   74.293810   71.709639   
 12443  1752459.41     2.942151e+10  4.956305   22.638156   18.571467   
 12444         NaN     1.591600e+03  0.000000   55.678237   47.106308   
 12445         NaN     1.956780e+06  0.000000   83.242063   80.385294   
 12446         NaN     2.538600e+06  0.000000   44.372968   38.700923   
 12447    31891.39     5.193720e+05       NaN   81.375991   78.467221   
 12448    21277.07     3.195660e+07       NaN   88.889884   84.620463   
 12449         NaN     4.230000e+05  0.000000   72.540685   69.974285   
 12450         NaN     9.895787e+06  0.000000  105.599390  101.341133   
 12451     9656.82     3.296370e+07  0.000000   69.929925   67.047513   
 12452         NaN     6.395100e+06       NaN   77.330737   74.593201   
 12453         NaN     3.367200e+05       NaN   34.335774   28.536570   
 12454      533.52     8.779120e+05  0.000000  182.107226  180.371139   
 12455  2793014.73     8.220536e+08  0.607211   42.853754   32.558371   
 
        HistBeta  PredBeta  DataDate  
 0      0.000651  0.113446  20041006  
 1     -0.000092  0.069214  20041006  
 2     -0.021360  0.051343  20041006  
 3     -0.029042  0.251316  20041006  
 4      0.008539  0.108244  20041006  
 5      0.154716  0.481746  20041006  
 6      0.005955  0.041524  20041006  
 7      0.017280 -0.005988  20041006  
 8      0.472728  0.931914  20041006  
 9     -0.050155 -0.013061  20041006  
 10     0.106003  0.536264  20041006  
 11     0.090172  0.232980  20041006  
 12    -0.000092  0.043116  20041006  
 13     0.020472  0.174096  20041006  
 14    -0.000092  0.036653  20041006  
 15     0.068612  0.297874  20041006  
 16     0.146642  0.359023  20041006  
 17     1.028658  1.075323  20041006  
 18     0.197604  0.386425  20041006  
 19     0.061127  0.269078  20041006  
 20     0.625011  0.802035  20041006  
 21     0.102804  0.263496  20041006  
 22     0.266666  0.532971  20041006  
 23     0.069225  0.305704  20041006  
 24     0.153937  0.408015  20041006  
 25     0.077241  0.300819  20041006  
 26     0.000338  0.153591  20041006  
 27     0.332594  0.515969  20041006  
 28     0.336178  0.416409  20041006  
 29     0.123804  0.288907  20041006  
 ...         ...       ...       ...  
 12426 -0.000092  0.063525  20041006  
 12427  0.655800  0.784500  20041006  
 12428  0.485964  0.852218  20041006  
 12429  1.075689  1.346960  20041006  
 12430  0.279931  0.731755  20041006  
 12431  0.782464  1.148859  20041006  
 12432  0.896099  1.290732  20041006  
 12433  0.344299  0.627366  20041006  
 12434  0.852014  1.119256  20041006  
 12435  0.791775  1.223377  20041006  
 12436  0.888726  1.113221  20041006  
 12437  1.122001  1.472339  20041006  
 12438  0.000673  0.225609  20041006  
 12439  0.119187  0.519427  20041006  
 12440  0.563126  0.898730  20041006  
 12441  1.186685  1.373757  20041006  
 12442  0.356383  0.794499  20041006  
 12443  0.173756  0.234824  20041006  
 12444  1.305055  1.542976  20041006  
 12445  0.891256  1.224283  20041006  
 12446  0.513794  0.926710  20041006  
 12447  0.959759  1.276710  20041006  
 12448  1.224001  1.638690  20041006  
 12449  0.471903  0.665138  20041006  
 12450  1.380975  1.631353  20041006  
 12451  0.865063  1.131436  20041006  
 12452  0.642907  0.842641  20041006  
 12453  0.747633  1.096885  20041006  
 12454  1.178093  1.482661  20041006  
 12455  1.192556  1.275690  20041006  
 
 [12456 rows x 92 columns],
 '20041007':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.253            0.000               0.0   
 1      USA0011            -0.159            0.000               0.0   
 2      USA0031            -1.166            0.000               0.0   
 3      USA0062             0.154            0.430               0.0   
 4      USA00E2            -1.010            0.000               0.0   
 5      USA00F1             0.202            0.000               0.0   
 6      USA00G2             0.019            0.000               0.0   
 7      USA00H1            -1.225            0.000               0.0   
 8      USA00I1             0.903            0.000               0.0   
 9      USA00J1            -0.314            0.000               0.0   
 10     USA00K1             0.950            0.000               0.0   
 11     USA00P1             0.082            0.000               0.0   
 12     USA00R1            -0.200            0.000               0.0   
 13     USA00S1             0.170            0.000               0.0   
 14     USA00V1            -0.597            0.000               0.0   
 15     USA0131            -0.061            1.000               0.0   
 16     USA0161            -1.358            1.000               0.0   
 17     USA01I1            -0.684            0.000               0.0   
 18     USA01J2             0.054            0.000               0.0   
 19     USA01L1            -0.149            0.000               0.0   
 20     USA01P1             0.126            0.000               0.0   
 21     USA01Q1            -0.262            0.000               0.0   
 22     USA0202             0.080            0.000               0.0   
 23     USA0231             0.353            0.000               0.0   
 24     USA0281            -0.242            0.000               0.0   
 25     USA0291             0.290            0.000               0.0   
 26     USA02A1             0.177            0.000               0.0   
 27     USA02B1            -1.301            0.000               0.0   
 28     USA02H1             0.293            0.000               0.0   
 29     USA02P1             0.036            0.143               0.0   
 ...        ...               ...              ...               ...   
 12429  USAZY41            -0.787            0.000               0.0   
 12430  USAZY51            -0.850            0.000               0.0   
 12431  USAZY61            -0.719            0.000               0.0   
 12432  USAZY71            -1.072            0.000               0.0   
 12433  USAZYI1            -0.193            0.000               0.0   
 12434  USAZYJ1            -2.401            0.000               0.0   
 12435  USAZYK1            -0.594            0.000               0.0   
 12436  USAZYM1            -0.498            0.000               0.0   
 12437  USAZYR1            -2.699            0.000               0.0   
 12438  USAZYS1            -0.459            0.000               0.0   
 12439  USAZYT1             0.385            0.000               0.0   
 12440  USAZYV1            -0.882            0.000               0.0   
 12441  USAZYX1            -0.400            0.000               0.0   
 12442  USAZZ41            -0.397            0.000               0.0   
 12443  USAZZ51            -0.517            0.000               0.0   
 12444  USAZZ61            -1.076            0.000               0.0   
 12445  USAZZ71            -2.348            0.000               0.0   
 12446  USAZZ81             0.542            0.000               0.0   
 12447  USAZZ91            -1.448            0.000               0.0   
 12448  USAZZA1             2.772            0.000               0.0   
 12449  USAZZB1            -0.220            0.000               0.0   
 12450  USAZZD1            -1.064            0.000               0.0   
 12451  USAZZF1            -0.781            0.000               0.0   
 12452  USAZZI1            -0.941            0.000               0.0   
 12453  USAZZJ1             0.675            0.000               0.0   
 12454  USAZZL1             0.789            0.000               0.0   
 12455  USAZZP1            -1.235            0.000               0.0   
 12456  USAZZR1            -0.425            0.000               0.0   
 12457  USAZZX1            -0.782            0.000               0.0   
 12458  USAZZY1            -0.904            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 12456               0.0              0.0           0.0          0.000   
 12457               0.0              0.0           0.0          0.000   
 12458               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.858           0.000  ...           NaN          NaN   
 1            -1.859           0.000  ...           NaN          NaN   
 2            -1.898           0.000  ...           NaN       1396.0   
 3            -1.905           0.000  ...           NaN          NaN   
 4            -1.843           0.000  ...           NaN       1260.0   
 5            -1.580           0.000  ...           NaN          7.0   
 6            -1.846           0.000  ...           NaN          NaN   
 7            -1.828           0.000  ...           NaN          NaN   
 8            -1.003           0.000  ...           NaN          NaN   
 9            -1.948           0.862  ...           NaN      29000.0   
 10           -1.672           0.000  ...           NaN          NaN   
 11           -1.692           0.000  ...           NaN          NaN   
 12           -1.859           0.000  ...           NaN          NaN   
 13           -1.819           0.000  ...           NaN          NaN   
 14           -1.859           0.000  ...           NaN          NaN   
 15           -1.727           0.000  ...           NaN          NaN   
 16           -1.648           0.000  ...           NaN       1662.0   
 17            0.027           0.000  ...           NaN      45651.0   
 18           -1.495           0.000  ...           NaN          NaN   
 19           -1.741           0.000  ...           NaN          NaN   
 20           -0.726           0.000  ...           NaN          NaN   
 21           -1.678           1.000  ...           NaN          NaN   
 22           -1.371           0.000  ...           NaN          NaN   
 23           -1.731           0.000  ...           NaN       1350.0   
 24           -1.577           0.000  ...           NaN          NaN   
 25           -1.720           0.000  ...           NaN          NaN   
 26           -1.858           0.000  ...           NaN          NaN   
 27           -1.302           0.000  ...           NaN        100.0   
 28           -1.250           0.000  ...           NaN       1161.0   
 29           -1.630           0.000  ...           NaN        410.0   
 ...             ...             ...  ...           ...          ...   
 12429        -1.859           0.000  ...           NaN          NaN   
 12430        -0.637           0.000  ...           NaN          NaN   
 12431        -0.958           0.000  ...           NaN          NaN   
 12432         0.140           0.000  ...           NaN        500.0   
 12433        -1.344           0.000  ...           NaN      23000.0   
 12434        -0.607           0.000  ...           NaN        500.0   
 12435        -0.194           0.000  ...           NaN      12700.0   
 12436        -1.227           0.000  ...           NaN          NaN   
 12437        -0.399           0.000  ...           NaN      80280.0   
 12438        -0.393           0.000  ...           NaN          NaN   
 12439        -0.185           0.000  ...           NaN      62550.0   
 12440         0.220           0.000  ...           NaN          NaN   
 12441        -1.834           0.000  ...           NaN       2700.0   
 12442        -1.642           0.000  ...           NaN        250.0   
 12443        -0.814           0.000  ...           NaN          NaN   
 12444         0.343           0.000  ...           NaN      48670.0   
 12445        -1.546           0.000  ...           NaN     100000.0   
 12446        -1.468           1.000  ...           NaN      28400.0   
 12447         0.568           0.000  ...           NaN          NaN   
 12448        -0.150           0.000  ...           NaN       1275.0   
 12449        -0.897           0.000  ...           NaN          NaN   
 12450        -0.075           0.000  ...           NaN   17679650.0   
 12451         0.408           0.000  ...           NaN      10818.0   
 12452        -0.986           1.000  ...           NaN          NaN   
 12453         0.740           0.000  ...           NaN          0.0   
 12454        -0.211           0.000  ...           NaN       1850.0   
 12455        -0.659           1.000  ...           NaN          NaN   
 12456        -0.471           0.000  ...           NaN          NaN   
 12457         0.324           0.000  ...           NaN       7416.0   
 12458         0.410           0.000  ...           NaN      86700.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.180982e+10  0.163079   14.437756   10.064286   
 1             NaN     6.601063e+09  0.000000   16.859555   12.181948   
 2             NaN     6.461338e+10  2.455146   25.729779   21.889003   
 3             NaN     3.066472e+10  2.091467   21.890288   19.793478   
 4             NaN     5.019256e+10  2.459893   26.290508   22.367700   
 5             NaN     1.742555e+11  0.441241   19.595798   16.472496   
 6             NaN     1.194034e+10  6.634078   20.221863   13.999764   
 7             NaN     7.329240e+10  0.000000   21.445959   15.317151   
 8             NaN     1.488028e+10  0.618876   41.644373   32.421546   
 9             NaN     4.058880e+10  1.961962   18.168477   13.953845   
 10            NaN     2.907724e+10  0.000000   41.968578   31.770564   
 11            NaN     2.528384e+10  1.355276   14.886881   11.616283   
 12            NaN     7.043172e+09  2.249924   15.765887   11.111395   
 13            NaN     1.988443e+10  1.282051   23.192311   19.867041   
 14            NaN     1.299822e+10  1.160542   14.840471   10.282497   
 15            NaN     4.114656e+10  1.549787   25.586771   22.581654   
 16            NaN     4.114656e+10  1.549787   28.659996   25.957201   
 17            NaN     1.849403e+10  0.274160   25.158947   20.362055   
 18            NaN     2.735217e+10  2.038533   28.120919   25.337906   
 19            NaN     1.181767e+11  2.982849   27.409283   22.717683   
 20            NaN     1.293473e+11  0.000000   36.114962   31.601915   
 21            NaN     9.771944e+10  2.496879   27.715902   24.679134   
 22            NaN     1.440813e+10  0.000000   33.062694   30.811686   
 23            NaN     9.138254e+10  0.000000   19.501672   15.435917   
 24            NaN     4.360103e+10  3.271028   23.681528   20.358273   
 25            NaN     2.988836e+10  0.000000   22.843785   19.225170   
 26            NaN     9.819246e+09  1.551831   12.546006    8.935665   
 27            NaN     9.819246e+09  1.551831   32.483548   30.570453   
 28            NaN     6.686810e+10  3.280757   21.529367   18.715483   
 29            NaN     3.579473e+11  2.382370   21.892951   19.399297   
 ...           ...              ...       ...         ...         ...   
 12429         NaN     5.056250e+06       NaN   21.603668   15.976960   
 12430         NaN     1.017175e+07  0.000000   71.538863   69.378157   
 12431         NaN     2.231800e+06  0.000000   65.374964   62.677837   
 12432       89.50     4.904000e+05  0.000000   84.651782   81.272883   
 12433     9777.65     2.036000e+06  0.000000   87.144943   85.073586   
 12434      436.36     6.495120e+07       NaN   79.763645   77.242476   
 12435      333.54     6.832300e+03       NaN   66.892114   63.255499   
 12436         NaN     1.513400e+06       NaN   64.546946   61.995295   
 12437    38649.25     1.590871e+07  0.000000   98.351860   96.197011   
 12438         NaN     5.030700e+01  0.000000   40.825369   34.192875   
 12439    58596.76     2.712150e+07  0.000000  125.599559  124.018203   
 12440         NaN     1.669360e+06  0.000000  160.614631  158.716019   
 12441    32638.23     6.360200e+07  2.017756   37.796191   33.702054   
 12442     2693.93     1.902450e+06       NaN   99.532649   97.961564   
 12443         NaN     2.224200e+05  0.000000   59.130784   55.682044   
 12444      161.62     1.668300e+06  0.000000  154.337415  152.487655   
 12445      584.55     7.276812e+06  0.000000   72.895794   70.509247   
 12446  1742462.00     2.888015e+10  4.956305   21.856155   17.836334   
 12447         NaN     1.591600e+03  0.000000   55.337919   46.698908   
 12448     9082.62     1.848070e+06  0.000000   82.901798   79.723625   
 12449         NaN     2.538600e+06  0.000000   43.818327   38.124712   
 12450    30837.74     5.193720e+05       NaN   81.301947   78.358576   
 12451    21508.46     3.195660e+07       NaN   86.592764   82.304576   
 12452         NaN     4.230000e+05  0.000000   71.412319   68.840373   
 12453         NaN     9.652119e+06  0.000000  104.244618   99.784213   
 12454     7388.52     3.210750e+07  0.000000   69.053822   65.971050   
 12455         NaN     6.395100e+06       NaN   76.533021   73.749350   
 12456         NaN     3.367200e+05       NaN   34.125475   28.152819   
 12457      534.94     8.779120e+05  0.000000  179.788718  178.001506   
 12458  2660687.59     8.038337e+08  0.607211   42.721202   32.143691   
 
        HistBeta  PredBeta  DataDate  
 0      0.000695  0.108690  20041007  
 1     -0.000049  0.067696  20041007  
 2     -0.020577  0.058189  20041007  
 3     -0.024321  0.227734  20041007  
 4      0.008588  0.118043  20041007  
 5      0.149600  0.449550  20041007  
 6      0.007012  0.051418  20041007  
 7      0.016552 -0.011164  20041007  
 8      0.458761  0.885425  20041007  
 9     -0.047745 -0.003229  20041007  
 10     0.100586  0.556652  20041007  
 11     0.089639  0.215137  20041007  
 12    -0.000049  0.056126  20041007  
 13     0.021682  0.188603  20041007  
 14    -0.000049  0.037336  20041007  
 15     0.070792  0.306046  20041007  
 16     0.113256  0.309072  20041007  
 17     1.011314  1.047585  20041007  
 18     0.195090  0.392354  20041007  
 19     0.063533  0.251342  20041007  
 20     0.607622  0.784142  20041007  
 21     0.097020  0.260296  20041007  
 22     0.261610  0.526728  20041007  
 23     0.068617  0.309675  20041007  
 24     0.151079  0.397517  20041007  
 25     0.074373  0.295775  20041007  
 26     0.000555  0.163160  20041007  
 27     0.298768  0.480539  20041007  
 28     0.326498  0.416863  20041007  
 29     0.123103  0.295706  20041007  
 ...         ...       ...       ...  
 12429 -0.000049  0.060830  20041007  
 12430  0.655064  0.770366  20041007  
 12431  0.483023  0.835994  20041007  
 12432  1.071581  1.316649  20041007  
 12433  0.276134  0.722398  20041007  
 12434  0.671213  0.992842  20041007  
 12435  0.892384  1.265211  20041007  
 12436  0.338823  0.615136  20041007  
 12437  0.782838  1.002056  20041007  
 12438  0.785915  1.200590  20041007  
 12439  0.897633  1.145044  20041007  
 12440  1.114635  1.432293  20041007  
 12441  0.013735  0.229456  20041007  
 12442  0.116503  0.464753  20041007  
 12443  0.560296  0.879776  20041007  
 12444  1.180519  1.334554  20041007  
 12445  0.167761  0.591070  20041007  
 12446  0.209686  0.277019  20041007  
 12447  1.301302  1.489351  20041007  
 12448  0.916461  1.288788  20041007  
 12449  0.516016  0.918742  20041007  
 12450  0.956351  1.250786  20041007  
 12451  1.215271  1.562293  20041007  
 12452  0.467895  0.649477  20041007  
 12453  1.393405  1.684899  20041007  
 12454  0.883702  1.153776  20041007  
 12455  0.643516  0.821472  20041007  
 12456  0.744126  1.078275  20041007  
 12457  1.170195  1.455630  20041007  
 12458  1.216509  1.275813  20041007  
 
 [12459 rows x 92 columns],
 '20041008':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.471            0.000               0.0   
 1      USA0011             0.593            0.000               0.0   
 2      USA0031            -0.229            0.000               0.0   
 3      USA0062            -0.375            0.430               0.0   
 4      USA00E2            -0.198            0.000               0.0   
 5      USA00F1            -0.228            0.000               0.0   
 6      USA00G2             0.166            0.000               0.0   
 7      USA00H1            -0.120            0.000               0.0   
 8      USA00I1            -2.745            0.000               0.0   
 9      USA00J1             0.257            0.000               0.0   
 10     USA00K1            -1.956            0.000               0.0   
 11     USA00P1            -0.479            0.000               0.0   
 12     USA00R1            -0.400            0.000               0.0   
 13     USA00S1             1.075            0.000               0.0   
 14     USA00V1            -0.248            0.000               0.0   
 15     USA0131            -0.637            1.000               0.0   
 16     USA0161             1.728            1.000               0.0   
 17     USA01I1            -0.945            0.000               0.0   
 18     USA01J2            -0.702            0.000               0.0   
 19     USA01L1            -2.274            0.000               0.0   
 20     USA01P1             0.611            0.000               0.0   
 21     USA01Q1             0.122            0.000               0.0   
 22     USA0202            -0.416            0.000               0.0   
 23     USA0231            -1.398            0.000               0.0   
 24     USA0281             0.094            0.000               0.0   
 25     USA0291            -0.739            0.000               0.0   
 26     USA02A1            -0.281            0.000               0.0   
 27     USA02B1            -1.658            0.000               0.0   
 28     USA02H1            -0.214            0.000               0.0   
 29     USA02P1             0.400            0.143               0.0   
 ...        ...               ...              ...               ...   
 12428  USAZY41            -0.285            0.000               0.0   
 12429  USAZY51            -0.897            0.000               0.0   
 12430  USAZY61             0.100            0.000               0.0   
 12431  USAZY71            -1.521            0.000               0.0   
 12432  USAZYI1             2.810            0.000               0.0   
 12433  USAZYJ1            -0.510            0.000               0.0   
 12434  USAZYK1            -1.437            0.000               0.0   
 12435  USAZYM1            -0.446            0.000               0.0   
 12436  USAZYR1            -2.745            0.000               0.0   
 12437  USAZYS1            -1.319            0.000               0.0   
 12438  USAZYT1             1.990            0.000               0.0   
 12439  USAZYV1             2.671            0.000               0.0   
 12440  USAZYX1             0.894            0.000               0.0   
 12441  USAZZ41            -0.228            0.000               0.0   
 12442  USAZZ51            -1.108            0.000               0.0   
 12443  USAZZ61            -1.479            0.000               0.0   
 12444  USAZZ71            -0.853            0.000               0.0   
 12445  USAZZ81            -0.604            0.000               0.0   
 12446  USAZZ91            -0.792            0.000               0.0   
 12447  USAZZA1            -1.271            0.000               0.0   
 12448  USAZZB1            -0.900            0.000               0.0   
 12449  USAZZD1            -2.745            0.000               0.0   
 12450  USAZZF1            -2.745            0.000               0.0   
 12451  USAZZI1            -0.040            0.000               0.0   
 12452  USAZZJ1            -2.745            0.000               0.0   
 12453  USAZZL1            -2.745            0.000               0.0   
 12454  USAZZP1            -0.265            0.000               0.0   
 12455  USAZZR1            -1.320            0.000               0.0   
 12456  USAZZX1            -1.823            0.000               0.0   
 12457  USAZZY1             0.718            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 12456               0.0              0.0           0.0          0.000   
 12457               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.839           0.000  ...           NaN          NaN   
 1            -1.841           0.000  ...           NaN          NaN   
 2            -1.877           0.000  ...           NaN       1396.0   
 3            -1.880           0.000  ...           NaN          NaN   
 4            -1.829           0.000  ...           NaN       1260.0   
 5            -1.568           0.000  ...           NaN          7.0   
 6            -1.824           0.000  ...           NaN          NaN   
 7            -1.828           0.000  ...           NaN          NaN   
 8            -1.111           0.000  ...           NaN       9915.0   
 9            -1.935           0.862  ...           NaN      29000.0   
 10           -1.659           0.000  ...           NaN          NaN   
 11           -1.678           0.000  ...           NaN          NaN   
 12           -1.841           0.000  ...           NaN          NaN   
 13           -1.750           0.000  ...           NaN        700.0   
 14           -1.841           0.000  ...           NaN          NaN   
 15           -1.706           0.000  ...           NaN          NaN   
 16           -1.541           0.000  ...           NaN        310.0   
 17            0.014           0.000  ...           NaN      45651.0   
 18           -1.480           0.000  ...           NaN          NaN   
 19           -1.940           0.000  ...           NaN      19055.0   
 20           -0.679           0.000  ...           NaN     147250.0   
 21           -1.666           1.000  ...           NaN          NaN   
 22           -1.358           0.000  ...           NaN          NaN   
 23           -1.743           0.000  ...           NaN      48600.0   
 24           -1.564           0.000  ...           NaN          NaN   
 25           -1.717           0.000  ...           NaN          NaN   
 26           -1.839           0.000  ...           NaN          NaN   
 27           -1.317           0.000  ...           NaN         75.0   
 28           -1.240           0.000  ...           NaN       1161.0   
 29           -1.597           0.000  ...           NaN      44200.0   
 ...             ...             ...  ...           ...          ...   
 12428        -1.841           0.000  ...           NaN          NaN   
 12429        -0.623           0.000  ...           NaN          NaN   
 12430        -0.940           0.000  ...           NaN          NaN   
 12431         0.146           0.000  ...           NaN        180.0   
 12432        -1.222           0.000  ...           NaN      15000.0   
 12433        -0.594           0.000  ...           NaN          NaN   
 12434        -0.190           0.000  ...           NaN      24827.0   
 12435        -1.209           0.000  ...           NaN          NaN   
 12436        -0.413           0.000  ...           NaN      66175.0   
 12437        -0.384           0.000  ...           NaN          NaN   
 12438        -0.144           0.000  ...           NaN      94266.0   
 12439         0.441           0.000  ...           NaN     194651.0   
 12440        -1.812           0.000  ...           NaN          NaN   
 12441        -1.631           0.000  ...           NaN      13000.0   
 12442        -0.794           0.000  ...           NaN          NaN   
 12443         0.341           0.000  ...           NaN      22885.0   
 12444        -1.517           0.000  ...           NaN          NaN   
 12445        -1.493           1.000  ...           NaN      13500.0   
 12446         0.557           0.000  ...           NaN          NaN   
 12447        -0.141           0.000  ...           NaN          NaN   
 12448        -0.875           0.000  ...           NaN          NaN   
 12449        -0.259           0.000  ...           NaN   23756870.0   
 12450         0.322           0.000  ...           NaN      33200.0   
 12451        -0.975           1.000  ...           NaN          NaN   
 12452         0.672           0.000  ...           NaN          0.0   
 12453        -0.301           0.000  ...           NaN       2500.0   
 12454        -0.646           1.000  ...           NaN          NaN   
 12455        -0.456           0.000  ...           NaN          NaN   
 12456         0.322           0.000  ...           NaN     269200.0   
 12457         0.410           0.000  ...           NaN      88200.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.144883e+10  0.163079   14.003655    9.651236   
 1             NaN     6.703009e+09  0.000000   16.345788   11.721541   
 2             NaN     6.383170e+10  2.455146   24.724710   20.984357   
 3             NaN     3.071627e+10  2.091467   21.166624   19.056923   
 4             NaN     5.008588e+10  2.459893   25.216654   21.333122   
 5             NaN     1.744903e+11  0.441241   19.053566   15.838569   
 6             NaN     1.205149e+10  6.634078   19.535295   13.421037   
 7             NaN     7.213910e+10  0.000000   20.741599   14.681001   
 8             NaN     1.452321e+10  0.618876   41.438837   32.500490   
 9             NaN     4.074964e+10  1.961962   17.591639   13.396256   
 10            NaN     2.746749e+10  0.000000   40.995450   30.737651   
 11            NaN     2.459890e+10  1.355276   14.461705   11.210364   
 12            NaN     6.964743e+09  2.249924   15.285659   10.670812   
 13            NaN     1.947391e+10  1.282051   22.450739   19.164641   
 14            NaN     1.286652e+10  1.160542   14.372533    9.888418   
 15            NaN     4.016841e+10  1.549787   24.819001   21.724437   
 16            NaN     4.016841e+10  1.549787   27.873439   25.078185   
 17            NaN     1.830466e+10  0.274160   24.617329   19.621627   
 18            NaN     2.718122e+10  2.038533   27.133256   24.330907   
 19            NaN     1.183265e+11  2.982849   29.860801   25.443248   
 20            NaN     1.269808e+11  0.000000   34.996979   30.289220   
 21            NaN     9.742716e+10  2.496879   26.729491   23.643776   
 22            NaN     1.406508e+10  0.000000   31.918999   29.580461   
 23            NaN     9.085272e+10  0.000000   19.156631   15.178744   
 24            NaN     4.347100e+10  3.271028   22.837956   19.515553   
 25            NaN     2.940434e+10  0.000000   22.208022   18.549755   
 26            NaN     9.698870e+09  1.551831   12.239009    8.682056   
 27            NaN     9.698870e+09  1.551831   31.409753   29.398415   
 28            NaN     6.691656e+10  3.280757   20.746367   17.933427   
 29            NaN     3.557332e+11  2.382370   21.168690   18.612202   
 ...           ...              ...       ...         ...         ...   
 12428         NaN     5.056250e+06       NaN   20.909368   15.310690   
 12429         NaN     1.017175e+07  0.000000   68.022438   65.804654   
 12430         NaN     2.231800e+06  0.000000   63.414061   60.672118   
 12431       89.67     4.904000e+05  0.000000   81.825680   78.328876   
 12432     9765.83     1.781500e+06  0.000000   86.456332   84.282174   
 12433         NaN     6.495120e+07       NaN   77.649114   75.167985   
 12434      331.39     6.832300e+03       NaN   65.224901   61.419083   
 12435         NaN     1.513400e+06       NaN   62.487445   59.884045   
 12436    38871.84     1.627868e+07  0.000000   95.048654   92.806410   
 12437         NaN     5.030700e+01  0.000000   39.880218   33.079487   
 12438    59360.91     2.611700e+07  0.000000  121.576279  119.846212   
 12439      533.67     1.049312e+06  0.000000  159.447248  157.285721   
 12440         NaN     6.360200e+07  2.017756   36.491009   32.330098   
 12441     2725.62     1.902450e+06       NaN   96.006916   94.412811   
 12442         NaN     2.224200e+05  0.000000   57.122230   53.524782   
 12443      164.68     1.668300e+06  0.000000  149.070939  147.137032   
 12444         NaN     7.276812e+06  0.000000   71.068698   68.818865   
 12445  1740895.41     2.942375e+10  4.956305   22.235157   18.497812   
 12446         NaN     1.591600e+03  0.000000   53.615198   44.876407   
 12447         NaN     1.848070e+06  0.000000   80.540032   77.442890   
 12448         NaN     2.538600e+06  0.000000   42.524654   36.682377   
 12449    32057.54     1.038744e+06       NaN   77.340023   74.435244   
 12450    23273.27     3.477630e+07       NaN   84.322656   80.010709   
 12451         NaN     4.230000e+05  0.000000   68.774184   66.186370   
 12452         NaN     9.903178e+06  0.000000  100.785195   96.288247   
 12453     7843.07     3.424800e+07  0.000000   67.968675   65.001106   
 12454         NaN     6.395100e+06       NaN   73.999557   71.195376   
 12455         NaN     3.367200e+05       NaN   33.550293   27.350136   
 12456      573.51     8.779120e+05  0.000000  174.537496  172.687072   
 12457  2535571.55     7.973487e+08  0.607211   41.653249   30.862126   
 
        HistBeta  PredBeta  DataDate  
 0      0.000730  0.130041  20041008  
 1     -0.000018  0.089516  20041008  
 2     -0.019610  0.081813  20041008  
 3     -0.021320  0.235359  20041008  
 4      0.006084  0.139389  20041008  
 5      0.147134  0.455781  20041008  
 6      0.009173  0.065058  20041008  
 7      0.006908 -0.008647  20041008  
 8      0.394296  0.781459  20041008  
 9     -0.050867  0.009248  20041008  
 10     0.098005  0.521301  20041008  
 11     0.087845  0.214435  20041008  
 12    -0.000018  0.061406  20041008  
 13     0.048688  0.247074  20041008  
 14    -0.000018  0.051055  20041008  
 15     0.072811  0.308256  20041008  
 16     0.161847  0.410752  20041008  
 17     1.001899  1.034412  20041008  
 18     0.194667  0.399059  20041008  
 19    -0.053693  0.179795  20041008  
 20     0.627335  0.819206  20041008  
 21     0.094095  0.271391  20041008  
 22     0.260648  0.533505  20041008  
 23     0.052797  0.274583  20041008  
 24     0.149645  0.408231  20041008  
 25     0.066970  0.286025  20041008  
 26     0.000699  0.168460  20041008  
 27     0.282892  0.465724  20041008  
 28     0.324560  0.417926  20041008  
 29     0.131703  0.321399  20041008  
 ...         ...       ...       ...  
 12428 -0.000018  0.076072  20041008  
 12429  0.657708  0.786726  20041008  
 12430  0.486303  0.851959  20041008  
 12431  1.073248  1.307092  20041008  
 12432  0.334363  0.818844  20041008  
 12433  0.673314  0.943126  20041008  
 12434  0.891468  1.258832  20041008  
 12435  0.341305  0.637935  20041008  
 12436  0.770970  0.941629  20041008  
 12437  0.786733  1.172362  20041008  
 12438  0.916444  1.209115  20041008  
 12439  1.232517  1.598095  20041008  
 12440  0.015553  0.260999  20041008  
 12441  0.113390  0.488571  20041008  
 12442  0.565357  0.885663  20041008  
 12443  1.178495  1.331818  20041008  
 12444  0.174926  0.531789  20041008  
 12445  0.187514  0.249549  20041008  
 12446  1.294987  1.475954  20041008  
 12447  0.918065  1.226208  20041008  
 12448  0.521555  0.918162  20041008  
 12449  0.854198  1.137714  20041008  
 12450  1.168159  1.485827  20041008  
 12451  0.467635  0.670551  20041008  
 12452  1.357210  1.587351  20041008  
 12453  0.831669  1.053528  20041008  
 12454  0.645432  0.844720  20041008  
 12455  0.747684  1.072602  20041008  
 12456  1.168395  1.441643  20041008  
 12457  1.215792  1.300239  20041008  
 
 [12458 rows x 92 columns],
 '20041011':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.109            0.000               0.0   
 1      USA0011            -0.196            0.000               0.0   
 2      USA0031             0.174            0.000               0.0   
 3      USA0062            -0.437            0.430               0.0   
 4      USA00E2            -0.029            0.000               0.0   
 5      USA00F1            -0.164            0.000               0.0   
 6      USA00G2             0.179            0.000               0.0   
 7      USA00H1             0.593            0.000               0.0   
 8      USA00I1            -0.462            0.000               0.0   
 9      USA00J1            -0.196            0.000               0.0   
 10     USA00K1            -0.588            0.000               0.0   
 11     USA00P1            -0.292            0.000               0.0   
 12     USA00R1            -0.522            0.000               0.0   
 13     USA00S1            -0.632            0.000               0.0   
 14     USA00V1            -0.312            0.000               0.0   
 15     USA0131            -0.284            1.000               0.0   
 16     USA0161            -1.590            1.000               0.0   
 17     USA01I1             0.190            0.000               0.0   
 18     USA01J2            -0.197            0.000               0.0   
 19     USA01L1            -1.118            0.000               0.0   
 20     USA01P1             0.401            0.000               0.0   
 21     USA01Q1            -0.135            0.000               0.0   
 22     USA0202            -0.220            0.000               0.0   
 23     USA0231            -0.802            0.000               0.0   
 24     USA0281            -0.452            0.000               0.0   
 25     USA0291            -0.585            0.000               0.0   
 26     USA02A1            -0.653            0.000               0.0   
 27     USA02B1            -0.231            0.000               0.0   
 28     USA02H1            -0.011            0.000               0.0   
 29     USA02P1            -0.136            0.143               0.0   
 ...        ...               ...              ...               ...   
 12428  USAZY41            -0.558            0.000               0.0   
 12429  USAZY51            -0.008            0.000               0.0   
 12430  USAZY61            -0.411            0.000               0.0   
 12431  USAZY71             0.410            0.000               0.0   
 12432  USAZYI1             0.023            0.000               0.0   
 12433  USAZYJ1            -0.079            0.000               0.0   
 12434  USAZYK1             0.387            0.000               0.0   
 12435  USAZYM1            -0.648            0.000               0.0   
 12436  USAZYR1            -2.758            0.000               0.0   
 12437  USAZYS1             0.031            0.000               0.0   
 12438  USAZYT1             2.814            0.000               0.0   
 12439  USAZYV1             2.814            0.000               0.0   
 12440  USAZYX1            -0.654            0.000               0.0   
 12441  USAZZ41            -0.607            0.000               0.0   
 12442  USAZZ51             0.253            0.000               0.0   
 12443  USAZZ61             0.710            0.000               0.0   
 12444  USAZZ71             0.181            0.000               0.0   
 12445  USAZZ81             0.259            0.000               0.0   
 12446  USAZZ91            -0.668            0.000               0.0   
 12447  USAZZA1             0.452            0.000               0.0   
 12448  USAZZB1            -0.804            0.000               0.0   
 12449  USAZZD1             2.656            0.000               0.0   
 12450  USAZZF1            -0.236            0.000               0.0   
 12451  USAZZI1            -0.014            0.000               0.0   
 12452  USAZZJ1            -0.603            0.000               0.0   
 12453  USAZZL1             2.814            0.000               0.0   
 12454  USAZZP1             0.075            0.000               0.0   
 12455  USAZZR1             0.082            0.000               0.0   
 12456  USAZZX1             0.317            0.000               0.0   
 12457  USAZZY1            -0.395            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 12456               0.0              0.0           0.0          0.000   
 12457               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.840           0.000  ...           NaN          NaN   
 1            -1.841           0.000  ...           NaN          NaN   
 2            -1.878           0.000  ...           NaN       1396.0   
 3            -1.881           0.000  ...           NaN          NaN   
 4            -1.830           0.000  ...           NaN       1260.0   
 5            -1.568           0.000  ...           NaN          7.0   
 6            -1.824           0.000  ...           NaN          NaN   
 7            -1.828           0.000  ...           NaN          NaN   
 8            -1.111           0.000  ...           NaN          NaN   
 9            -1.935           0.862  ...           NaN      29000.0   
 10           -1.659           0.000  ...           NaN          NaN   
 11           -1.679           0.000  ...           NaN          NaN   
 12           -1.841           0.000  ...           NaN          NaN   
 13           -1.752           0.000  ...           NaN          NaN   
 14           -1.841           0.000  ...           NaN          NaN   
 15           -1.707           0.000  ...           NaN          NaN   
 16           -1.537           0.000  ...           NaN        500.0   
 17            0.013           0.000  ...           NaN      45651.0   
 18           -1.481           0.000  ...           NaN          NaN   
 19           -1.942           0.000  ...           NaN          NaN   
 20           -0.680           0.000  ...           NaN          NaN   
 21           -1.666           1.000  ...           NaN          NaN   
 22           -1.359           0.000  ...           NaN          NaN   
 23           -1.744           0.000  ...           NaN      48600.0   
 24           -1.564           0.000  ...           NaN          NaN   
 25           -1.717           0.000  ...           NaN          NaN   
 26           -1.840           0.000  ...           NaN          NaN   
 27           -1.319           0.000  ...           NaN          NaN   
 28           -1.241           0.000  ...           NaN       1161.0   
 29           -1.598           0.000  ...           NaN      44200.0   
 ...             ...             ...  ...           ...          ...   
 12428        -1.841           0.000  ...           NaN          NaN   
 12429        -0.611           0.000  ...           NaN          NaN   
 12430        -0.941           0.000  ...           NaN          NaN   
 12431         0.147           0.000  ...           NaN       3650.0   
 12432        -1.221           0.000  ...           NaN          NaN   
 12433        -0.596           0.000  ...           NaN          NaN   
 12434        -0.191           0.000  ...           NaN       2400.0   
 12435        -1.209           0.000  ...           NaN          NaN   
 12436        -0.407           0.000  ...           NaN     115936.0   
 12437        -0.384           0.000  ...           NaN          NaN   
 12438        -0.155           0.000  ...           NaN       8369.0   
 12439         0.383           0.000  ...           NaN       2368.0   
 12440        -1.814           0.000  ...           NaN          NaN   
 12441        -1.636           0.000  ...           NaN      75000.0   
 12442        -0.795           0.000  ...           NaN          NaN   
 12443         0.340           0.000  ...           NaN      61359.0   
 12444        -1.517           0.000  ...           NaN          NaN   
 12445        -1.496           1.000  ...           NaN      18000.0   
 12446         0.556           0.000  ...           NaN          NaN   
 12447        -0.140           0.000  ...           NaN          NaN   
 12448        -0.879           0.000  ...           NaN          NaN   
 12449        -0.282           0.000  ...           NaN    8882000.0   
 12450         0.323           0.000  ...           NaN      39979.0   
 12451        -0.969           1.000  ...           NaN          NaN   
 12452         0.675           0.000  ...           NaN          0.0   
 12453        -0.321           0.000  ...           NaN       1000.0   
 12454        -0.642           1.000  ...           NaN          NaN   
 12455        -0.457           0.000  ...           NaN          NaN   
 12456         0.322           0.000  ...           NaN     201500.0   
 12457         0.407           0.000  ...           NaN      22200.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.148894e+10  0.163079   13.423904    9.254833   
 1             NaN     6.906903e+09  0.000000   15.673281   11.237663   
 2             NaN     6.436324e+10  2.455146   23.750089   20.120701   
 3             NaN     3.053584e+10  2.091467   20.300677   18.292822   
 4             NaN     5.012589e+10  2.459893   24.136608   20.349897   
 5             NaN     1.760030e+11  0.441241   18.226326   15.183503   
 6             NaN     1.209913e+10  6.634078   18.804594   12.865052   
 7             NaN     7.242419e+10  0.000000   20.104290   14.179617   
 8             NaN     1.442925e+10  0.618876   39.545206   31.156392   
 9             NaN     4.089440e+10  1.961962   16.852533   12.806011   
 10            NaN     2.760305e+10  0.000000   39.321305   29.496128   
 11            NaN     2.484689e+10  1.355276   13.846861   10.735756   
 12            NaN     6.961429e+09  2.249924   14.692953   10.239935   
 13            NaN     1.922854e+10  1.282051   21.561461   18.391759   
 14            NaN     1.289438e+10  1.160542   13.829972    9.486952   
 15            NaN     4.029669e+10  1.549787   23.805964   20.792766   
 16            NaN     4.029669e+10  1.549787   26.895368   24.197406   
 17            NaN     1.839934e+10  0.274160   23.707313   18.790772   
 18            NaN     2.715045e+10  2.038533   25.978987   23.279357   
 19            NaN     1.175132e+11  2.982849   28.933801   24.508495   
 20            NaN     1.281302e+11  0.000000   33.565341   29.000933   
 21            NaN     9.745152e+10  2.496879   25.629051   22.628125   
 22            NaN     1.451791e+10  0.000000   30.580409   28.320849   
 23            NaN     9.002013e+10  0.000000   18.396569   14.605836   
 24            NaN     4.344099e+10  3.271028   21.940560   18.717775   
 25            NaN     2.957374e+10  0.000000   21.361883   17.816113   
 26            NaN     9.610021e+09  1.551831   11.827702    8.418119   
 27            NaN     9.610021e+09  1.551831   30.105445   28.198574   
 28            NaN     6.655799e+10  3.280757   19.848301   17.105030   
 29            NaN     3.584745e+11  2.382370   20.269779   17.846502   
 ...           ...              ...       ...         ...         ...   
 12428         NaN     5.056250e+06       NaN   20.111597   14.758251   
 12429         NaN     1.017175e+07  0.000000   66.433141   64.305387   
 12430         NaN     2.231800e+06  0.000000   60.899118   58.225127   
 12431       97.41     4.904000e+05  0.000000   78.463044   75.039999   
 12432         NaN     1.781500e+06  0.000000   82.355490   80.121585   
 12433         NaN     6.495120e+07       NaN   75.281435   72.871956   
 12434      342.92     6.832300e+03       NaN   62.448390   58.654328   
 12435         NaN     1.513400e+06       NaN   59.852061   57.301482   
 12436    41468.53     1.698162e+07  0.000000   91.406403   89.251310   
 12437         NaN     5.030700e+01  0.000000   38.291657   31.696301   
 12438    60631.30     2.511250e+07  0.000000  116.958093  115.195464   
 12439      375.91     7.154400e+05  0.000000  155.694697  153.574014   
 12440         NaN     6.360200e+07  2.017756   35.039564   31.058902   
 12441     2766.12     1.902450e+06       NaN   91.699232   90.131736   
 12442         NaN     2.224200e+05  0.000000   54.551642   51.026898   
 12443      168.78     1.668300e+06  0.000000  141.390879  139.476686   
 12444         NaN     7.276812e+06  0.000000   68.004254   65.836145   
 12445  1812263.00     2.937250e+10  4.956305   20.232340   16.340308   
 12446         NaN     1.591600e+03  0.000000   51.511612   42.992091   
 12447         NaN     1.848070e+06  0.000000   75.984580   72.849888   
 12448         NaN     2.538600e+06  0.000000   40.764944   35.059437   
 12449    26728.67     5.193720e+05       NaN   75.656329   72.982357   
 12450    24218.10     3.477630e+07       NaN   81.739636   77.714067   
 12451         NaN     4.230000e+05  0.000000   67.897136   65.398374   
 12452         NaN     9.888358e+06  0.000000   96.846971   92.421774   
 12453     7817.02     3.193626e+07  0.000000   66.318110   63.404217   
 12454         NaN     6.395100e+06       NaN   71.872225   69.162806   
 12455         NaN     3.367200e+05       NaN   32.230195   26.209371   
 12456      668.30     8.779120e+05  0.000000  167.423422  165.617057   
 12457  2512945.19     7.964223e+08  0.607211   40.025500   29.599584   
 
        HistBeta  PredBeta  DataDate  
 0      0.000720  0.123633  20041011  
 1     -0.000025  0.080858  20041011  
 2     -0.019732  0.089762  20041011  
 3     -0.021721  0.237003  20041011  
 4      0.005955  0.143493  20041011  
 5      0.147258  0.448206  20041011  
 6      0.009037  0.066644  20041011  
 7      0.006892  0.010085  20041011  
 8      0.394333  0.780311  20041011  
 9     -0.050989  0.003830  20041011  
 10     0.098249  0.529833  20041011  
 11     0.087740  0.214317  20041011  
 12    -0.000025  0.058005  20041011  
 13     0.047977  0.223795  20041011  
 14    -0.000025  0.050998  20041011  
 15     0.072395  0.289783  20041011  
 16     0.164337  0.364397  20041011  
 17     1.001927  1.050292  20041011  
 18     0.194382  0.407973  20041011  
 19    -0.054537  0.143724  20041011  
 20     0.627514  0.821817  20041011  
 21     0.094430  0.268407  20041011  
 22     0.260458  0.533188  20041011  
 23     0.052578  0.271577  20041011  
 24     0.149427  0.399613  20041011  
 25     0.066952  0.282931  20041011  
 26     0.000671  0.159218  20041011  
 27     0.281973  0.480245  20041011  
 28     0.324220  0.421060  20041011  
 29     0.131384  0.316603  20041011  
 ...         ...       ...       ...  
 12428 -0.000025  0.069143  20041011  
 12429  0.664639  0.803883  20041011  
 12430  0.486154  0.847429  20041011  
 12431  1.074354  1.329140  20041011  
 12432  0.334810  0.835421  20041011  
 12433  0.672997  0.949579  20041011  
 12434  0.891763  1.292279  20041011  
 12435  0.341435  0.640002  20041011  
 12436  0.775046  0.940839  20041011  
 12437  0.787047  1.187285  20041011  
 12438  0.910803  1.244388  20041011  
 12439  1.201912  1.599742  20041011  
 12440  0.014339  0.235059  20041011  
 12441  0.110833  0.487563  20041011  
 12442  0.565391  0.904948  20041011  
 12443  1.178679  1.376300  20041011  
 12444  0.175231  0.552168  20041011  
 12445  0.186442  0.254302  20041011  
 12446  1.295088  1.468590  20041011  
 12447  0.919205  1.269081  20041011  
 12448  0.519710  0.911879  20041011  
 12449  0.842136  1.131520  20041011  
 12450  1.169376  1.467203  20041011  
 12451  0.471354  0.679410  20041011  
 12452  1.359272  1.626980  20041011  
 12453  0.821281  1.085598  20041011  
 12454  0.647771  0.851587  20041011  
 12455  0.747697  1.086972  20041011  
 12456  1.168963  1.462287  20041011  
 12457  1.214549  1.283171  20041011  
 
 [12458 rows x 92 columns],
 '20041012':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.488            0.000               0.0   
 1      USA0011             0.491            0.000               0.0   
 2      USA0031            -0.001            0.000               0.0   
 3      USA0062             0.039            0.430               0.0   
 4      USA00E2             0.191            0.000               0.0   
 5      USA00F1            -0.377            0.000               0.0   
 6      USA00G2             0.872            0.000               0.0   
 7      USA00H1            -0.130            0.000               0.0   
 8      USA00I1            -0.862            0.000               0.0   
 9      USA00J1            -0.119            0.000               0.0   
 10     USA00K1            -0.492            0.000               0.0   
 11     USA00P1             0.227            0.000               0.0   
 12     USA00R1             0.107            0.000               0.0   
 13     USA00S1            -0.331            0.000               0.0   
 14     USA00V1             0.262            0.000               0.0   
 15     USA0131             0.407            1.000               0.0   
 16     USA0161             2.815            1.000               0.0   
 17     USA01I1            -0.579            0.000               0.0   
 18     USA01J2            -0.403            0.000               0.0   
 19     USA01L1            -0.689            0.000               0.0   
 20     USA01P1            -0.430            0.000               0.0   
 21     USA01Q1            -0.388            0.000               0.0   
 22     USA0202             1.244            0.000               0.0   
 23     USA0231            -0.211            0.000               0.0   
 24     USA0281            -0.493            0.000               0.0   
 25     USA0291            -0.473            0.000               0.0   
 26     USA02A1            -0.379            0.000               0.0   
 27     USA02B1            -0.823            0.000               0.0   
 28     USA02H1             0.172            0.000               0.0   
 29     USA02P1             0.245            0.143               0.0   
 ...        ...               ...              ...               ...   
 12429  USAZY41             0.744            0.000               0.0   
 12430  USAZY51             0.181            0.000               0.0   
 12431  USAZY61            -0.192            0.000               0.0   
 12432  USAZY71            -0.081            0.000               0.0   
 12433  USAZYI1             2.815            0.000               0.0   
 12434  USAZYJ1             0.718            0.000               0.0   
 12435  USAZYK1            -0.861            0.000               0.0   
 12436  USAZYM1             0.137            0.000               0.0   
 12437  USAZYR1             2.815            0.000               0.0   
 12438  USAZYS1             0.094            0.000               0.0   
 12439  USAZYT1             0.093            0.000               0.0   
 12440  USAZYV1            -2.749            0.000               0.0   
 12441  USAZYX1             1.053            0.000               0.0   
 12442  USAZZ41            -0.157            0.000               0.0   
 12443  USAZZ51             0.374            0.000               0.0   
 12444  USAZZ61            -2.749            0.000               0.0   
 12445  USAZZ71             2.815            0.000               0.0   
 12446  USAZZ81             0.119            0.000               0.0   
 12447  USAZZ91            -1.384            0.000               0.0   
 12448  USAZZA1             0.319            0.000               0.0   
 12449  USAZZB1            -0.095            0.000               0.0   
 12450  USAZZD1            -0.169            0.000               0.0   
 12451  USAZZF1            -0.129            0.000               0.0   
 12452  USAZZI1            -0.070            0.000               0.0   
 12453  USAZZJ1            -2.749            0.000               0.0   
 12454  USAZZL1             2.815            0.000               0.0   
 12455  USAZZP1            -0.370            0.000               0.0   
 12456  USAZZR1             0.353            0.000               0.0   
 12457  USAZZX1            -2.749            0.000               0.0   
 12458  USAZZY1             1.279            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 12456               0.0              0.0           0.0          0.000   
 12457               0.0              0.0           0.0          0.000   
 12458               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.837           0.000  ...           NaN          NaN   
 1            -1.838           0.000  ...           NaN          NaN   
 2            -1.874           0.000  ...           NaN       1396.0   
 3            -1.877           0.000  ...           NaN          NaN   
 4            -1.827           0.000  ...           NaN       1260.0   
 5            -1.567           0.000  ...           NaN          7.0   
 6            -1.821           0.000  ...           NaN          NaN   
 7            -1.825           0.000  ...           NaN          NaN   
 8            -1.110           0.000  ...           NaN          NaN   
 9            -1.932           0.862  ...           NaN      29000.0   
 10           -1.658           0.000  ...           NaN          NaN   
 11           -1.676           0.000  ...           NaN          NaN   
 12           -1.838           0.000  ...           NaN          NaN   
 13           -1.749           0.000  ...           NaN          NaN   
 14           -1.838           0.000  ...           NaN          NaN   
 15           -1.703           0.000  ...           NaN          NaN   
 16           -1.502           0.000  ...           NaN        775.0   
 17            0.012           0.000  ...           NaN      45651.0   
 18           -1.478           0.000  ...           NaN          NaN   
 19           -1.937           0.000  ...           NaN          NaN   
 20           -0.681           0.000  ...           NaN          NaN   
 21           -1.665           1.000  ...           NaN          NaN   
 22           -1.342           0.000  ...           NaN     150032.0   
 23           -1.741           0.000  ...           NaN      48600.0   
 24           -1.563           0.000  ...           NaN          NaN   
 25           -1.715           0.000  ...           NaN          NaN   
 26           -1.837           0.000  ...           NaN      19250.0   
 27           -1.318           0.000  ...           NaN          NaN   
 28           -1.240           0.000  ...           NaN       1161.0   
 29           -1.598           0.000  ...           NaN      44200.0   
 ...             ...             ...  ...           ...          ...   
 12429        -1.838           0.000  ...           NaN          NaN   
 12430        -0.613           0.000  ...           NaN          NaN   
 12431        -0.942           0.000  ...           NaN          NaN   
 12432         0.148           0.000  ...           NaN       1545.0   
 12433        -1.107           0.000  ...           NaN     117370.0   
 12434        -0.593           0.000  ...           NaN          NaN   
 12435        -0.190           0.000  ...           NaN      49000.0   
 12436        -1.207           0.000  ...           NaN          NaN   
 12437        -0.389           0.000  ...           NaN     252374.0   
 12438        -0.384           0.000  ...           NaN          NaN   
 12439        -0.154           0.000  ...           NaN      47100.0   
 12440         0.320           0.000  ...           NaN     218696.0   
 12441        -1.815           0.000  ...           NaN       1000.0   
 12442        -1.638           0.000  ...           NaN          NaN   
 12443        -0.792           0.000  ...           NaN          NaN   
 12444         0.234           0.000  ...           NaN     777315.0   
 12445        -1.315           0.000  ...           NaN       5500.0   
 12446        -1.489           1.000  ...           NaN      21700.0   
 12447         0.556           0.000  ...           NaN      10000.0   
 12448        -0.138           0.000  ...           NaN          NaN   
 12449        -0.876           0.000  ...           NaN          NaN   
 12450        -0.283           0.000  ...           NaN    6341100.0   
 12451         0.326           0.000  ...           NaN       2681.0   
 12452        -0.966           1.000  ...           NaN          NaN   
 12453         0.658           0.000  ...           NaN          0.0   
 12454        -0.305           0.000  ...           NaN       5750.0   
 12455        -0.639           1.000  ...           NaN          NaN   
 12456        -0.455           0.000  ...           NaN          NaN   
 12457         0.284           0.000  ...           NaN     226100.0   
 12458         0.406           0.000  ...           NaN      51700.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.174965e+10  0.163079   13.562016    9.360934   
 1             NaN     6.976992e+09  0.000000   15.738355   11.368536   
 2             NaN     6.489478e+10  2.455146   23.874380   20.297384   
 3             NaN     3.036400e+10  2.091467   20.436576   18.471216   
 4             NaN     5.043259e+10  2.459893   24.246632   20.500234   
 5             NaN     1.757422e+11  0.441241   18.363323   15.378766   
 6             NaN     1.237699e+10  6.634078   19.173152   13.289280   
 7             NaN     7.213910e+10  0.000000   20.077001   14.306286   
 8             NaN     1.416990e+10  0.618876   39.835004   31.504747   
 9             NaN     4.059684e+10  1.961962   16.888420   12.897969   
 10            NaN     2.738276e+10  0.000000   39.451438   29.792750   
 11            NaN     2.469928e+10  1.355276   13.895221   10.823899   
 12            NaN     6.932708e+09  2.249924   14.731793   10.334783   
 13            NaN     1.913417e+10  1.282051   21.688212   18.564133   
 14            NaN     1.306407e+10  1.160542   13.871873    9.582250   
 15            NaN     4.040893e+10  1.549787   24.019329   21.003347   
 16            NaN     4.040893e+10  1.549787   27.823770   24.972927   
 17            NaN     1.818415e+10  0.274160   23.987090   19.000110   
 18            NaN     2.726327e+10  2.038533   26.248563   23.533725   
 19            NaN     1.165716e+11  2.982849   29.181836   24.776481   
 20            NaN     1.295501e+11  0.000000   33.886641   29.380012   
 21            NaN     9.689131e+10  2.496879   25.818402   22.850252   
 22            NaN     1.418858e+10  0.000000   30.961913   28.653633   
 23            NaN     9.017151e+10  0.000000   18.515142   14.748524   
 24            NaN     4.335097e+10  3.271028   22.172017   18.933378   
 25            NaN     2.882351e+10  0.000000   21.559849   18.040921   
 26            NaN     9.730397e+09  1.551831   11.960668    8.585275   
 27            NaN     9.730397e+09  1.551831   30.490939   28.577096   
 28            NaN     6.615096e+10  3.280757   19.935339   17.219972   
 29            NaN     3.586853e+11  2.382370   20.456248   18.015746   
 ...           ...              ...       ...         ...         ...   
 12429         NaN     5.056250e+06       NaN   20.256748   14.927330   
 12430         NaN     1.017175e+07  0.000000   66.755243   64.623089   
 12431         NaN     2.231800e+06  0.000000   59.645927   56.892437   
 12432       94.39     4.904000e+05  0.000000   81.253051   77.967485   
 12433    10080.36     1.272500e+06  0.000000   84.542341   82.111328   
 12434         NaN     6.495120e+07       NaN   75.472284   73.024554   
 12435      327.56     6.832300e+03       NaN   63.616285   59.847058   
 12436         NaN     1.513400e+06       NaN   64.659190   61.950153   
 12437    44631.08     1.627868e+07  0.000000   92.479904   90.243382   
 12438         NaN     5.030700e+01  0.000000   38.584661   31.902492   
 12439    58945.79     2.511250e+07  0.000000  117.919010  116.194285   
 12440      567.58     1.001616e+06  0.000000  160.781947  158.839117   
 12441    28285.27     6.386160e+07  2.017756   35.443711   31.410768   
 12442         NaN     1.902450e+06       NaN   92.511230   90.973014   
 12443         NaN     2.224200e+05  0.000000   54.904769   51.372377   
 12444      337.77     2.780500e+06  0.000000  148.039091  146.207953   
 12445      602.05     4.175220e+06  0.000000   70.987845   68.685561   
 12446  1765048.77     2.903341e+10  4.956305   20.452427   16.619432   
 12447        0.05     1.591600e+03  0.000000   52.235555   43.674486   
 12448         NaN     1.848070e+06  0.000000   76.001632   72.771959   
 12449         NaN     2.538600e+06  0.000000   41.047631   35.330526   
 12450    25801.96     5.193720e+05       NaN   75.415744   72.607985   
 12451    23342.72     3.477630e+07       NaN   82.056186   77.981959   
 12452         NaN     4.230000e+05  0.000000   67.867072   65.403019   
 12453         NaN     1.026405e+07  0.000000   97.924885   93.481566   
 12454     8402.61     3.082320e+07  0.000000   67.378313   64.237443   
 12455         NaN     6.395100e+06       NaN   72.821552   70.124498   
 12456         NaN     3.367200e+05       NaN   32.543017   26.434209   
 12457      740.69     1.097390e+06  0.000000  170.130259  168.367757   
 12458  2489536.32     7.961135e+08  0.607211   40.643610   29.993488   
 
        HistBeta  PredBeta  DataDate  
 0      0.000732  0.134728  20041012  
 1     -0.000016  0.094372  20041012  
 2     -0.019589  0.090713  20041012  
 3     -0.021169  0.246234  20041012  
 4      0.006056  0.148923  20041012  
 5      0.146491  0.438905  20041012  
 6      0.009257  0.080318  20041012  
 7      0.006868  0.003215  20041012  
 8      0.393747  0.771361  20041012  
 9     -0.050683  0.008189  20041012  
 10     0.097642  0.527244  20041012  
 11     0.087913  0.229997  20041012  
 12    -0.000016  0.070400  20041012  
 13     0.048075  0.225648  20041012  
 14    -0.000016  0.059755  20041012  
 15     0.072972  0.302965  20041012  
 16     0.182044  0.451306  20041012  
 17     1.000534  1.041129  20041012  
 18     0.194630  0.415187  20041012  
 19    -0.053283  0.147947  20041012  
 20     0.625988  0.798777  20041012  
 21     0.093696  0.264036  20041012  
 22     0.268232  0.570170  20041012  
 23     0.052586  0.276980  20041012  
 24     0.149040  0.401566  20041012  
 25     0.066575  0.282649  20041012  
 26     0.000712  0.159166  20041012  
 27     0.281542  0.472140  20041012  
 28     0.323260  0.432052  20041012  
 29     0.129915  0.319939  20041012  
 ...         ...       ...       ...  
 12429 -0.000016  0.091594  20041012  
 12430  0.662780  0.808153  20041012  
 12431  0.484388  0.843435  20041012  
 12432  1.074021  1.326757  20041012  
 12433  0.395665  0.942025  20041012  
 12434  0.673167  0.988746  20041012  
 12435  0.891225  1.271941  20041012  
 12436  0.341291  0.627470  20041012  
 12437  0.783900  1.055400  20041012  
 12438  0.786577  1.194870  20041012  
 12439  0.910729  1.226055  20041012  
 12440  1.166848  1.461649  20041012  
 12441  0.012325  0.259071  20041012  
 12442  0.108063  0.487460  20041012  
 12443  0.565567  0.919326  20041012  
 12444  1.120572  1.264865  20041012  
 12445  0.282724  0.700500  20041012  
 12446  0.188724  0.251493  20041012  
 12447  1.294815  1.446318  20041012  
 12448  0.919260  1.272455  20041012  
 12449  0.520346  0.923107  20041012  
 12450  0.841153  1.168049  20041012  
 12451  1.170157  1.475470  20041012  
 12452  0.471402  0.679393  20041012  
 12453  1.349720  1.580264  20041012  
 12454  0.829094  1.148128  20041012  
 12455  0.648633  0.845607  20041012  
 12456  0.747880  1.092912  20041012  
 12457  1.147853  1.388272  20041012  
 12458  1.213610  1.315582  20041012  
 
 [12459 rows x 92 columns],
 '20041013':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.518            0.000               0.0   
 1      USA0011            -0.993            0.000               0.0   
 2      USA0031            -0.523            0.000               0.0   
 3      USA0062            -0.008            0.430               0.0   
 4      USA00E2            -0.199            0.000               0.0   
 5      USA00F1             0.254            0.000               0.0   
 6      USA00G2            -0.942            0.000               0.0   
 7      USA00H1            -1.016            0.000               0.0   
 8      USA00I1             2.208            0.000               0.0   
 9      USA00J1             0.070            0.000               0.0   
 10     USA00K1             2.153            0.000               0.0   
 11     USA00P1            -0.059            0.000               0.0   
 12     USA00R1            -0.278            0.000               0.0   
 13     USA00S1             0.455            0.000               0.0   
 14     USA00V1            -0.297            0.000               0.0   
 15     USA0131            -0.429            1.000               0.0   
 16     USA0161            -2.814            1.000               0.0   
 17     USA01I1            -0.104            0.000               0.0   
 18     USA01J2            -0.223            0.000               0.0   
 19     USA01L1            -1.649            0.000               0.0   
 20     USA01P1             0.790            0.000               0.0   
 21     USA01Q1             0.290            0.000               0.0   
 22     USA0202             0.186            0.000               0.0   
 23     USA0231             1.282            0.000               0.0   
 24     USA0281            -0.664            0.000               0.0   
 25     USA0291             1.006            0.000               0.0   
 26     USA02A1            -0.147            0.000               0.0   
 27     USA02B1             2.419            0.000               0.0   
 28     USA02H1            -0.014            0.000               0.0   
 29     USA02P1            -0.230            0.143               0.0   
 ...        ...               ...              ...               ...   
 12431  USAZY41            -0.990            0.000               0.0   
 12432  USAZY51            -0.692            0.000               0.0   
 12433  USAZY61             0.247            0.000               0.0   
 12434  USAZY71            -0.743            0.000               0.0   
 12435  USAZYI1            -0.435            0.000               0.0   
 12436  USAZYJ1             2.806            0.000               0.0   
 12437  USAZYK1            -0.216            0.000               0.0   
 12438  USAZYM1             2.806            0.000               0.0   
 12439  USAZYR1             1.243            0.000               0.0   
 12440  USAZYS1            -0.015            0.000               0.0   
 12441  USAZYT1            -0.669            0.000               0.0   
 12442  USAZYV1             2.806            0.000               0.0   
 12443  USAZYX1             0.152            0.000               0.0   
 12444  USAZZ41            -2.814            0.000               0.0   
 12445  USAZZ51            -0.466            0.000               0.0   
 12446  USAZZ61            -2.814            0.000               0.0   
 12447  USAZZ71            -0.001            0.000               0.0   
 12448  USAZZ81            -1.038            0.000               0.0   
 12449  USAZZ91            -2.455            0.000               0.0   
 12450  USAZZA1            -0.179            0.000               0.0   
 12451  USAZZB1             0.096            0.000               0.0   
 12452  USAZZD1            -0.238            0.000               0.0   
 12453  USAZZF1            -1.367            0.000               0.0   
 12454  USAZZI1            -0.784            0.000               0.0   
 12455  USAZZJ1            -0.564            0.000               0.0   
 12456  USAZZL1            -0.479            0.000               0.0   
 12457  USAZZP1             2.806            0.000               0.0   
 12458  USAZZR1             0.061            0.000               0.0   
 12459  USAZZX1             2.806            0.000               0.0   
 12460  USAZZY1            -0.421            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 12456               0.0              0.0           0.0          0.000   
 12457               0.0              0.0           0.0          0.000   
 12458               0.0              0.0           0.0          0.000   
 12459               0.0              0.0           0.0          0.000   
 12460               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.866           0.000  ...           NaN          NaN   
 1            -1.867           0.000  ...           NaN          NaN   
 2            -1.914           0.000  ...           NaN       1396.0   
 3            -1.903           0.000  ...           NaN          NaN   
 4            -1.855           0.000  ...           NaN       1260.0   
 5            -1.596           0.000  ...           NaN          7.0   
 6            -1.848           0.000  ...           NaN          NaN   
 7            -1.854           0.000  ...           NaN          NaN   
 8            -1.139           0.000  ...           NaN          NaN   
 9            -1.959           0.862  ...           NaN      29000.0   
 10           -1.689           0.000  ...           NaN          NaN   
 11           -1.702           0.000  ...           NaN          NaN   
 12           -1.867           0.000  ...           NaN          NaN   
 13           -1.776           0.000  ...           NaN          NaN   
 14           -1.867           0.000  ...           NaN          NaN   
 15           -1.726           0.000  ...           NaN          NaN   
 16           -1.628           0.000  ...           NaN       1090.0   
 17           -0.007           0.000  ...           NaN      45651.0   
 18           -1.503           0.000  ...           NaN          NaN   
 19           -1.958           0.000  ...           NaN          NaN   
 20           -0.709           0.000  ...           NaN          NaN   
 21           -1.697           1.000  ...           NaN          NaN   
 22           -1.370           0.000  ...           NaN          NaN   
 23           -1.769           0.000  ...           NaN      48600.0   
 24           -1.592           0.000  ...           NaN          NaN   
 25           -1.749           0.000  ...           NaN          NaN   
 26           -1.866           0.000  ...           NaN          NaN   
 27           -1.251           0.000  ...           NaN        600.0   
 28           -1.259           0.000  ...           NaN       1161.0   
 29           -1.622           0.000  ...           NaN      44200.0   
 ...             ...             ...  ...           ...          ...   
 12431        -1.867           0.000  ...           NaN          NaN   
 12432        -0.622           0.000  ...           NaN          NaN   
 12433        -0.963           0.000  ...           NaN       7500.0   
 12434         0.133           0.000  ...           NaN       2650.0   
 12435        -1.125           0.000  ...           NaN      82000.0   
 12436        -0.442           0.000  ...           NaN        498.0   
 12437        -0.194           0.000  ...           NaN      14060.0   
 12438        -1.002           0.000  ...           NaN        100.0   
 12439        -0.366           0.000  ...           NaN      28300.0   
 12440        -0.394           0.000  ...           NaN          NaN   
 12441        -0.164           0.000  ...           NaN      41230.0   
 12442         0.458           0.000  ...           NaN        235.0   
 12443        -1.819           0.000  ...           NaN        400.0   
 12444        -1.832           0.000  ...           NaN     200500.0   
 12445        -0.802           0.000  ...           NaN          NaN   
 12446         0.137           0.000  ...           NaN     314770.0   
 12447        -1.335           0.000  ...           NaN          NaN   
 12448        -1.543           1.000  ...           NaN      12800.0   
 12449         0.558           0.000  ...           NaN          NaN   
 12450        -0.145           0.000  ...           NaN          NaN   
 12451        -0.922           0.000  ...           NaN          NaN   
 12452        -0.284           0.000  ...           NaN   11457700.0   
 12453         0.297           0.000  ...           NaN       3400.0   
 12454        -0.975           1.000  ...           NaN          NaN   
 12455         0.707           0.000  ...           NaN          0.0   
 12456        -0.320           0.000  ...           NaN          NaN   
 12457        -0.520           1.000  ...           NaN      10000.0   
 12458        -0.463           0.000  ...           NaN          NaN   
 12459         0.327           0.000  ...           NaN     175000.0   
 12460         0.454           0.000  ...           NaN      54300.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.080706e+10  0.163079   13.950912    9.563339   
 1             NaN     6.779470e+09  0.000000   16.595651   11.773452   
 2             NaN     6.433198e+10  2.455146   24.414987   20.584943   
 3             NaN     3.017498e+10  2.091467   20.885848   18.822920   
 4             NaN     4.968584e+10  2.459893   24.718957   20.738313   
 5             NaN     1.747250e+11  0.441241   18.595534   15.530849   
 6             NaN     1.232936e+10  6.634078   19.781876   13.620419   
 7             NaN     7.125794e+10  0.000000   21.021172   14.731952   
 8             NaN     1.437287e+10  0.618876   41.279892   32.218109   
 9             NaN     4.051642e+10  1.961962   17.256637   13.014115   
 10            NaN     2.777249e+10  0.000000   41.028394   30.476502   
 11            NaN     2.433909e+10  1.355276   14.145177   10.915769   
 12            NaN     6.864221e+09  2.249924   15.107382   10.440548   
 13            NaN     1.987971e+10  1.282051   22.153668   18.803487   
 14            NaN     1.268416e+10  1.160542   14.263141    9.725329   
 15            NaN     4.027263e+10  1.549787   24.501364   21.314209   
 16            NaN     4.027263e+10  1.549787   29.245946   26.385397   
 17            NaN     1.794743e+10  0.274160   24.319152   19.201384   
 18            NaN     2.704104e+10  2.038533   26.635292   23.760805   
 19            NaN     1.140891e+11  2.982849   30.412954   25.346711   
 20            NaN     1.275217e+11  0.000000   34.824080   30.021731   
 21            NaN     9.594140e+10  2.496879   26.259856   23.102728   
 22            NaN     1.422975e+10  0.000000   31.400022   28.993097   
 23            NaN     8.926324e+10  0.000000   19.322823   15.202418   
 24            NaN     4.285084e+10  3.271028   22.644481   19.228249   
 25            NaN     2.887191e+10  0.000000   22.190078   18.371232   
 26            NaN     9.443787e+09  1.551831   12.339495    8.710586   
 27            NaN     9.443787e+09  1.551831   31.576815   29.298313   
 28            NaN     6.664521e+10  3.280757   20.159510   17.344939   
 29            NaN     3.554169e+11  2.382370   20.809313   18.220865   
 ...           ...              ...       ...         ...         ...   
 12431         NaN     5.056250e+06       NaN   20.777509   15.229408   
 12432         NaN     1.017175e+07  0.000000   68.962855   66.753863   
 12433      445.45     2.231800e+06  0.000000   60.332157   57.424248   
 12434       50.98     4.904000e+05  0.000000   82.311374   78.896573   
 12435    10416.72     1.272500e+06  0.000000   84.903252   82.459421   
 12436      347.59     5.412600e+07       NaN   81.505716   78.771182   
 12437      327.40     6.832300e+03       NaN   63.653612   59.644937   
 12438      273.05     1.059380e+06       NaN   68.866000   65.750093   
 12439    45094.21     1.590871e+07  0.000000   93.515975   91.197836   
 12440         NaN     5.030700e+01  0.000000   39.119633   32.075980   
 12441    59279.39     2.511250e+07  0.000000  119.250488  117.465875   
 12442      567.74     7.154400e+05  0.000000  164.779200  162.528551   
 12443    28046.18     6.334240e+07  2.017756   35.948084   31.710371   
 12444     2764.09     2.352120e+06       NaN   98.895800   97.331844   
 12445         NaN     2.224200e+05  0.000000   55.621438   51.884781   
 12446      420.45     3.336600e+06  0.000000  150.819749  148.960086   
 12447         NaN     4.175220e+06  0.000000   71.442528   68.835146   
 12448  1728245.86     2.942757e+10  4.956305   20.983711   16.898620   
 12449         NaN     1.591600e+03  0.000000   53.859666   44.696011   
 12450         NaN     1.848070e+06  0.000000   77.242053   73.894113   
 12451         NaN     2.538600e+06  0.000000   41.700002   35.666832   
 12452    24721.81     5.193720e+05       NaN   76.114773   73.139647   
 12453    22532.63     3.515226e+07       NaN   83.584254   79.340661   
 12454         NaN     4.230000e+05  0.000000   69.010460   66.391793   
 12455         NaN     1.002284e+07  0.000000   99.234354   94.462263   
 12456         NaN     3.082320e+07  0.000000   68.000271   64.883464   
 12457     8449.50     5.116080e+06       NaN   75.659092   72.673936   
 12458         NaN     3.367200e+05       NaN   33.053547   26.664907   
 12459      677.01     9.876510e+05  0.000000  172.502486  170.642046   
 12460  2464903.05     7.778936e+08  0.607211   41.516202   30.324204   
 
        HistBeta  PredBeta  DataDate  
 0      0.000764  0.115752  20041013  
 1      0.000010  0.068374  20041013  
 2     -0.024941  0.069896  20041013  
 3     -0.019247  0.246481  20041013  
 4      0.006683  0.138370  20041013  
 5      0.144359  0.431173  20041013  
 6      0.009982  0.048945  20041013  
 7      0.006754 -0.016369  20041013  
 8      0.387830  0.815909  20041013  
 9     -0.049184  0.007925  20041013  
 10     0.094910  0.562406  20041013  
 11     0.088031  0.227372  20041013  
 12     0.000011  0.065091  20041013  
 13     0.048345  0.222498  20041013  
 14     0.000011  0.046965  20041013  
 15     0.075086  0.285268  20041013  
 16     0.127528  0.316389  20041013  
 17     0.991166  1.036204  20041013  
 18     0.194159  0.415181  20041013  
 19    -0.048295  0.126016  20041013  
 20     0.616929  0.803947  20041013  
 21     0.090721  0.266710  20041013  
 22     0.264817  0.480667  20041013  
 23     0.052090  0.296524  20041013  
 24     0.146845  0.389144  20041013  
 25     0.062913  0.296939  20041013  
 26     0.000848  0.158330  20041013  
 27     0.328092  0.569703  20041013  
 28     0.323895  0.424924  20041013  
 29     0.130366  0.307346  20041013  
 ...         ...       ...       ...  
 12431  0.000011  0.064247  20041013  
 12432  0.663490  0.788987  20041013  
 12433  0.481915  0.841521  20041013  
 12434  1.065950  1.299239  20041013  
 12435  0.395267  0.872378  20041013  
 12436  0.759365  1.096025  20041013  
 12437  0.891709  1.275308  20041013  
 12438  0.461242  0.785344  20041013  
 12439  0.800005  1.053309  20041013  
 12440  0.785099  1.190838  20041013  
 12441  0.907606  1.204328  20041013  
 12442  1.238891  1.631704  20041013  
 12443  0.025839  0.250981  20041013  
 12444  0.018573  0.354762  20041013  
 12445  0.567438  0.914313  20041013  
 12446  1.067912  1.215096  20041013  
 12447  0.283794  0.754067  20041013  
 12448  0.172909  0.212620  20041013  
 12449  1.292442  1.420711  20041013  
 12450  0.917965  1.251689  20041013  
 12451  0.503451  0.906053  20041013  
 12452  0.843748  1.167885  20041013  
 12453  1.153205  1.435736  20041013  
 12454  0.475159  0.669991  20041013  
 12455  1.372008  1.617308  20041013  
 12456  0.824497  1.102473  20041013  
 12457  0.717773  0.965198  20041013  
 12458  0.748229  1.085812  20041013  
 12459  1.169451  1.415104  20041013  
 12460  1.236870  1.316017  20041013  
 
 [12461 rows x 92 columns],
 '20041014':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.078            0.000               0.0   
 1      USA0011            -0.029            0.000               0.0   
 2      USA0031             0.046            0.000               0.0   
 3      USA0062             0.339            0.430               0.0   
 4      USA00E2             0.192            0.000               0.0   
 5      USA00F1            -1.413            0.000               0.0   
 6      USA00G2            -0.671            0.000               0.0   
 7      USA00H1            -0.004            0.000               0.0   
 8      USA00I1            -0.909            0.000               0.0   
 9      USA00J1             0.075            0.000               0.0   
 10     USA00K1            -1.972            0.000               0.0   
 11     USA00P1             0.055            0.000               0.0   
 12     USA00R1            -0.354            0.000               0.0   
 13     USA00S1             0.374            0.000               0.0   
 14     USA00V1            -0.018            0.000               0.0   
 15     USA0131             0.440            1.000               0.0   
 16     USA0161             0.395            1.000               0.0   
 17     USA01I1            -0.844            0.000               0.0   
 18     USA01J2            -0.360            0.000               0.0   
 19     USA01L1             1.538            0.000               0.0   
 20     USA01P1             0.445            0.000               0.0   
 21     USA01Q1             0.016            0.000               0.0   
 22     USA0202             0.437            0.000               0.0   
 23     USA0231            -0.175            0.000               0.0   
 24     USA0281             0.357            0.000               0.0   
 25     USA0291            -0.257            0.000               0.0   
 26     USA02A1            -0.025            0.000               0.0   
 27     USA02B1             0.244            0.000               0.0   
 28     USA02H1            -0.717            0.000               0.0   
 29     USA02P1             1.714            0.143               0.0   
 ...        ...               ...              ...               ...   
 12431  USAZY41            -0.745            0.000               0.0   
 12432  USAZY51            -0.355            0.000               0.0   
 12433  USAZY61            -0.382            0.000               0.0   
 12434  USAZY71            -1.116            0.000               0.0   
 12435  USAZYI1            -0.932            0.000               0.0   
 12436  USAZYJ1            -0.580            0.000               0.0   
 12437  USAZYK1            -1.110            0.000               0.0   
 12438  USAZYM1             0.273            0.000               0.0   
 12439  USAZYR1            -0.259            0.000               0.0   
 12440  USAZYS1            -1.179            0.000               0.0   
 12441  USAZYT1             2.649            0.000               0.0   
 12442  USAZYV1            -1.089            0.000               0.0   
 12443  USAZYX1             0.958            0.000               0.0   
 12444  USAZZ41            -2.707            0.000               0.0   
 12445  USAZZ51            -0.366            0.000               0.0   
 12446  USAZZ61            -1.039            0.000               0.0   
 12447  USAZZ71            -0.666            0.000               0.0   
 12448  USAZZ81            -0.270            0.000               0.0   
 12449  USAZZ91            -0.100            0.000               0.0   
 12450  USAZZA1            -0.034            0.000               0.0   
 12451  USAZZB1            -0.654            0.000               0.0   
 12452  USAZZD1            -1.135            0.000               0.0   
 12453  USAZZF1             2.649            0.000               0.0   
 12454  USAZZI1            -0.564            0.000               0.0   
 12455  USAZZJ1            -1.023            0.000               0.0   
 12456  USAZZL1            -0.433            0.000               0.0   
 12457  USAZZP1            -1.162            0.000               0.0   
 12458  USAZZR1            -0.469            0.000               0.0   
 12459  USAZZX1             2.649            0.000               0.0   
 12460  USAZZY1             0.146            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 12456               0.0              0.0           0.0          0.000   
 12457               0.0              0.0           0.0          0.000   
 12458               0.0              0.0           0.0          0.000   
 12459               0.0              0.0           0.0          0.000   
 12460               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.872           0.000  ...           NaN          NaN   
 1            -1.873           0.000  ...           NaN          NaN   
 2            -1.917           0.000  ...           NaN       1396.0   
 3            -1.903           0.000  ...           NaN          NaN   
 4            -1.859           0.000  ...           NaN       1260.0   
 5            -1.631           0.000  ...           NaN          7.0   
 6            -1.853           0.000  ...           NaN          NaN   
 7            -1.861           0.000  ...           NaN          NaN   
 8            -1.153           0.000  ...           NaN          NaN   
 9            -1.962           0.862  ...           NaN      29000.0   
 10           -1.700           0.000  ...           NaN          NaN   
 11           -1.709           0.000  ...           NaN          NaN   
 12           -1.873           0.000  ...           NaN          NaN   
 13           -1.782           0.000  ...           NaN          NaN   
 14           -1.873           0.000  ...           NaN          NaN   
 15           -1.728           0.000  ...           NaN          NaN   
 16           -1.630           0.000  ...           NaN        970.0   
 17           -0.029           0.000  ...           NaN      45651.0   
 18           -1.510           0.000  ...           NaN          NaN   
 19           -1.954           0.000  ...           NaN          NaN   
 20           -0.734           0.000  ...           NaN          NaN   
 21           -1.709           1.000  ...           NaN          NaN   
 22           -1.384           0.000  ...           NaN          NaN   
 23           -1.774           0.000  ...           NaN      48600.0   
 24           -1.602           0.000  ...           NaN          NaN   
 25           -1.757           0.000  ...           NaN          NaN   
 26           -1.871           0.000  ...           NaN          NaN   
 27           -1.259           0.000  ...           NaN          NaN   
 28           -1.269           0.000  ...           NaN       1161.0   
 29           -1.533           0.000  ...           NaN       4810.0   
 ...             ...             ...  ...           ...          ...   
 12431        -1.873           0.000  ...           NaN          NaN   
 12432        -0.605           0.000  ...           NaN          NaN   
 12433        -0.968           0.000  ...           NaN          NaN   
 12434         0.131           0.000  ...           NaN       4400.0   
 12435        -1.128           0.000  ...           NaN       2000.0   
 12436        -0.435           0.000  ...           NaN          NaN   
 12437        -0.194           0.000  ...           NaN       6550.0   
 12438        -1.003           0.000  ...           NaN          NaN   
 12439        -0.381           0.000  ...           NaN      95348.0   
 12440        -0.398           0.000  ...           NaN          NaN   
 12441        -0.051           0.000  ...           NaN      40200.0   
 12442         0.441           0.000  ...           NaN      12500.0   
 12443        -1.822           0.000  ...           NaN          NaN   
 12444        -1.919           0.000  ...           NaN     105000.0   
 12445        -0.800           0.000  ...           NaN          NaN   
 12446         0.131           0.000  ...           NaN     626680.0   
 12447        -1.332           0.000  ...           NaN          NaN   
 12448        -1.568           1.000  ...           NaN      18400.0   
 12449         0.544           0.000  ...           NaN          NaN   
 12450        -0.145           0.000  ...           NaN          NaN   
 12451        -0.916           0.000  ...           NaN          NaN   
 12452        -0.287           0.000  ...           NaN   13637900.0   
 12453         0.372           0.000  ...           NaN       4184.0   
 12454        -0.977           1.000  ...           NaN          NaN   
 12455         0.633           0.000  ...           NaN          0.0   
 12456        -0.330           0.000  ...           NaN          NaN   
 12457        -0.518           1.000  ...           NaN          NaN   
 12458        -0.465           0.000  ...           NaN          NaN   
 12459         0.384           0.000  ...           NaN      26000.0   
 12460         0.415           0.000  ...           NaN      62000.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.076695e+10  0.163079   15.402529   10.742190   
 1             NaN     6.887788e+09  0.000000   18.291340   13.251339   
 2             NaN     6.411311e+10  2.455146   27.009848   23.008658   
 3             NaN     2.988285e+10  2.091467   23.203658   21.068151   
 4             NaN     4.877906e+10  2.459893   27.235648   23.071000   
 5             NaN     1.564935e+11  0.441241   22.232825   18.742579   
 6             NaN     1.220233e+10  6.634078   21.897962   15.448709   
 7             NaN     6.997506e+10  0.000000   23.033142   16.472025   
 8             NaN     1.400452e+10  0.618876   45.591741   36.224056   
 9             NaN     4.055663e+10  1.961962   19.003557   14.506082   
 10            NaN     2.660330e+10  0.000000   45.773771   34.772813   
 11            NaN     2.406748e+10  1.355276   15.597908   12.193144   
 12            NaN     6.878581e+09  2.249924   16.966921   12.045475   
 13            NaN     1.978062e+10  1.282051   24.515239   21.011657   
 14            NaN     1.265376e+10  1.160542   15.687825   10.895396   
 15            NaN     4.028867e+10  1.549787   27.052446   23.773624   
 16            NaN     4.028867e+10  1.549787   32.214079   29.516002   
 17            NaN     1.769780e+10  0.274160   26.786205   21.573116   
 18            NaN     2.718122e+10  2.038533   29.741644   26.708617   
 19            NaN     1.142603e+11  2.982849   33.941248   28.512249   
 20            NaN     1.256961e+11  0.000000   38.576916   33.601390   
 21            NaN     9.535683e+10  2.496879   29.175739   25.846779   
 22            NaN     1.413369e+10  0.000000   34.947279   32.421731   
 23            NaN     8.840542e+10  0.000000   21.296499   17.083528   
 24            NaN     4.267079e+10  3.271028   25.127451   21.489227   
 25            NaN     2.875091e+10  0.000000   24.489314   20.647112   
 26            NaN     9.443787e+09  1.551831   13.666603    9.780224   
 27            NaN     9.443787e+09  1.551831   34.809567   32.704833   
 28            NaN     6.600560e+10  3.280757   22.556776   19.674075   
 29            NaN     3.527811e+11  2.382370   23.546596   20.609362   
 ...           ...              ...       ...         ...         ...   
 12431         NaN     5.056250e+06       NaN   23.115271   17.354379   
 12432         NaN     1.017175e+07  0.000000   77.548995   75.271343   
 12433         NaN     2.231800e+06  0.000000   67.931885   64.959429   
 12434       32.25     4.904000e+05  0.000000   90.398845   86.751735   
 12435    10425.81     1.272500e+06  0.000000   95.030214   92.496213   
 12436         NaN     5.412600e+07       NaN   89.027535   86.099564   
 12437      326.64     6.832300e+03       NaN   71.255861   67.109723   
 12438         NaN     1.059380e+06       NaN   76.899471   73.840945   
 12439    46286.23     1.590871e+07  0.000000  104.311214  101.965230   
 12440         NaN     5.030700e+01  0.000000   43.282136   35.959615   
 12441    59973.75     2.260125e+07  0.000000  134.147574  132.015489   
 12442      563.58     7.154400e+05  0.000000  183.951266  181.777580   
 12443         NaN     6.334240e+07  2.017756   39.910831   35.416849   
 12444     2945.23     2.525070e+06       NaN  111.295752  109.648128   
 12445         NaN     2.224200e+05  0.000000   61.976991   58.101275   
 12446      590.18     3.336600e+06  0.000000  168.520511  166.655480   
 12447         NaN     4.175220e+06  0.000000   80.092247   77.385537   
 12448  1727820.05     2.974357e+10  4.956305   23.070349   18.737314   
 12449         NaN     1.591600e+03  0.000000   59.389887   49.872839   
 12450         NaN     1.848070e+06  0.000000   89.742102   86.327356   
 12451         NaN     2.538600e+06  0.000000   45.993116   39.722593   
 12452    25024.46     5.193720e+05       NaN   84.604286   81.494918   
 12453    22843.29     3.289650e+07       NaN   95.672002   91.138046   
 12454         NaN     4.230000e+05  0.000000   76.887801   74.178823   
 12455         NaN     1.028371e+07  0.000000  110.547509  105.628165   
 12456         NaN     3.082320e+07  0.000000   75.694430   72.534423   
 12457         NaN     5.116080e+06       NaN   84.206915   81.190442   
 12458         NaN     3.367200e+05       NaN   36.510195   29.922323   
 12459      686.47     8.779120e+05  0.000000  193.054337  191.090956   
 12460  2434683.73     7.778936e+08  0.607211   45.463527   33.874382   
 
        HistBeta  PredBeta  DataDate  
 0      0.000799  0.124389  20041014  
 1      0.000042  0.086239  20041014  
 2     -0.023540  0.080978  20041014  
 3     -0.015821  0.256685  20041014  
 4      0.007462  0.148688  20041014  
 5      0.128346  0.398982  20041014  
 6      0.010751  0.047053  20041014  
 7      0.006615 -0.000062  20041014  
 8      0.382158  0.776248  20041014  
 9     -0.047283  0.012268  20041014  
 10     0.091798  0.504102  20041014  
 11     0.086932  0.233047  20041014  
 12     0.000042  0.072301  20041014  
 13     0.048598  0.228447  20041014  
 14     0.000042  0.057619  20041014  
 15     0.077170  0.297327  20041014  
 16     0.128747  0.348268  20041014  
 17     0.978432  1.010088  20041014  
 18     0.192587  0.414566  20041014  
 19    -0.042709  0.180919  20041014  
 20     0.604324  0.786354  20041014  
 21     0.087289  0.267408  20041014  
 22     0.259616  0.482317  20041014  
 23     0.052415  0.274105  20041014  
 24     0.143684  0.404050  20041014  
 25     0.061553  0.289414  20041014  
 26     0.001004  0.164796  20041014  
 27     0.326079  0.547658  20041014  
 28     0.320775  0.412332  20041014  
 29     0.180495  0.385634  20041014  
 ...         ...       ...       ...  
 12431  0.000042  0.069077  20041014  
 12432  0.673085  0.806740  20041014  
 12433  0.480077  0.834511  20041014  
 12434  1.063513  1.270687  20041014  
 12435  0.395392  0.862163  20041014  
 12436  0.763044  1.126554  20041014  
 12437  0.890795  1.265005  20041014  
 12438  0.461736  0.741220  20041014  
 12439  0.791881  1.030204  20041014  
 12440  0.782731  1.164321  20041014  
 12441  0.966999  1.311502  20041014  
 12442  1.227828  1.542497  20041014  
 12443  0.026948  0.257857  20041014  
 12444 -0.024315  0.221736  20041014  
 12445  0.569254  0.912013  20041014  
 12446  1.063630  1.241733  20041014  
 12447  0.287104  0.745099  20041014  
 12448  0.162070  0.216609  20041014  
 12449  1.282389  1.423449  20041014  
 12450  0.917161  1.233094  20041014  
 12451  0.507935  0.900020  20041014  
 12452  0.841433  1.158151  20041014  
 12453  1.191339  1.528537  20041014  
 12454  0.475411  0.670664  20041014  
 12455  1.329980  1.552146  20041014  
 12456  0.818537  1.083448  20041014  
 12457  0.719282  0.909469  20041014  
 12458  0.746945  1.070918  20041014  
 12459  1.197519  1.458472  20041014  
 12460  1.214122  1.296465  20041014  
 
 [12461 rows x 92 columns],
 '20041015':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.011            0.000               0.0   
 1      USA0011             0.552            0.000               0.0   
 2      USA0031             0.373            0.000               0.0   
 3      USA0062             2.458            0.430               0.0   
 4      USA00E2            -0.067            0.000               0.0   
 5      USA00F1             1.435            0.000               0.0   
 6      USA00G2             0.470            0.000               0.0   
 7      USA00H1             0.850            0.000               0.0   
 8      USA00I1            -0.688            0.000               0.0   
 9      USA00J1             0.021            0.000               0.0   
 10     USA00K1            -1.382            0.000               0.0   
 11     USA00P1            -0.343            0.000               0.0   
 12     USA00R1            -0.095            0.000               0.0   
 13     USA00S1             0.204            0.000               0.0   
 14     USA00V1            -0.141            0.000               0.0   
 15     USA0131             1.935            1.000               0.0   
 16     USA0161             0.107            1.000               0.0   
 17     USA01I1            -0.138            0.000               0.0   
 18     USA01J2            -0.593            0.000               0.0   
 19     USA01L1            -0.393            0.000               0.0   
 20     USA01P1             2.705            0.000               0.0   
 21     USA01Q1             2.326            0.000               0.0   
 22     USA0202            -0.269            0.000               0.0   
 23     USA0231            -0.471            0.000               0.0   
 24     USA0281             1.135            0.000               0.0   
 25     USA0291             0.058            0.000               0.0   
 26     USA02A1             0.187            0.000               0.0   
 27     USA02B1             2.784            0.000               0.0   
 28     USA02H1             0.292            0.000               0.0   
 29     USA02P1            -1.497            0.143               0.0   
 ...        ...               ...              ...               ...   
 12428  USAZY41             0.056            0.000               0.0   
 12429  USAZY51             0.245            0.000               0.0   
 12430  USAZY61             0.400            0.000               0.0   
 12431  USAZY71            -0.065            0.000               0.0   
 12432  USAZYI1            -0.403            0.000               0.0   
 12433  USAZYJ1            -2.797            0.000               0.0   
 12434  USAZYK1             0.532            0.000               0.0   
 12435  USAZYM1             0.252            0.000               0.0   
 12436  USAZYR1             1.543            0.000               0.0   
 12437  USAZYS1            -0.978            0.000               0.0   
 12438  USAZYT1             0.356            0.000               0.0   
 12439  USAZYV1            -0.107            0.000               0.0   
 12440  USAZYX1             0.563            0.000               0.0   
 12441  USAZZ41             2.784            0.000               0.0   
 12442  USAZZ51            -0.596            0.000               0.0   
 12443  USAZZ61            -2.797            0.000               0.0   
 12444  USAZZ71            -0.455            0.000               0.0   
 12445  USAZZ81            -0.071            0.000               0.0   
 12446  USAZZ91             0.223            0.000               0.0   
 12447  USAZZA1            -0.275            0.000               0.0   
 12448  USAZZB1            -0.403            0.000               0.0   
 12449  USAZZD1            -0.236            0.000               0.0   
 12450  USAZZF1             0.144            0.000               0.0   
 12451  USAZZI1             0.040            0.000               0.0   
 12452  USAZZJ1             2.371            0.000               0.0   
 12453  USAZZL1             0.446            0.000               0.0   
 12454  USAZZP1             0.138            0.000               0.0   
 12455  USAZZR1            -0.796            0.000               0.0   
 12456  USAZZX1             2.302            0.000               0.0   
 12457  USAZZY1            -0.503            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 12456               0.0              0.0           0.0          0.000   
 12457               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.881           0.000  ...           NaN          NaN   
 1            -1.882           0.000  ...           NaN          NaN   
 2            -1.927           0.000  ...           NaN       1396.0   
 3            -1.974           0.000  ...           NaN        944.0   
 4            -1.869           0.000  ...           NaN       1260.0   
 5            -1.790           0.000  ...           NaN       1270.0   
 6            -1.863           0.000  ...           NaN          NaN   
 7            -1.870           0.000  ...           NaN          NaN   
 8            -1.161           0.000  ...           NaN          NaN   
 9            -1.973           0.862  ...           NaN      29000.0   
 10           -1.708           0.000  ...           NaN          NaN   
 11           -1.722           0.000  ...           NaN          NaN   
 12           -1.882           0.000  ...           NaN          NaN   
 13           -1.791           0.000  ...           NaN          NaN   
 14           -1.882           0.000  ...           NaN          NaN   
 15           -1.786           0.000  ...           NaN        702.0   
 16           -1.643           0.000  ...           NaN          NaN   
 17           -0.035           0.000  ...           NaN      45651.0   
 18           -1.504           0.000  ...           NaN       1255.0   
 19           -1.968           0.000  ...           NaN          NaN   
 20           -0.802           0.000  ...           NaN        315.0   
 21           -1.801           1.000  ...           NaN       1195.0   
 22           -1.395           0.000  ...           NaN          NaN   
 23           -1.784           0.000  ...           NaN      48600.0   
 24           -1.626           0.000  ...           NaN       1185.0   
 25           -1.765           0.000  ...           NaN          NaN   
 26           -1.881           0.000  ...           NaN          NaN   
 27           -1.326           0.000  ...           NaN        120.0   
 28           -1.283           0.000  ...           NaN       1161.0   
 29           -1.513           0.000  ...           NaN       1195.0   
 ...             ...             ...  ...           ...          ...   
 12428        -1.882           0.000  ...           NaN          NaN   
 12429        -0.614           0.000  ...           NaN          NaN   
 12430        -0.971           0.000  ...           NaN          NaN   
 12431         0.133           0.000  ...           NaN        700.0   
 12432        -1.133           0.000  ...           NaN          NaN   
 12433        -0.342           0.000  ...           NaN        110.0   
 12434        -0.193           0.000  ...           NaN      18240.0   
 12435        -1.005           0.000  ...           NaN          NaN   
 12436        -0.407           0.000  ...           NaN     125087.0   
 12437        -0.400           0.000  ...           NaN          NaN   
 12438        -0.056           0.000  ...           NaN      11626.0   
 12439         0.445           0.000  ...           NaN          NaN   
 12440        -1.835           0.000  ...           NaN          NaN   
 12441        -1.945           0.000  ...           NaN      30000.0   
 12442        -0.808           0.000  ...           NaN          NaN   
 12443         0.174           0.000  ...           NaN     655375.0   
 12444        -1.338           0.000  ...           NaN          NaN   
 12445        -1.565           1.000  ...           NaN      22100.0   
 12446         0.549           0.000  ...           NaN          NaN   
 12447        -0.149           0.000  ...           NaN          NaN   
 12448        -0.923           0.000  ...           NaN          NaN   
 12449        -0.286           0.000  ...           NaN   11557680.0   
 12450         0.371           0.000  ...           NaN      25872.0   
 12451        -0.981           1.000  ...           NaN          NaN   
 12452         0.601           0.000  ...           NaN          0.0   
 12453        -0.332           0.000  ...           NaN          NaN   
 12454        -0.522           1.000  ...           NaN          NaN   
 12455        -0.472           0.000  ...           NaN          NaN   
 12456         0.341           0.000  ...           NaN     201050.0   
 12457         0.433           0.000  ...           NaN      48700.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.120817e+10  0.163079   15.726361   10.933293   
 1             NaN     7.059824e+09  0.000000   18.644734   13.410768   
 2             NaN     6.466028e+10  2.455146   27.395028   23.258077   
 3             NaN     3.007187e+10  2.091467   25.145993   22.770588   
 4             NaN     4.907243e+10  2.459893   27.456655   23.164593   
 5             NaN     1.508858e+11  0.441241   28.348920   25.267604   
 6             NaN     1.227379e+10  6.634078   22.359583   15.700653   
 7             NaN     7.155598e+10  0.000000   23.890636   17.176213   
 8             NaN     1.404211e+10  0.618876   45.844373   36.433362   
 9             NaN     4.061293e+10  1.961962   19.326288   14.751211   
 10            NaN     2.660330e+10  0.000000   46.140830   34.984897   
 11            NaN     2.412062e+10  1.355276   15.715916   12.258433   
 12            NaN     6.974684e+09  2.249924   17.236474   12.101564   
 13            NaN     1.958716e+10  1.282051   24.683531   21.110094   
 14            NaN     1.274494e+10  1.160542   15.941429   10.944789   
 15            NaN     4.024056e+10  1.549787   27.992756   24.564654   
 16            NaN     4.024056e+10  1.549787   32.435052   29.681877   
 17            NaN     1.766767e+10  0.274160   26.344441   21.637737   
 18            NaN     2.772484e+10  2.038533   29.945706   26.775481   
 19            NaN     1.142817e+11  2.982849   34.081966   28.680242   
 20            NaN     1.249523e+11  0.000000   39.695990   34.616989   
 21            NaN     9.547862e+10  2.496879   30.982713   27.482014   
 22            NaN     1.431208e+10  0.000000   35.138955   32.584676   
 23            NaN     8.923801e+10  0.000000   21.515002   17.158060   
 24            NaN     4.277082e+10  3.271028   25.578063   21.847008   
 25            NaN     2.901712e+10  0.000000   24.812443   20.931548   
 26            NaN     9.564163e+09  1.551831   14.050565   10.057963   
 27            NaN     9.564163e+09  1.551831   37.164674   34.876080   
 28            NaN     6.664521e+10  3.280757   22.804065   19.923920   
 29            NaN     3.537300e+11  2.382370   23.754584   20.965183   
 ...           ...              ...       ...         ...         ...   
 12428         NaN     5.056250e+06       NaN   23.534117   17.619426   
 12429         NaN     1.017175e+07  0.000000   78.234096   76.011819   
 12430         NaN     2.231800e+06  0.000000   68.797948   65.906730   
 12431       32.89     4.904000e+05  0.000000   92.503807   89.067600   
 12432         NaN     1.272500e+06  0.000000   95.988701   93.496757   
 12433      356.59     6.495840e+07       NaN   91.090820   88.292068   
 12434      325.59     6.832300e+03       NaN   71.587872   67.571863   
 12435         NaN     1.059380e+06       NaN   77.526776   74.466642   
 12436    48364.72     1.553874e+07  0.000000  105.045065  102.746699   
 12437         NaN     5.030700e+01  0.000000   43.123520   36.067001   
 12438    59917.10     2.260125e+07  0.000000  135.078020  133.065406   
 12439         NaN     7.154400e+05  0.000000  185.461248  183.417551   
 12440         NaN     6.334240e+07  2.017756   40.367240   35.734232   
 12441     3040.68     2.421300e+06       NaN  113.678117  112.087025   
 12442         NaN     2.224200e+05  0.000000   61.890884   58.079263   
 12443      775.63     3.892700e+06  0.000000  171.018733  169.147043   
 12444         NaN     4.175220e+06  0.000000   81.050906   78.425451   
 12445  1701083.09     2.992186e+10  4.956305   23.381054   18.874217   
 12446         NaN     1.591600e+03  0.000000   59.317396   49.947923   
 12447         NaN     1.848070e+06  0.000000   91.179334   87.989215   
 12448         NaN     2.538600e+06  0.000000   45.889590   39.664334   
 12449    25073.80     5.193720e+05       NaN   85.370470   82.376479   
 12450    24029.02     3.289650e+07       NaN   94.225896   89.906526   
 12451         NaN     4.230000e+05  0.000000   77.321761   74.620124   
 12452         NaN     1.000031e+07  0.000000  111.338985  106.533395   
 12453         NaN     3.082320e+07  0.000000   76.000374   72.970125   
 12454         NaN     5.116080e+06       NaN   84.227459   81.259476   
 12455         NaN     3.367200e+05       NaN   36.380501   30.076955   
 12456      707.94     7.681730e+05  0.000000  195.092657  193.116768   
 12457  2416349.59     7.890108e+08  0.607211   45.308321   33.993945   
 
        HistBeta  PredBeta  DataDate  
 0      0.000770  0.133474  20041015  
 1      0.000026  0.109598  20041015  
 2     -0.023748  0.098955  20041015  
 3     -0.048487  0.303054  20041015  
 4      0.007129  0.163864  20041015  
 5      0.048968  0.474123  20041015  
 6      0.010224  0.067819  20041015  
 7      0.006612  0.027708  20041015  
 8      0.380852  0.768870  20041015  
 9     -0.047540  0.025502  20041015  
 10     0.092295  0.496386  20041015  
 11     0.084412  0.234590  20041015  
 12     0.000026  0.086657  20041015  
 13     0.048358  0.238315  20041015  
 14     0.000026  0.066873  20041015  
 15     0.050902  0.322863  20041015  
 16     0.126299  0.343753  20041015  
 17     0.974834  1.012403  20041015  
 18     0.199842  0.431508  20041015  
 19    -0.045046  0.177042  20041015  
 20     0.570445  0.802681  20041015  
 21     0.042884  0.286377  20041015  
 22     0.257153  0.456751  20041015  
 23     0.051725  0.275312  20041015  
 24     0.135494  0.431041  20041015  
 25     0.061979  0.299702  20041015  
 26     0.000911  0.181081  20041015  
 27     0.293459  0.586406  20041015  
 28     0.316126  0.432453  20041015  
 29     0.194773  0.356041  20041015  
 ...         ...       ...       ...  
 12428  0.000026  0.093096  20041015  
 12429  0.669623  0.819315  20041015  
 12430  0.481030  0.844132  20041015  
 12431  1.063727  1.277599  20041015  
 12432  0.395644  0.871509  20041015  
 12433  0.812766  1.110502  20041015  
 12434  0.891555  1.292319  20041015  
 12435  0.463197  0.743529  20041015  
 12436  0.778630  1.048959  20041015  
 12437  0.782079  1.150801  20041015  
 12438  0.963755  1.277065  20041015  
 12439  1.228201  1.548815  20041015  
 12440  0.025170  0.261148  20041015  
 12441 -0.033269  0.328926  20041015  
 12442  0.567177  0.903380  20041015  
 12443  1.085272  1.222157  20041015  
 12444  0.287438  0.724933  20041015  
 12445  0.167521  0.219883  20041015  
 12446  1.283089  1.435505  20041015  
 12447  0.915007  1.215622  20041015  
 12448  0.506288  0.900390  20041015  
 12449  0.842422  1.175340  20041015  
 12450  1.189094  1.512395  20041015  
 12451  0.475634  0.684155  20041015  
 12452  1.310403  1.591921  20041015  
 12453  0.818337  1.082774  20041015  
 12454  0.717710  0.928243  20041015  
 12455  0.744379  1.060981  20041015  
 12456  1.173584  1.481304  20041015  
 12457  1.222051  1.288797  20041015  
 
 [12458 rows x 92 columns],
 '20041018':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.912            0.000               0.0   
 1      USA0011            -0.560            0.000               0.0   
 2      USA0031             0.478            0.000               0.0   
 3      USA0062            -0.305            0.430               0.0   
 4      USA00E2             0.538            0.000               0.0   
 5      USA00F1             0.273            0.000               0.0   
 6      USA00G2            -0.313            0.000               0.0   
 7      USA00H1             0.831            0.000               0.0   
 8      USA00I1             0.383            0.000               0.0   
 9      USA00J1             0.321            0.000               0.0   
 10     USA00K1             0.374            0.000               0.0   
 11     USA00P1             0.486            0.000               0.0   
 12     USA00R1             0.258            0.000               0.0   
 13     USA00S1             0.146            0.000               0.0   
 14     USA00V1             0.275            0.000               0.0   
 15     USA0131            -0.930            1.000               0.0   
 16     USA0161             1.859            1.000               0.0   
 17     USA01I1             0.844            0.000               0.0   
 18     USA01J2            -0.156            0.000               0.0   
 19     USA01L1            -1.050            0.000               0.0   
 20     USA01P1             0.793            0.000               0.0   
 21     USA01Q1             0.361            0.000               0.0   
 22     USA0202             0.520            0.000               0.0   
 23     USA0231             0.565            0.000               0.0   
 24     USA0281            -0.122            0.000               0.0   
 25     USA0291             0.422            0.000               0.0   
 26     USA02A1            -0.195            0.000               0.0   
 27     USA02B1             0.071            0.000               0.0   
 28     USA02H1             0.232            0.000               0.0   
 29     USA02P1            -0.474            0.143               0.0   
 ...        ...               ...              ...               ...   
 12428  USAZY41            -0.695            0.000               0.0   
 12429  USAZY51             0.063            0.000               0.0   
 12430  USAZY61            -0.052            0.000               0.0   
 12431  USAZY71            -0.345            0.000               0.0   
 12432  USAZYI1            -2.677            0.000               0.0   
 12433  USAZYJ1            -0.365            0.000               0.0   
 12434  USAZYK1            -0.445            0.000               0.0   
 12435  USAZYM1            -0.497            0.000               0.0   
 12436  USAZYR1            -2.677            0.000               0.0   
 12437  USAZYS1            -0.123            0.000               0.0   
 12438  USAZYT1            -2.677            0.000               0.0   
 12439  USAZYV1            -2.677            0.000               0.0   
 12440  USAZYX1            -0.121            0.000               0.0   
 12441  USAZZ41             1.939            0.000               0.0   
 12442  USAZZ51            -0.052            0.000               0.0   
 12443  USAZZ61            -0.022            0.000               0.0   
 12444  USAZZ71            -0.176            0.000               0.0   
 12445  USAZZ81             0.568            0.000               0.0   
 12446  USAZZ91            -1.851            0.000               0.0   
 12447  USAZZA1             0.368            0.000               0.0   
 12448  USAZZB1            -0.220            0.000               0.0   
 12449  USAZZD1            -0.078            0.000               0.0   
 12450  USAZZF1             0.772            0.000               0.0   
 12451  USAZZI1            -0.382            0.000               0.0   
 12452  USAZZJ1            -2.677            0.000               0.0   
 12453  USAZZL1             0.299            0.000               0.0   
 12454  USAZZP1            -2.677            0.000               0.0   
 12455  USAZZR1             0.108            0.000               0.0   
 12456  USAZZX1            -2.677            0.000               0.0   
 12457  USAZZY1             0.420            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 12456               0.0              0.0           0.0          0.000   
 12457               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.879           0.000  ...           NaN          NaN   
 1            -1.880           0.000  ...           NaN          NaN   
 2            -1.925           0.000  ...           NaN       1396.0   
 3            -1.976           0.000  ...           NaN          NaN   
 4            -1.867           0.000  ...           NaN       1260.0   
 5            -1.784           0.000  ...           NaN         63.0   
 6            -1.862           0.000  ...           NaN          NaN   
 7            -1.868           0.000  ...           NaN          NaN   
 8            -1.163           0.000  ...           NaN          NaN   
 9            -1.970           0.862  ...           NaN      29000.0   
 10           -1.705           0.000  ...           NaN          NaN   
 11           -1.721           0.000  ...           NaN          NaN   
 12           -1.880           0.000  ...           NaN          NaN   
 13           -1.790           0.000  ...           NaN          NaN   
 14           -1.880           0.000  ...           NaN          NaN   
 15           -1.789           0.000  ...           NaN          NaN   
 16           -1.746           0.000  ...           NaN        780.0   
 17           -0.039           0.000  ...           NaN      45651.0   
 18           -1.507           0.000  ...           NaN          NaN   
 19           -1.975           0.000  ...           NaN          NaN   
 20           -0.804           0.000  ...           NaN          NaN   
 21           -1.796           1.000  ...           NaN          NaN   
 22           -1.399           0.000  ...           NaN          NaN   
 23           -1.784           0.000  ...           NaN      48600.0   
 24           -1.626           0.000  ...           NaN          NaN   
 25           -1.762           0.000  ...           NaN          NaN   
 26           -1.879           0.000  ...           NaN          NaN   
 27           -1.330           0.000  ...           NaN          NaN   
 28           -1.286           0.000  ...           NaN       1161.0   
 29           -1.516           0.000  ...           NaN       1195.0   
 ...             ...             ...  ...           ...          ...   
 12428        -1.880           0.000  ...           NaN          NaN   
 12429        -0.614           0.000  ...           NaN          NaN   
 12430        -0.969           0.000  ...           NaN          NaN   
 12431         0.138           0.000  ...           NaN      13292.0   
 12432        -1.084           0.000  ...           NaN        800.0   
 12433        -0.348           0.000  ...           NaN          NaN   
 12434        -0.193           0.000  ...           NaN     175370.0   
 12435        -1.004           0.000  ...           NaN          NaN   
 12436        -0.349           0.000  ...           NaN      57542.0   
 12437        -0.400           0.000  ...           NaN          NaN   
 12438        -0.006           0.000  ...           NaN      19255.0   
 12439         0.545           0.000  ...           NaN      25000.0   
 12440        -1.836           0.000  ...           NaN          NaN   
 12441        -2.017           0.000  ...           NaN       8350.0   
 12442        -0.807           0.000  ...           NaN          NaN   
 12443         0.169           0.000  ...           NaN     595525.0   
 12444        -1.333           0.000  ...           NaN          NaN   
 12445        -1.573           1.000  ...           NaN      50600.0   
 12446         0.545           0.000  ...           NaN       5000.0   
 12447        -0.153           0.000  ...           NaN          NaN   
 12448        -0.924           0.000  ...           NaN          NaN   
 12449        -0.289           0.000  ...           NaN    5791734.0   
 12450         0.363           0.000  ...           NaN       2750.0   
 12451        -0.983           1.000  ...           NaN          NaN   
 12452         0.641           0.000  ...           NaN          0.0   
 12453        -0.331           0.000  ...           NaN          NaN   
 12454        -0.448           1.000  ...           NaN     318300.0   
 12455        -0.473           0.000  ...           NaN          NaN   
 12456         0.415           0.000  ...           NaN      30133.0   
 12457         0.397           0.000  ...           NaN      58700.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.056640e+10  0.163079   15.862599   10.874759   
 1             NaN     7.040709e+09  0.000000   18.734398   13.238501   
 2             NaN     6.464465e+10  2.455146   27.269144   23.053661   
 3             NaN     2.977116e+10  2.091467   24.548704   22.361518   
 4             NaN     4.959249e+10  2.459893   27.384736   23.005115   
 5             NaN     1.556589e+11  0.441241   28.238504   24.930546   
 6             NaN     1.245638e+10  6.634078   22.188672   15.444602   
 7             NaN     7.338310e+10  0.000000   24.069752   17.243397   
 8             NaN     1.405715e+10  0.618876   45.471767   36.011973   
 9             NaN     4.084615e+10  1.961962   19.174689   14.523108   
 10            NaN     2.690831e+10  0.000000   45.882457   34.633656   
 11            NaN     2.448080e+10  1.355276   15.836444   12.256579   
 12            NaN     6.928290e+09  2.249924   17.347850   12.101569   
 13            NaN     1.961075e+10  1.282051   24.435536   20.820276   
 14            NaN     1.287158e+10  1.160542   16.010583   10.907351   
 15            NaN     3.975951e+10  1.549787   27.937097   24.292821   
 16            NaN     3.975951e+10  1.549787   33.414305   30.421855   
 17            NaN     1.762463e+10  0.274160   26.174214   21.451331   
 18            NaN     2.773852e+10  2.038533   29.654579   26.392663   
 19            NaN     1.132330e+11  2.982849   34.042843   28.285669   
 20            NaN     1.263046e+11  0.000000   39.202225   34.217578   
 21            NaN     9.557604e+10  2.496879   30.583954   27.135311   
 22            NaN     1.406508e+10  0.000000   34.807742   32.244004   
 23            NaN     9.024720e+10  0.000000   21.595888   17.114161   
 24            NaN     4.306089e+10  3.271028   25.242885   21.519949   
 25            NaN     2.940434e+10  0.000000   24.734037   20.761323   
 26            NaN     9.529770e+09  1.551831   13.960099    9.911702   
 27            NaN     9.529770e+09  1.551831   36.515934   34.421900   
 28            NaN     6.667428e+10  3.280757   22.576330   19.645000   
 29            NaN     3.573147e+11  2.382370   23.468410   20.638575   
 ...           ...              ...       ...         ...         ...   
 12428         NaN     5.056250e+06       NaN   23.502848   17.429870   
 12429         NaN     1.017175e+07  0.000000   75.939142   73.651100   
 12430         NaN     2.231800e+06  0.000000   69.154306   66.282745   
 12431       46.83     4.904000e+05  0.000000   92.086810   88.652520   
 12432     9783.05     1.399750e+06  0.000000   95.663856   93.060480   
 12433         NaN     6.495840e+07       NaN   93.164941   90.590365   
 12434      337.11     6.832300e+03       NaN   71.456090   67.525121   
 12435         NaN     1.059380e+06       NaN   76.253036   73.140367   
 12436    50060.59     1.664865e+07  0.000000  104.191315  101.822482   
 12437         NaN     5.030700e+01  0.000000   42.621958   35.521046   
 12438    39820.59     2.461025e+07  0.000000  133.718798  131.730267   
 12439      529.27     1.049312e+06  0.000000  188.759674  186.683230   
 12440         NaN     6.334240e+07  2.017756   39.872520   35.168647   
 12441     3192.43     2.075400e+06       NaN  114.060847  112.486925   
 12442         NaN     2.224200e+05  0.000000   61.076089   57.205019   
 12443     1010.25     3.892700e+06  0.000000  168.655271  166.853707   
 12444         NaN     4.175220e+06  0.000000   80.238235   77.599579   
 12445  1781511.71     2.984148e+10  4.956305   23.358210   18.805162   
 12446        0.07     1.591600e+03  0.000000   59.184456   49.507955   
 12447         NaN     1.848070e+06  0.000000   89.686944   86.446653   
 12448         NaN     2.538600e+06  0.000000   45.369358   39.072904   
 12449    23680.54     5.193720e+05       NaN   84.770175   81.807396   
 12450    21798.17     3.270852e+07       NaN   92.932247   88.588208   
 12451         NaN     4.230000e+05  0.000000   75.781600   73.049046   
 12452         NaN     1.048521e+07  0.000000  110.399338  105.534028   
 12453         NaN     3.082320e+07  0.000000   74.931896   71.884636   
 12454    11526.12     6.288515e+06       NaN   83.744740   80.589974   
 12455         NaN     3.367200e+05       NaN   35.935342   29.606649   
 12456      716.47     9.876510e+05  0.000000  194.476976  192.530764   
 12457  2472261.48     7.812906e+08  0.607211   44.846988   33.480688   
 
        HistBeta  PredBeta  DataDate  
 0      0.000739  0.115739  20041018  
 1      0.000007  0.090701  20041018  
 2     -0.023928  0.109062  20041018  
 3     -0.050856  0.279123  20041018  
 4      0.006807  0.181231  20041018  
 5      0.050752  0.492892  20041018  
 6      0.009697  0.055718  20041018  
 7      0.006587  0.039958  20041018  
 8      0.379330  0.776314  20041018  
 9     -0.047753  0.035582  20041018  
 10     0.092690  0.518675  20041018  
 11     0.084014  0.252897  20041018  
 12     0.000007  0.099695  20041018  
 13     0.047668  0.243563  20041018  
 14     0.000007  0.076865  20041018  
 15     0.048116  0.273624  20041018  
 16     0.071084  0.332207  20041018  
 17     0.973872  1.028570  20041018  
 18     0.197464  0.442105  20041018  
 19    -0.049990  0.156189  20041018  
 20     0.569395  0.785220  20041018  
 21     0.044445  0.286003  20041018  
 22     0.254567  0.466514  20041018  
 23     0.051018  0.296649  20041018  
 24     0.134492  0.421430  20041018  
 25     0.062359  0.308845  20041018  
 26     0.000817  0.175323  20041018  
 27     0.290756  0.565377  20041018  
 28     0.314382  0.435583  20041018  
 29     0.192532  0.359562  20041018  
 ...         ...       ...       ...  
 12428  0.000007  0.074861  20041018  
 12429  0.669543  0.826563  20041018  
 12430  0.481839  0.838374  20041018  
 12431  1.067235  1.266021  20041018  
 12432  0.420972  0.841070  20041018  
 12433  0.810173  1.041494  20041018  
 12434  0.892225  1.268217  20041018  
 12435  0.463362  0.729902  20041018  
 12436  0.809657  1.005147  20041018  
 12437  0.783094  1.156380  20041018  
 12438  0.991351  1.244068  20041018  
 12439  1.282651  1.545174  20041018  
 12440  0.023360  0.243971  20041018  
 12441 -0.072293  0.280866  20041018  
 12442  0.567437  0.902735  20041018  
 12443  1.084118  1.269293  20041018  
 12444  0.289362  0.723230  20041018  
 12445  0.162595  0.234494  20041018  
 12446  1.282583  1.386871  20041018  
 12447  0.913620  1.211546  20041018  
 12448  0.505697  0.897582  20041018  
 12449  0.841834  1.167585  20041018  
 12450  1.186529  1.517215  20041018  
 12451  0.474326  0.679515  20041018  
 12452  1.333300  1.517936  20041018  
 12453  0.819641  1.081337  20041018  
 12454  0.757562  0.917807  20041018  
 12455  0.744533  1.064642  20041018  
 12456  1.213783  1.430274  20041018  
 12457  1.204477  1.283816  20041018  
 
 [12458 rows x 92 columns],
 '20041019':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.123            0.000               0.0   
 1      USA0011            -0.416            0.000               0.0   
 2      USA0031             2.229            0.000               0.0   
 3      USA0062             1.722            0.430               0.0   
 4      USA00E2             2.115            0.000               0.0   
 5      USA00F1            -1.548            0.000               0.0   
 6      USA00G2            -0.552            0.000               0.0   
 7      USA00H1            -0.427            0.000               0.0   
 8      USA00I1             2.771            0.000               0.0   
 9      USA00J1             0.048            0.000               0.0   
 10     USA00K1             1.377            0.000               0.0   
 11     USA00P1            -0.050            0.000               0.0   
 12     USA00R1            -0.146            0.000               0.0   
 13     USA00S1             0.928            0.000               0.0   
 14     USA00V1            -0.566            0.000               0.0   
 15     USA0131             0.615            1.000               0.0   
 16     USA0161            -1.012            1.000               0.0   
 17     USA01I1            -1.310            0.000               0.0   
 18     USA01J2            -0.414            0.000               0.0   
 19     USA01L1             2.771            0.000               0.0   
 20     USA01P1            -1.448            0.000               0.0   
 21     USA01Q1            -0.046            0.000               0.0   
 22     USA0202            -0.152            0.000               0.0   
 23     USA0231             1.049            0.000               0.0   
 24     USA0281             0.491            0.000               0.0   
 25     USA0291             0.667            0.000               0.0   
 26     USA02A1             0.127            0.000               0.0   
 27     USA02B1             0.185            0.000               0.0   
 28     USA02H1             2.771            0.000               0.0   
 29     USA02P1             0.718            0.143               0.0   
 ...        ...               ...              ...               ...   
 12428  USAZY41            -0.100            0.000               0.0   
 12429  USAZY51            -0.073            0.000               0.0   
 12430  USAZY61             0.383            0.000               0.0   
 12431  USAZY71            -2.752            0.000               0.0   
 12432  USAZYI1            -0.032            0.000               0.0   
 12433  USAZYJ1            -0.143            0.000               0.0   
 12434  USAZYK1            -0.385            0.000               0.0   
 12435  USAZYM1            -0.555            0.000               0.0   
 12436  USAZYR1            -0.041            0.000               0.0   
 12437  USAZYS1            -0.207            0.000               0.0   
 12438  USAZYT1            -0.113            0.000               0.0   
 12439  USAZYV1            -2.711            0.000               0.0   
 12440  USAZYX1             0.019            0.000               0.0   
 12441  USAZZ41            -2.575            0.000               0.0   
 12442  USAZZ51             0.011            0.000               0.0   
 12443  USAZZ61            -0.204            0.000               0.0   
 12444  USAZZ71             0.208            0.000               0.0   
 12445  USAZZ81            -0.976            0.000               0.0   
 12446  USAZZ91            -0.175            0.000               0.0   
 12447  USAZZA1             0.189            0.000               0.0   
 12448  USAZZB1             0.545            0.000               0.0   
 12449  USAZZD1            -0.412            0.000               0.0   
 12450  USAZZF1             1.968            0.000               0.0   
 12451  USAZZI1             0.022            0.000               0.0   
 12452  USAZZJ1            -2.202            0.000               0.0   
 12453  USAZZL1            -2.060            0.000               0.0   
 12454  USAZZP1             1.025            0.000               0.0   
 12455  USAZZR1             0.085            0.000               0.0   
 12456  USAZZX1             2.771            0.000               0.0   
 12457  USAZZY1            -0.320            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 12456               0.0              0.0           0.0          0.000   
 12457               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.913           0.000  ...           NaN          NaN   
 1            -1.915           0.000  ...           NaN          NaN   
 2            -1.832           0.000  ...           NaN       1672.0   
 3            -1.944           0.000  ...           NaN       5260.0   
 4            -1.779           0.000  ...           NaN       1448.0   
 5            -1.839           0.000  ...           NaN       1295.0   
 6            -1.895           0.000  ...           NaN          NaN   
 7            -1.903           0.000  ...           NaN          NaN   
 8            -1.119           0.000  ...           NaN       1029.0   
 9            -2.004           0.862  ...           NaN      29000.0   
 10           -1.743           0.000  ...           NaN          NaN   
 11           -1.757           0.000  ...           NaN          NaN   
 12           -1.915           0.000  ...           NaN          NaN   
 13           -1.754           0.000  ...           NaN        326.0   
 14           -1.915           0.000  ...           NaN          NaN   
 15           -1.820           0.000  ...           NaN          NaN   
 16           -1.853           0.000  ...           NaN        640.0   
 17           -0.050           0.000  ...           NaN      45651.0   
 18           -1.538           0.000  ...           NaN          NaN   
 19           -1.760           0.000  ...           NaN       3600.0   
 20           -0.922           0.000  ...           NaN      11955.0   
 21           -1.837           1.000  ...           NaN          NaN   
 22           -1.433           0.000  ...           NaN          NaN   
 23           -1.791           0.000  ...           NaN       3725.0   
 24           -1.590           0.000  ...           NaN       1550.0   
 25           -1.805           0.000  ...           NaN          NaN   
 26           -1.913           0.000  ...           NaN          NaN   
 27           -1.361           0.000  ...           NaN          NaN   
 28           -0.605           0.000  ...           NaN       2022.0   
 29           -1.498           0.000  ...           NaN       4935.0   
 ...             ...             ...  ...           ...          ...   
 12428        -1.915           0.000  ...           NaN          NaN   
 12429        -0.631           0.000  ...           NaN          NaN   
 12430        -0.995           0.000  ...           NaN       2000.0   
 12431         0.130           0.000  ...           NaN      84765.0   
 12432        -1.103           0.000  ...           NaN          NaN   
 12433        -0.352           0.000  ...           NaN          NaN   
 12434        -0.201           0.000  ...           NaN      19035.0   
 12435        -1.025           0.000  ...           NaN          NaN   
 12436        -0.378           0.000  ...           NaN      24820.0   
 12437        -0.416           0.000  ...           NaN       1834.0   
 12438        -0.017           0.000  ...           NaN       6550.0   
 12439         0.457           0.000  ...           NaN      13846.0   
 12440        -1.865           0.000  ...           NaN        400.0   
 12441        -2.213           0.000  ...           NaN     117917.0   
 12442        -0.826           0.000  ...           NaN          NaN   
 12443         0.166           0.000  ...           NaN     425629.0   
 12444        -1.363           0.000  ...           NaN          NaN   
 12445        -1.658           1.000  ...           NaN      62800.0   
 12446         0.543           0.000  ...           NaN          NaN   
 12447        -0.166           0.000  ...           NaN          NaN   
 12448        -0.996           0.000  ...           NaN          NaN   
 12449        -0.304           0.000  ...           NaN    5928600.0   
 12450         0.370           0.000  ...           NaN       4344.0   
 12451        -1.008           1.000  ...           NaN          NaN   
 12452         0.524           0.000  ...           NaN          0.0   
 12453        -0.405           0.000  ...           NaN       5000.0   
 12454        -0.448           1.000  ...           NaN      10000.0   
 12455        -0.488           0.000  ...           NaN          NaN   
 12456         0.470           0.000  ...           NaN      72050.0   
 12457         0.370           0.000  ...           NaN      73200.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.024552e+10  0.163079   16.570649   11.321000   
 1             NaN     7.078939e+09  0.000000   19.584606   13.778230   
 2             NaN     6.469155e+10  2.455146   29.155751   24.675987   
 3             NaN     3.044992e+10  2.091467   25.821051   23.346347   
 4             NaN     4.957916e+10  2.459893   29.208378   24.542575   
 5             NaN     1.504946e+11  0.441241   30.537991   26.871015   
 6             NaN     1.228966e+10  6.634078   23.297325   16.240277   
 7             NaN     7.339606e+10  0.000000   25.142290   18.044347   
 8             NaN     1.419621e+10  0.618876   48.359948   38.033817   
 9             NaN     4.032341e+10  1.961962   20.020834   15.075982   
 10            NaN     2.692526e+10  0.000000   48.158809   36.111374   
 11            NaN     2.412652e+10  1.355276   16.484799   12.809351   
 12            NaN     6.710676e+09  2.249924   18.128394   12.602240   
 13            NaN     1.944560e+10  1.282051   25.601516   21.799892   
 14            NaN     1.269682e+10  1.160542   16.946349   11.488391   
 15            NaN     3.945483e+10  1.549787   29.033142   25.221345   
 16            NaN     3.945483e+10  1.549787   34.974267   31.903789   
 17            NaN     1.730614e+10  0.274160   27.802631   22.915900   
 18            NaN     2.764962e+10  2.038533   30.910600   27.542719   
 19            NaN     1.128906e+11  2.982849   37.123390   31.360128   
 20            NaN     1.263722e+11  0.000000   41.023687   36.119203   
 21            NaN     9.591704e+10  2.496879   31.899865   28.263184   
 22            NaN     1.401019e+10  0.000000   36.409330   33.693042   
 23            NaN     9.009582e+10  0.000000   22.696277   17.940152   
 24            NaN     4.234071e+10  3.271028   26.401072   22.391974   
 25            NaN     2.971895e+10  0.000000   25.775684   21.557761   
 26            NaN     9.329143e+09  1.551831   14.698740   10.340467   
 27            NaN     9.329143e+09  1.551831   38.047086   35.847055   
 28            NaN     6.566641e+10  3.280757   29.802495   25.922853   
 29            NaN     3.524648e+11  2.382370   24.528811   21.464075   
 ...           ...              ...       ...         ...         ...   
 12428         NaN     5.056250e+06       NaN   24.572209   18.177229   
 12429         NaN     1.017175e+07  0.000000   79.219040   76.834305   
 12430       50.00     2.231800e+06  0.000000   71.784900   68.785161   
 12431      125.61     5.149200e+05  0.000000   98.025625   94.478314   
 12432         NaN     1.399750e+06  0.000000  100.161102   97.552884   
 12433         NaN     6.495840e+07       NaN   96.836102   94.151921   
 12434      321.87     6.832300e+03       NaN   75.035692   71.018413   
 12435         NaN     1.059380e+06       NaN   72.685979   69.490780   
 12436    48292.79     1.664865e+07  0.000000  108.568354  106.134366   
 12437         NaN     5.030700e+01  0.000000   44.402221   37.019373   
 12438    38156.45     2.461025e+07  0.000000  139.438689  137.472122   
 12439      520.95     1.192400e+06  0.000000  197.749399  195.738407   
 12440    19522.27     6.334240e+07  2.017756   41.473407   36.594292   
 12441     3422.51     2.421300e+06       NaN  121.223014  119.549662   
 12442         NaN     2.224200e+05  0.000000   63.149357   59.095621   
 12443     1099.76     3.892700e+06  0.000000  174.333560  172.455280   
 12444         NaN     4.175220e+06  0.000000   83.779410   81.065722   
 12445  1811464.68     3.024135e+10  4.956305   24.702230   19.961985   
 12446         NaN     1.591600e+03  0.000000   61.299104   51.353423   
 12447         NaN     1.848070e+06  0.000000   93.980559   90.689411   
 12448         NaN     2.538600e+06  0.000000   47.111015   40.579135   
 12449    22873.63     5.193720e+05       NaN   88.445232   85.403615   
 12450    21143.02     3.195660e+07       NaN   96.335533   91.683736   
 12451         NaN     4.230000e+05  0.000000   79.839456   77.005231   
 12452         NaN     1.106819e+07  0.000000  115.615705  110.407703   
 12453     8782.16     3.167940e+07  0.000000   78.198315   75.168171   
 12454    11622.78     6.181930e+06       NaN   89.049555   85.951474   
 12455         NaN     3.367200e+05       NaN   37.387918   30.811070   
 12456      710.10     8.779120e+05  0.000000  203.508858  201.545417   
 12457  2476954.14     7.797465e+08  0.607211   46.487579   34.817866   
 
        HistBeta  PredBeta  DataDate  
 0      0.000776  0.128977  20041019  
 1      0.000041  0.084655  20041019  
 2      0.043083  0.202236  20041019  
 3     -0.015164  0.336281  20041019  
 4      0.070577  0.269251  20041019  
 5      0.039243  0.462515  20041019  
 6      0.010373  0.050995  20041019  
 7      0.006445  0.028603  20041019  
 8      0.413756  0.852931  20041019  
 9     -0.046105  0.036755  20041019  
 10     0.089488  0.535998  20041019  
 11     0.082169  0.246602  20041019  
 12     0.000042  0.097327  20041019  
 13     0.083543  0.285234  20041019  
 14     0.000041  0.068563  20041019  
 15     0.049271  0.288771  20041019  
 16     0.032139  0.265001  20041019  
 17     0.969190  0.993870  20041019  
 18     0.196080  0.434814  20041019  
 19     0.080713  0.339239  20041019  
 20     0.516175  0.693784  20041019  
 21     0.040518  0.266647  20041019  
 22     0.250193  0.456589  20041019  
 23     0.064634  0.307463  20041019  
 24     0.169108  0.460425  20041019  
 25     0.057302  0.307737  20041019  
 26     0.000952  0.182294  20041019  
 27     0.288027  0.562379  20041019  
 28     0.680516  0.876490  20041019  
 29     0.216551  0.397300  20041019  
 ...         ...       ...       ...  
 12428  0.000042  0.081887  20041019  
 12429  0.667435  0.828111  20041019  
 12430  0.477833  0.827060  20041019  
 12431  1.062746  1.210366  20041019  
 12432  0.422143  0.890281  20041019  
 12433  0.812096  1.040376  20041019  
 12434  0.890518  1.260686  20041019  
 12435  0.462273  0.756116  20041019  
 12436  0.798819  0.995410  20041019  
 12437  0.778980  1.158894  20041019  
 12438  0.986287  1.251024  20041019  
 12439  1.232871  1.465968  20041019  
 12440  0.025949  0.239309  20041019  
 12441 -0.155063  0.201982  20041019  
 12442  0.565952  0.904654  20041019  
 12443  1.081434  1.258476  20041019  
 12444  0.287024  0.714886  20041019  
 12445  0.133666  0.192648  20041019  
 12446  1.277267  1.387851  20041019  
 12447  0.908854  1.197500  20041019  
 12448  0.477392  0.880856  20041019  
 12449  0.836966  1.153751  20041019  
 12450  1.187308  1.537366  20041019  
 12451  0.471100  0.674472  20041019  
 12452  1.267686  1.417433  20041019  
 12453  0.784877  0.998093  20041019  
 12454  0.762246  0.957077  20041019  
 12455  0.741342  1.057733  20041019  
 12456  1.239451  1.447883  20041019  
 12457  1.187303  1.253633  20041019  
 
 [12458 rows x 92 columns],
 '20041020':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.494            0.000               0.0   
 1      USA0011            -0.197            0.000               0.0   
 2      USA0031            -0.135            0.000               0.0   
 3      USA0062            -0.345            0.430               0.0   
 4      USA00E2            -0.244            0.000               0.0   
 5      USA00F1             0.223            0.000               0.0   
 6      USA00G2            -0.278            0.000               0.0   
 7      USA00H1            -0.322            0.000               0.0   
 8      USA00I1             0.795            0.000               0.0   
 9      USA00J1            -0.018            0.000               0.0   
 10     USA00K1             0.687            0.000               0.0   
 11     USA00P1            -0.503            0.000               0.0   
 12     USA00R1            -0.396            0.000               0.0   
 13     USA00S1             0.615            0.000               0.0   
 14     USA00V1             0.059            0.000               0.0   
 15     USA0131            -0.867            1.000               0.0   
 16     USA0161             1.013            1.000               0.0   
 17     USA01I1             0.565            0.000               0.0   
 18     USA01J2             0.026            0.000               0.0   
 19     USA01L1             1.519            0.000               0.0   
 20     USA01P1             0.084            0.000               0.0   
 21     USA01Q1             0.115            0.000               0.0   
 22     USA0202             0.300            0.000               0.0   
 23     USA0231            -0.436            0.000               0.0   
 24     USA0281            -0.160            0.000               0.0   
 25     USA0291            -0.149            0.000               0.0   
 26     USA02A1            -0.445            0.000               0.0   
 27     USA02B1             0.266            0.000               0.0   
 28     USA02H1            -0.260            0.000               0.0   
 29     USA02P1            -0.101            0.143               0.0   
 ...        ...               ...              ...               ...   
 12430  USAZY41            -0.550            0.000               0.0   
 12431  USAZY51             0.158            0.000               0.0   
 12432  USAZY61            -0.226            0.000               0.0   
 12433  USAZY71            -0.070            0.000               0.0   
 12434  USAZYI1            -0.050            0.000               0.0   
 12435  USAZYJ1             0.055            0.000               0.0   
 12436  USAZYK1             0.892            0.000               0.0   
 12437  USAZYM1             0.728            0.000               0.0   
 12438  USAZYR1             2.729            0.000               0.0   
 12439  USAZYS1            -0.436            0.000               0.0   
 12440  USAZYT1             1.846            0.000               0.0   
 12441  USAZYV1             2.729            0.000               0.0   
 12442  USAZYX1            -0.195            0.000               0.0   
 12443  USAZZ41             2.729            0.000               0.0   
 12444  USAZZ51            -0.228            0.000               0.0   
 12445  USAZZ61            -0.172            0.000               0.0   
 12446  USAZZ71            -0.201            0.000               0.0   
 12447  USAZZ81            -0.537            0.000               0.0   
 12448  USAZZ91             2.273            0.000               0.0   
 12449  USAZZA1            -2.746            0.000               0.0   
 12450  USAZZB1            -2.746            0.000               0.0   
 12451  USAZZD1            -0.006            0.000               0.0   
 12452  USAZZF1             0.514            0.000               0.0   
 12453  USAZZI1             0.497            0.000               0.0   
 12454  USAZZJ1             2.729            0.000               0.0   
 12455  USAZZL1             1.271            0.000               0.0   
 12456  USAZZP1             2.729            0.000               0.0   
 12457  USAZZR1            -0.320            0.000               0.0   
 12458  USAZZX1            -0.096            0.000               0.0   
 12459  USAZZY1             0.642            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 12456               0.0              0.0           0.0          0.000   
 12457               0.0              0.0           0.0          0.000   
 12458               0.0              0.0           0.0          0.000   
 12459               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.913           0.000  ...           NaN          NaN   
 1            -1.914           0.000  ...           NaN          NaN   
 2            -1.832           0.000  ...           NaN       1672.0   
 3            -1.946           0.000  ...           NaN          NaN   
 4            -1.779           0.000  ...           NaN       1448.0   
 5            -1.839           0.000  ...           NaN         64.0   
 6            -1.895           0.000  ...           NaN          NaN   
 7            -1.902           0.000  ...           NaN          NaN   
 8            -1.119           0.000  ...           NaN          NaN   
 9            -2.003           0.862  ...           NaN      29000.0   
 10           -1.742           0.000  ...           NaN          NaN   
 11           -1.758           0.000  ...           NaN          NaN   
 12           -1.914           0.000  ...           NaN          NaN   
 13           -1.755           0.000  ...           NaN          NaN   
 14           -1.914           0.000  ...           NaN          NaN   
 15           -1.822           0.000  ...           NaN          NaN   
 16           -1.861           0.000  ...           NaN        533.0   
 17           -0.050           0.000  ...           NaN      45651.0   
 18           -1.538           0.000  ...           NaN          NaN   
 19           -1.761           0.000  ...           NaN          NaN   
 20           -0.922           0.000  ...           NaN          NaN   
 21           -1.836           1.000  ...           NaN          NaN   
 22           -1.435           0.000  ...           NaN          NaN   
 23           -1.790           0.000  ...           NaN       3725.0   
 24           -1.589           0.000  ...           NaN          NaN   
 25           -1.805           0.000  ...           NaN          NaN   
 26           -1.913           0.000  ...           NaN          NaN   
 27           -1.365           0.000  ...           NaN        175.0   
 28           -0.624           0.000  ...           NaN       2022.0   
 29           -1.499           0.000  ...           NaN       4935.0   
 ...             ...             ...  ...           ...          ...   
 12430        -1.914           0.000  ...           NaN          NaN   
 12431        -0.632           0.000  ...           NaN          NaN   
 12432        -0.997           0.000  ...           NaN          NaN   
 12433         0.137           0.000  ...           NaN          NaN   
 12434        -1.104           0.000  ...           NaN          NaN   
 12435        -0.354           0.000  ...           NaN          NaN   
 12436        -0.202           0.000  ...           NaN     112500.0   
 12437        -1.026           0.000  ...           NaN          NaN   
 12438        -0.391           0.000  ...           NaN      46000.0   
 12439        -0.417           0.000  ...           NaN          NaN   
 12440        -0.018           0.000  ...           NaN      31250.0   
 12441         0.418           0.000  ...           NaN        800.0   
 12442        -1.867           0.000  ...           NaN        100.0   
 12443        -2.217           0.000  ...           NaN      40000.0   
 12444        -0.828           0.000  ...           NaN          NaN   
 12445         0.165           0.000  ...           NaN     423450.0   
 12446        -1.365           0.000  ...           NaN          NaN   
 12447        -1.653           1.000  ...           NaN      13700.0   
 12448         0.541           0.000  ...           NaN          NaN   
 12449        -0.151           0.000  ...           NaN       1000.0   
 12450        -0.758           0.000  ...           NaN       5000.0   
 12451        -0.305           0.000  ...           NaN    3353000.0   
 12452         0.370           0.000  ...           NaN      12960.0   
 12453        -1.010           1.000  ...           NaN          NaN   
 12454         0.521           0.000  ...           NaN          0.0   
 12455        -0.404           0.000  ...           NaN       1500.0   
 12456        -0.455           1.000  ...           NaN      34000.0   
 12457        -0.490           0.000  ...           NaN          NaN   
 12458         0.470           0.000  ...           NaN          NaN   
 12459         0.362           0.000  ...           NaN      27900.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     5.972409e+10  0.163079   16.853427   11.756409   
 1             NaN     6.957877e+09  0.000000   19.869539   14.243565   
 2             NaN     6.472281e+10  2.455146   29.652942   25.518453   
 3             NaN     2.904084e+10  2.091467   26.445085   24.175358   
 4             NaN     4.964583e+10  2.459893   29.680113   25.383724   
 5             NaN     1.502338e+11  0.441241   31.363490   27.795567   
 6             NaN     1.236905e+10  6.634078   23.676941   16.803336   
 7             NaN     7.309802e+10  0.000000   25.624730   18.676406   
 8             NaN     1.438038e+10  0.618876   49.468371   39.576740   
 9             NaN     4.032341e+10  1.961962   20.369146   15.543599   
 10            NaN     2.731499e+10  0.000000   49.223530   37.576059   
 11            NaN     2.390805e+10  1.355276   16.894209   13.289048   
 12            NaN     6.544980e+09  2.249924   18.436319   13.043354   
 13            NaN     1.932291e+10  1.282051   26.457921   22.726258   
 14            NaN     1.291971e+10  1.160542   17.202984   11.881135   
 15            NaN     3.925439e+10  1.549787   30.197223   26.279532   
 16            NaN     3.925439e+10  1.549787   36.247205   33.112172   
 17            NaN     1.620433e+10  0.274160   28.283596   23.662731   
 18            NaN     2.762227e+10  2.038533   31.738104   28.486675   
 19            NaN     1.142175e+11  2.982849   38.459893   32.908625   
 20            NaN     1.248171e+11  0.000000   42.085413   37.488220   
 21            NaN     9.608754e+10  2.496879   32.654668   29.145279   
 22            NaN     1.433952e+10  0.000000   37.494199   34.902915   
 23            NaN     8.923801e+10  0.000000   23.054242   18.523641   
 24            NaN     4.228069e+10  3.271028   26.993537   23.154987   
 25            NaN     3.051759e+10  0.000000   26.294947   22.221435   
 26            NaN     8.454984e+09  1.551831   14.931601   10.738808   
 27            NaN     8.454984e+09  1.551831   39.140686   37.046309   
 28            NaN     6.535630e+10  3.280757   30.693376   26.896636   
 29            NaN     3.502506e+11  2.382370   25.070104   22.145002   
 ...           ...              ...       ...         ...         ...   
 12430         NaN     5.056250e+06       NaN   25.038770   18.804254   
 12431         NaN     1.017175e+07  0.000000   83.308367   81.057749   
 12432         NaN     2.231800e+06  0.000000   75.002858   72.078710   
 12433         NaN     5.149200e+05  0.000000  103.941970  100.663030   
 12434         NaN     1.399750e+06  0.000000  104.482468  101.977764   
 12435         NaN     6.495840e+07       NaN  101.260726   98.709925   
 12436      321.20     6.832300e+03       NaN   78.106155   74.152007   
 12437         NaN     1.059380e+06       NaN   76.351896   73.226814   
 12438    48440.35     1.553874e+07  0.000000  113.177128  110.572243   
 12439         NaN     5.030700e+01  0.000000   45.487520   38.209389   
 12440    36206.27     2.410800e+07  0.000000  144.408430  142.425469   
 12441      521.41     8.108320e+05  0.000000  207.543953  205.692050   
 12442    14805.00     6.334240e+07  2.017756   42.653969   37.865481   
 12443     3534.24     2.248350e+06       NaN  127.668084  126.048753   
 12444         NaN     2.224200e+05  0.000000   64.640131   60.625467   
 12445     1232.83     3.892700e+06  0.000000  180.270214  178.445313   
 12446         NaN     4.175220e+06  0.000000   87.552884   84.905573   
 12447  1766273.82     3.029366e+10  4.956305   25.208395   20.574736   
 12448         NaN     1.591600e+03  0.000000   64.049087   54.034011   
 12449     6627.53     2.174200e+06  0.000000   98.680287   95.484432   
 12450       34.09     3.807900e+06  0.000000   62.733033   57.500750   
 12451    22250.49     5.193720e+05       NaN   91.789185   88.798236   
 12452    21485.03     3.195660e+07       NaN  101.025779   96.686810   
 12453         NaN     4.230000e+05  0.000000   83.135108   80.404678   
 12454         NaN     1.048316e+07  0.000000  120.771574  115.514691   
 12455     9031.02     3.125130e+07  0.000000   80.742370   77.787801   
 12456    11917.45     5.542420e+06       NaN   96.103179   93.161850   
 12457         NaN     3.367200e+05       NaN   38.248003   31.824055   
 12458         NaN     8.779120e+05  0.000000  210.806978  208.904501   
 12459  2338468.68     7.707910e+08  0.607211   47.344205   36.001634   
 
        HistBeta  PredBeta  DataDate  
 0      0.000770  0.117851  20041020  
 1      0.000037  0.083898  20041020  
 2      0.042993  0.171407  20041020  
 3     -0.016509  0.304634  20041020  
 4      0.070496  0.238413  20041020  
 5      0.039023  0.493555  20041020  
 6      0.010290  0.049610  20041020  
 7      0.006448  0.024721  20041020  
 8      0.413589  0.842071  20041020  
 9     -0.046190  0.030922  20041020  
 10     0.089552  0.532708  20041020  
 11     0.081260  0.237310  20041020  
 12     0.000037  0.093062  20041020  
 13     0.082989  0.285338  20041020  
 14     0.000037  0.074387  20041020  
 15     0.048206  0.250472  20041020  
 16     0.027827  0.279947  20041020  
 17     0.969430  1.016463  20041020  
 18     0.195786  0.441002  20041020  
 19     0.079991  0.365206  20041020  
 20     0.516092  0.702814  20041020  
 21     0.040703  0.263459  20041020  
 22     0.249250  0.459237  20041020  
 23     0.064510  0.287250  20041020  
 24     0.169088  0.453735  20041020  
 25     0.057213  0.295576  20041020  
 26     0.000934  0.197509  20041020  
 27     0.285900  0.580899  20041020  
 28     0.670658  0.865923  20041020  
 29     0.216237  0.383304  20041020  
 ...         ...       ...       ...  
 12430  0.000037  0.080705  20041020  
 12431  0.666989  0.831557  20041020  
 12432  0.476976  0.822883  20041020  
 12433  1.066355  1.236857  20041020  
 12434  0.421329  0.898658  20041020  
 12435  0.811366  1.044520  20041020  
 12436  0.890411  1.293130  20041020  
 12437  0.462033  0.785603  20041020  
 12438  0.791815  1.056554  20041020  
 12439  0.778555  1.157191  20041020  
 12440  0.985892  1.288812  20041020  
 12441  1.212836  1.477524  20041020  
 12442  0.024532  0.226094  20041020  
 12443 -0.157273  0.225112  20041020  
 12444  0.565031  0.902400  20041020  
 12445  1.081130  1.262282  20041020  
 12446  0.285936  0.703526  20041020  
 12447  0.135917  0.187983  20041020  
 12448  1.276780  1.452824  20041020  
 12449  0.917051  1.144045  20041020  
 12450  0.601173  0.927808  20041020  
 12451  0.836905  1.169748  20041020  
 12452  1.187892  1.522864  20041020  
 12453  0.470409  0.692177  20041020  
 12454  1.266186  1.494225  20041020  
 12455  0.785350  1.042649  20041020  
 12456  0.758782  0.988671  20041020  
 12457  0.740644  1.051720  20041020  
 12458  1.239808  1.475781  20041020  
 12459  1.183242  1.261024  20041020  
 
 [12460 rows x 92 columns],
 '20041021':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.287            0.000               0.0   
 1      USA0011            -0.494            0.000               0.0   
 2      USA0031            -1.198            0.000               0.0   
 3      USA0062            -0.566            0.430               0.0   
 4      USA00E2            -1.038            0.000               0.0   
 5      USA00F1            -0.855            0.000               0.0   
 6      USA00G2            -1.063            0.000               0.0   
 7      USA00H1            -2.334            0.000               0.0   
 8      USA00I1             0.772            0.000               0.0   
 9      USA00J1            -0.433            0.000               0.0   
 10     USA00K1             0.565            0.000               0.0   
 11     USA00P1            -0.252            0.000               0.0   
 12     USA00R1            -0.425            0.000               0.0   
 13     USA00S1            -0.253            0.000               0.0   
 14     USA00V1            -1.221            0.000               0.0   
 15     USA0131            -0.150            1.000               0.0   
 16     USA0161            -0.212            1.000               0.0   
 17     USA01I1            -0.363            0.000               0.0   
 18     USA01J2            -1.373            0.000               0.0   
 19     USA01L1            -0.503            0.000               0.0   
 20     USA01P1             0.086            0.000               0.0   
 21     USA01Q1            -0.398            0.000               0.0   
 22     USA0202            -0.553            0.000               0.0   
 23     USA0231            -0.599            0.000               0.0   
 24     USA0281            -0.814            0.000               0.0   
 25     USA0291            -2.850            0.000               0.0   
 26     USA02A1            -0.175            0.000               0.0   
 27     USA02B1             2.390            0.000               0.0   
 28     USA02H1            -0.214            0.000               0.0   
 29     USA02P1            -0.025            0.143               0.0   
 ...        ...               ...              ...               ...   
 12432  USAZY41            -0.336            0.000               0.0   
 12433  USAZY51             0.048            0.000               0.0   
 12434  USAZY61             0.032            0.000               0.0   
 12435  USAZY71             2.787            0.000               0.0   
 12436  USAZYI1             0.673            0.000               0.0   
 12437  USAZYJ1             0.111            0.000               0.0   
 12438  USAZYK1             0.139            0.000               0.0   
 12439  USAZYM1             0.131            0.000               0.0   
 12440  USAZYR1            -2.360            0.000               0.0   
 12441  USAZYS1             0.958            0.000               0.0   
 12442  USAZYT1             1.739            0.000               0.0   
 12443  USAZYV1            -2.443            0.000               0.0   
 12444  USAZYX1            -0.371            0.000               0.0   
 12445  USAZZ41            -2.850            0.000               0.0   
 12446  USAZZ51             0.581            0.000               0.0   
 12447  USAZZ61             1.045            0.000               0.0   
 12448  USAZZ71             0.435            0.000               0.0   
 12449  USAZZ81            -0.254            0.000               0.0   
 12450  USAZZ91             1.006            0.000               0.0   
 12451  USAZZA1             2.787            0.000               0.0   
 12452  USAZZB1             0.070            0.000               0.0   
 12453  USAZZD1             0.060            0.000               0.0   
 12454  USAZZF1             0.517            0.000               0.0   
 12455  USAZZI1             0.390            0.000               0.0   
 12456  USAZZJ1            -0.545            0.000               0.0   
 12457  USAZZL1             0.751            0.000               0.0   
 12458  USAZZP1             2.787            0.000               0.0   
 12459  USAZZR1             0.908            0.000               0.0   
 12460  USAZZX1             0.960            0.000               0.0   
 12461  USAZZY1            -0.214            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 12456               0.0              0.0           0.0          0.000   
 12457               0.0              0.0           0.0          0.000   
 12458               0.0              0.0           0.0          0.000   
 12459               0.0              0.0           0.0          0.000   
 12460               0.0              0.0           0.0          0.000   
 12461               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.905           0.000  ...           NaN          NaN   
 1            -1.906           0.000  ...           NaN          NaN   
 2            -1.825           0.000  ...           NaN       1672.0   
 3            -1.939           0.000  ...           NaN          NaN   
 4            -1.772           0.000  ...           NaN       1448.0   
 5            -1.831           0.000  ...           NaN         64.0   
 6            -1.888           0.000  ...           NaN        336.0   
 7            -1.894           0.000  ...           NaN          NaN   
 8            -1.118           0.000  ...           NaN          NaN   
 9            -1.995           0.862  ...           NaN      29000.0   
 10           -1.735           0.000  ...           NaN          NaN   
 11           -1.760           0.000  ...           NaN         66.0   
 12           -1.906           0.000  ...           NaN          NaN   
 13           -1.748           0.000  ...           NaN          NaN   
 14           -1.906           0.000  ...           NaN          NaN   
 15           -1.816           0.000  ...           NaN          NaN   
 16           -1.854           0.000  ...           NaN        617.0   
 17           -0.058           0.000  ...           NaN      45651.0   
 18           -1.539           0.000  ...           NaN          NaN   
 19           -1.756           0.000  ...           NaN          NaN   
 20           -0.925           0.000  ...           NaN       5500.0   
 21           -1.827           1.000  ...           NaN          NaN   
 22           -1.434           0.000  ...           NaN          NaN   
 23           -1.795           0.000  ...           NaN        190.0   
 24           -1.584           0.000  ...           NaN          NaN   
 25           -1.549           0.000  ...           NaN        428.0   
 26           -1.905           0.000  ...           NaN          NaN   
 27           -1.407           0.000  ...           NaN        100.0   
 28           -0.626           0.000  ...           NaN       2022.0   
 29           -1.495           0.000  ...           NaN       4935.0   
 ...             ...             ...  ...           ...          ...   
 12432        -1.906           0.000  ...           NaN          NaN   
 12433        -0.633           0.000  ...           NaN          NaN   
 12434        -0.997           0.000  ...           NaN          NaN   
 12435         0.124           0.000  ...           NaN        500.0   
 12436        -1.096           0.000  ...           NaN          NaN   
 12437        -0.359           0.000  ...           NaN          NaN   
 12438        -0.205           0.000  ...           NaN      53300.0   
 12439        -1.025           0.000  ...           NaN          NaN   
 12440        -0.360           0.000  ...           NaN      69251.0   
 12441        -0.416           0.000  ...           NaN          NaN   
 12442        -0.031           0.000  ...           NaN      42246.0   
 12443         0.496           0.000  ...           NaN     145850.0   
 12444        -1.853           0.000  ...           NaN       2000.0   
 12445        -2.107           0.000  ...           NaN     140000.0   
 12446        -0.825           0.000  ...           NaN          NaN   
 12447         0.163           0.000  ...           NaN      82800.0   
 12448        -1.359           0.000  ...           NaN          NaN   
 12449        -1.648           1.000  ...           NaN      13500.0   
 12450         0.536           0.000  ...           NaN          NaN   
 12451        -0.207           0.000  ...           NaN        800.0   
 12452        -0.762           0.000  ...           NaN          NaN   
 12453        -0.305           0.000  ...           NaN   33337290.0   
 12454         0.361           0.000  ...           NaN       6000.0   
 12455        -1.011           1.000  ...           NaN          NaN   
 12456         0.531           0.000  ...           NaN          0.0   
 12457        -0.414           0.000  ...           NaN       8350.0   
 12458        -0.511           1.000  ...           NaN      67000.0   
 12459        -0.488           0.000  ...           NaN          NaN   
 12460         0.466           0.000  ...           NaN          NaN   
 12461         0.372           0.000  ...           NaN      37900.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.064662e+10  0.163079   17.224972   12.146281   
 1             NaN     7.072567e+09  0.000000   20.303360   14.719803   
 2             NaN     6.425381e+10  2.455146   30.992349   26.887508   
 3             NaN     2.835348e+10  2.091467   27.483566   25.315896   
 4             NaN     4.947248e+10  2.459893   30.767145   26.555141   
 5             NaN     1.472343e+11  0.441241   32.377880   28.980440   
 6             NaN     1.254371e+10  6.634078   24.590757   17.630418   
 7             NaN     7.031198e+10  0.000000   28.887856   21.488229   
 8             NaN     1.514714e+10  0.618876   50.770908   41.066681   
 9             NaN     4.041187e+10  1.961962   20.925942   16.171688   
 10            NaN     2.775555e+10  0.000000   50.409081   38.968773   
 11            NaN     2.399071e+10  1.355276   17.335988   13.711715   
 12            NaN     6.570387e+09  2.249924   18.906246   13.580821   
 13            NaN     1.962963e+10  1.282051   27.144010   23.502459   
 14            NaN     1.277280e+10  1.160542   18.348149   12.834201   
 15            NaN     3.973545e+10  1.549787   31.007688   27.214015   
 16            NaN     3.973545e+10  1.549787   37.301055   34.286214   
 17            NaN     1.659169e+10  0.274160   29.148465   24.769785   
 18            NaN     2.633672e+10  2.038533   33.413558   29.946144   
 19            NaN     1.142603e+11  2.982849   39.403420   34.116675   
 20            NaN     1.260342e+11  0.000000   43.264825   38.821401   
 21            NaN     9.616061e+10  2.496879   33.690513   30.274253   
 22            NaN     1.472374e+10  0.000000   38.750623   36.203808   
 23            NaN     8.943984e+10  0.000000   23.837970   19.310061   
 24            NaN     4.255076e+10  3.271028   27.950217   24.203117   
 25            NaN     3.059019e+10  0.000000   35.802945   32.223945   
 26            NaN     8.423457e+09  1.551831   15.230306   11.112484   
 27            NaN     8.423457e+09  1.551831   44.276491   42.203826   
 28            NaN     6.507526e+10  3.280757   31.755327   28.161853   
 29            NaN     3.518322e+11  2.382370   25.837256   22.969048   
 ...           ...              ...       ...         ...         ...   
 12432         NaN     5.056250e+06       NaN   25.723659   19.558734   
 12433         NaN     1.017175e+07  0.000000   84.974143   82.728061   
 12434         NaN     2.231800e+06  0.000000   78.122919   75.322754   
 12435      126.07     4.904000e+05  0.000000  109.850038  106.547805   
 12436         NaN     1.399750e+06  0.000000  109.872570  107.441357   
 12437         NaN     6.495840e+07       NaN  104.245861  101.774013   
 12438      321.26     6.832300e+03       NaN   80.866440   77.057132   
 12439         NaN     1.059380e+06       NaN   79.775054   76.756049   
 12440    48066.26     1.627868e+07  0.000000  116.839286  114.361766   
 12441         NaN     5.030700e+01  0.000000   47.364736   40.126818   
 12442    35752.50     2.360575e+07  0.000000  149.144545  147.284597   
 12443      819.74     2.146320e+06  0.000000  230.994333  229.142280   
 12444    16199.32     6.370584e+07  2.017756   43.807694   39.108686   
 12445     3968.24     2.594250e+06       NaN  133.453832  131.822947   
 12446         NaN     2.224200e+05  0.000000   67.375844   63.316532   
 12447     1256.39     3.892700e+06  0.000000  185.379774  183.504675   
 12448         NaN     4.175220e+06  0.000000   91.820630   89.179645   
 12449  1733396.18     3.047404e+10  4.956305   26.114521   21.602764   
 12450         NaN     1.591600e+03  0.000000   65.579446   55.916089   
 12451     6164.40     1.848070e+06  0.000000  108.660815  105.646152   
 12452         NaN     3.807900e+06  0.000000   64.372784   59.352451   
 12453    23404.45     5.193720e+05       NaN   96.299542   93.454535   
 12454    21365.24     3.195660e+07       NaN  105.558189  101.425184   
 12455         NaN     4.230000e+05  0.000000   85.065898   82.370012   
 12456         NaN     1.078975e+07  0.000000  124.298319  119.361421   
 12457     9595.57     3.082320e+07  0.000000   83.223022   80.336421   
 12458    12337.45     4.263400e+06       NaN  100.576976   97.828160   
 12459         NaN     3.367200e+05       NaN   39.830498   33.327181   
 12460         NaN     8.779120e+05  0.000000  217.899746  216.032520   
 12461  2266327.59     7.834522e+08  0.607211   48.118938   37.152649   
 
        HistBeta  PredBeta  DataDate  
 0      0.000750  0.113745  20041021  
 1      0.000025  0.075168  20041021  
 2      0.042801  0.129087  20041021  
 3     -0.016932  0.279927  20041021  
 4      0.070250  0.205327  20041021  
 5      0.039402  0.459448  20041021  
 6      0.009918  0.020588  20041021  
 7      0.006297 -0.039323  20041021  
 8      0.412673  0.847414  20041021  
 9     -0.046414  0.012281  20041021  
 10     0.089800  0.539587  20041021  
 11     0.076462  0.230320  20041021  
 12     0.000025  0.081601  20041021  
 13     0.082827  0.260355  20041021  
 14     0.000025  0.037630  20041021  
 15     0.047144  0.241520  20041021  
 16     0.027593  0.252250  20041021  
 17     0.967280  0.988675  20041021  
 18     0.192558  0.403191  20041021  
 19     0.078532  0.327311  20041021  
 20     0.513616  0.690516  20041021  
 21     0.041624  0.240335  20041021  
 22     0.247145  0.426363  20041021  
 23     0.058504  0.248948  20041021  
 24     0.168740  0.427133  20041021  
 25     0.186893  0.391822  20041021  
 26     0.000868  0.196896  20041021  
 27     0.261598  0.605356  20041021  
 28     0.670069  0.852746  20041021  
 29     0.215139  0.371562  20041021  
 ...         ...       ...       ...  
 12432  0.000025  0.086518  20041021  
 12433  0.666391  0.830818  20041021  
 12434  0.476162  0.820378  20041021  
 12435  1.062785  1.295408  20041021  
 12436  0.424079  0.912571  20041021  
 12437  0.809768  1.042894  20041021  
 12438  0.890540  1.282599  20041021  
 12439  0.461192  0.776196  20041021  
 12440  0.809271  1.022366  20041021  
 12441  0.780150  1.197418  20041021  
 12442  0.981359  1.291571  20041021  
 12443  1.257306  1.531970  20041021  
 12444  0.027840  0.213134  20041021  
 12445 -0.104705  0.202747  20041021  
 12446  0.566150  0.920467  20041021  
 12447  1.083045  1.293917  20041021  
 12448  0.286735  0.722261  20041021  
 12449  0.135408  0.180903  20041021  
 12450  1.278596  1.454794  20041021  
 12451  0.889404  1.142939  20041021  
 12452  0.599239  0.939546  20041021  
 12453  0.838398  1.168098  20041021  
 12454  1.186769  1.515485  20041021  
 12455  0.468437  0.697839  20041021  
 12456  1.275792  1.507470  20041021  
 12457  0.781219  1.037859  20041021  
 12458  0.730233  0.993993  20041021  
 12459  0.742504  1.076328  20041021  
 12460  1.241979  1.496110  20041021  
 12461  1.192537  1.256658  20041021  
 
 [12462 rows x 92 columns],
 '20041022':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.032            0.000               0.0   
 1      USA0011             0.601            0.000               0.0   
 2      USA0031             0.423            0.000               0.0   
 3      USA0062             0.886            0.430               0.0   
 4      USA00E2             0.628            0.000               0.0   
 5      USA00F1             2.718            0.000               0.0   
 6      USA00G2            -0.366            0.000               0.0   
 7      USA00H1            -0.263            0.000               0.0   
 8      USA00I1            -2.751            0.000               0.0   
 9      USA00J1             0.249            0.000               0.0   
 10     USA00K1             0.432            0.000               0.0   
 11     USA00P1             0.154            0.000               0.0   
 12     USA00R1             0.336            0.000               0.0   
 13     USA00S1             0.330            0.000               0.0   
 14     USA00V1             0.383            0.000               0.0   
 15     USA0131             0.899            1.000               0.0   
 16     USA0161             1.937            1.000               0.0   
 17     USA01I1             0.147            0.000               0.0   
 18     USA01J2             0.856            0.000               0.0   
 19     USA01L1             1.013            0.000               0.0   
 20     USA01P1            -0.292            0.000               0.0   
 21     USA01Q1             0.375            0.000               0.0   
 22     USA0202            -1.916            0.000               0.0   
 23     USA0231             0.108            0.000               0.0   
 24     USA0281             0.838            0.000               0.0   
 25     USA0291             0.196            0.000               0.0   
 26     USA02A1             0.556            0.000               0.0   
 27     USA02B1             1.824            0.000               0.0   
 28     USA02H1             0.143            0.000               0.0   
 29     USA02P1             0.323            0.143               0.0   
 ...        ...               ...              ...               ...   
 12433  USAZY41            -0.224            0.000               0.0   
 12434  USAZY51            -0.422            0.000               0.0   
 12435  USAZY61             0.212            0.000               0.0   
 12436  USAZY71            -1.513            0.000               0.0   
 12437  USAZYI1             2.718            0.000               0.0   
 12438  USAZYJ1            -0.351            0.000               0.0   
 12439  USAZYK1            -0.200            0.000               0.0   
 12440  USAZYM1            -0.149            0.000               0.0   
 12441  USAZYR1            -2.751            0.000               0.0   
 12442  USAZYS1            -0.514            0.000               0.0   
 12443  USAZYT1            -0.457            0.000               0.0   
 12444  USAZYV1             2.718            0.000               0.0   
 12445  USAZYX1            -0.467            0.000               0.0   
 12446  USAZZ41             2.718            0.000               0.0   
 12447  USAZZ51            -0.548            0.000               0.0   
 12448  USAZZ61             2.704            0.000               0.0   
 12449  USAZZ71            -0.347            0.000               0.0   
 12450  USAZZ81            -0.395            0.000               0.0   
 12451  USAZZ91            -0.322            0.000               0.0   
 12452  USAZZA1            -1.083            0.000               0.0   
 12453  USAZZB1            -0.004            0.000               0.0   
 12454  USAZZD1            -0.570            0.000               0.0   
 12455  USAZZF1             0.727            0.000               0.0   
 12456  USAZZI1             0.084            0.000               0.0   
 12457  USAZZJ1            -0.023            0.000               0.0   
 12458  USAZZL1             0.071            0.000               0.0   
 12459  USAZZP1            -2.751            0.000               0.0   
 12460  USAZZR1            -0.691            0.000               0.0   
 12461  USAZZX1            -2.751            0.000               0.0   
 12462  USAZZY1             0.135            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 12456               0.0              0.0           0.0          0.000   
 12457               0.0              0.0           0.0          0.000   
 12458               0.0              0.0           0.0          0.000   
 12459               0.0              0.0           0.0          0.000   
 12460               0.0              0.0           0.0          0.000   
 12461               0.0              0.0           0.0          0.000   
 12462               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.881           0.000  ...           NaN          NaN   
 1            -1.883           0.000  ...           NaN          NaN   
 2            -1.804           0.000  ...           NaN       1672.0   
 3            -1.912           0.000  ...           NaN          NaN   
 4            -1.753           0.000  ...           NaN       1448.0   
 5            -1.578           0.000  ...           NaN       1810.0   
 6            -1.863           0.000  ...           NaN          NaN   
 7            -1.871           0.000  ...           NaN          NaN   
 8            -1.253           0.000  ...           NaN        156.0   
 9            -1.967           0.862  ...           NaN      29000.0   
 10           -1.720           0.000  ...           NaN          NaN   
 11           -1.739           0.000  ...           NaN          NaN   
 12           -1.883           0.000  ...           NaN          NaN   
 13           -1.721           0.000  ...           NaN          NaN   
 14           -1.883           0.000  ...           NaN          NaN   
 15           -1.792           0.000  ...           NaN          NaN   
 16           -1.762           0.000  ...           NaN       1940.0   
 17           -0.096           0.000  ...           NaN      45651.0   
 18           -1.523           0.000  ...           NaN          NaN   
 19           -1.732           0.000  ...           NaN          NaN   
 20           -0.933           0.000  ...           NaN          NaN   
 21           -1.812           1.000  ...           NaN          NaN   
 22           -1.622           0.000  ...           NaN        749.0   
 23           -1.773           0.000  ...           NaN        190.0   
 24           -1.573           0.000  ...           NaN          NaN   
 25           -1.531           0.000  ...           NaN          NaN   
 26           -1.881           0.000  ...           NaN          NaN   
 27           -1.315           0.000  ...           NaN        865.0   
 28           -0.633           0.000  ...           NaN       2022.0   
 29           -1.482           0.000  ...           NaN       4935.0   
 ...             ...             ...  ...           ...          ...   
 12433        -1.883           0.000  ...           NaN          NaN   
 12434        -0.628           0.000  ...           NaN        688.0   
 12435        -0.932           0.000  ...           NaN          NaN   
 12436         0.144           0.000  ...           NaN          NaN   
 12437        -0.996           0.000  ...           NaN       5000.0   
 12438        -0.359           0.000  ...           NaN          NaN   
 12439        -0.198           0.000  ...           NaN       3000.0   
 12440        -1.011           0.000  ...           NaN          NaN   
 12441        -0.568           0.000  ...           NaN    1200372.0   
 12442        -0.411           0.000  ...           NaN          NaN   
 12443        -0.031           0.000  ...           NaN      23277.0   
 12444         0.553           0.000  ...           NaN     105820.0   
 12445        -1.839           0.000  ...           NaN       6300.0   
 12446        -1.689           0.000  ...           NaN      22000.0   
 12447        -0.810           0.000  ...           NaN          NaN   
 12448         0.404           0.000  ...           NaN     748050.0   
 12449        -1.349           0.000  ...           NaN          NaN   
 12450        -1.646           1.000  ...           NaN      28300.0   
 12451         0.528           0.000  ...           NaN          NaN   
 12452        -0.236           0.000  ...           NaN          NaN   
 12453        -0.738           0.000  ...           NaN          NaN   
 12454        -0.310           0.000  ...           NaN   25863520.0   
 12455         0.375           0.000  ...           NaN      21520.0   
 12456        -1.006           1.000  ...           NaN          NaN   
 12457         0.515           0.000  ...           NaN          0.0   
 12458        -0.394           0.000  ...           NaN        300.0   
 12459        -0.541           1.000  ...           NaN      28500.0   
 12460        -0.475           0.000  ...           NaN          NaN   
 12461         0.180           0.000  ...           NaN      26054.0   
 12462         0.368           0.000  ...           NaN      41500.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.002491e+10  0.163079   17.140254   11.964439   
 1             NaN     7.034337e+09  0.000000   20.048977   14.473200   
 2             NaN     6.387860e+10  2.455146   30.459955   26.409588   
 3             NaN     2.811291e+10  2.091467   27.326508   25.131588   
 4             NaN     4.917911e+10  2.459893   30.287483   26.072632   
 5             NaN     1.426699e+11  0.441241   34.900493   31.283025   
 6             NaN     1.261516e+10  6.634078   24.459286   17.429822   
 7             NaN     6.829047e+10  0.000000   28.534525   21.290984   
 8             NaN     1.451569e+10  0.618876   51.624230   41.976228   
 9             NaN     4.030733e+10  1.961962   20.629471   15.832650   
 10            NaN     2.704387e+10  0.000000   49.872568   38.383353   
 11            NaN     2.364234e+10  1.355276   17.233365   13.491524   
 12            NaN     6.595793e+09  2.249924   18.805790   13.343662   
 13            NaN     1.964378e+10  1.282051   26.791682   23.076153   
 14            NaN     1.276774e+10  1.160542   18.160997   12.619531   
 15            NaN     3.969536e+10  1.549787   30.607302   26.739990   
 16            NaN     3.969536e+10  1.549787   37.235290   34.116622   
 17            NaN     1.656587e+10  0.274160   28.910217   24.321685   
 18            NaN     2.644271e+10  2.038533   32.863513   29.419301   
 19            NaN     1.141533e+11  2.982849   38.977429   33.629565   
 20            NaN     1.235324e+11  0.000000   42.704459   38.238917   
 21            NaN     9.474791e+10  2.496879   33.174500   29.752228   
 22            NaN     1.473746e+10  0.000000   40.170019   37.677040   
 23            NaN     8.832973e+10  0.000000   23.580546   19.037840   
 24            NaN     4.203063e+10  3.271028   27.702132   23.835269   
 25            NaN     3.025138e+10  0.000000   35.115350   31.761297   
 26            NaN     8.406260e+09  1.551831   15.327729   11.091726   
 27            NaN     8.406260e+09  1.551831   44.309668   41.896875   
 28            NaN     6.555981e+10  3.280757   31.330198   27.620645   
 29            NaN     3.474039e+11  2.382370   25.618473   22.597847   
 ...           ...              ...       ...         ...         ...   
 12433         NaN     5.056250e+06       NaN   25.422016   19.155618   
 12434      308.98     1.017175e+07  0.000000   84.254056   81.970005   
 12435         NaN     2.231800e+06  0.000000   77.535298   74.636465   
 12436         NaN     4.904000e+05  0.000000  108.537781  105.253514   
 12437     6472.20     1.272500e+06  0.000000  109.690021  107.010952   
 12438         NaN     6.495840e+07       NaN  102.992904  100.461273   
 12439      320.99     6.832300e+03       NaN   79.942087   76.064132   
 12440         NaN     1.059380e+06       NaN   78.888509   75.844985   
 12441    65728.91     1.849850e+07  0.000000  118.766713  116.394825   
 12442         NaN     5.030700e+01  0.000000   47.008482   39.397968   
 12443    36213.71     2.360575e+07  0.000000  147.430935  145.500968   
 12444     1004.18     1.907840e+06  0.000000  230.115394  228.244930   
 12445    20226.41     6.391352e+07  2.017756   43.298796   38.572723   
 12446     4028.24     2.075400e+06       NaN  136.196574  134.600601   
 12447         NaN     2.224200e+05  0.000000   66.852599   62.648261   
 12448     1424.48     2.780500e+06  0.000000  188.497068  186.397741   
 12449         NaN     4.175220e+06  0.000000   91.123784   88.451857   
 12450  1925887.09     3.077463e+10  4.956305   26.292650   21.861869   
 12451         NaN     1.591600e+03  0.000000   64.749061   54.888982   
 12452         NaN     1.848070e+06  0.000000  102.631150   99.542778   
 12453         NaN     3.807900e+06  0.000000   63.415014   58.264915   
 12454    24155.68     5.193720e+05       NaN   95.034896   92.141026   
 12455    21452.90     3.139266e+07       NaN  103.559522   99.215811   
 12456         NaN     4.230000e+05  0.000000   83.715878   80.959457   
 12457         NaN     1.079705e+07  0.000000  122.682658  117.649426   
 12458     9381.48     3.039510e+07  0.000000   81.967645   78.960916   
 12459    12520.28     4.476570e+06       NaN  102.039637   99.040082   
 12460         NaN     3.367200e+05       NaN   40.083860   33.304906   
 12461      707.13     1.316868e+06  0.000000  223.253578  221.526709   
 12462  2193498.50     7.751144e+08  0.607211   47.672233   36.490014   
 
        HistBeta  PredBeta  DataDate  
 0      0.000788  0.118319  20041022  
 1      0.000062  0.094647  20041022  
 2      0.041672  0.147688  20041022  
 3     -0.015438  0.293153  20041022  
 4      0.068585  0.225436  20041022  
 5      0.161201  0.613291  20041022  
 6      0.010597  0.028182  20041022  
 7      0.006124 -0.014723  20041022  
 8      0.333144  0.725207  20041022  
 9     -0.044635  0.020011  20041022  
 10     0.085973  0.533928  20041022  
 11     0.075812  0.237949  20041022  
 12     0.000062  0.092989  20041022  
 13     0.085361  0.263978  20041022  
 14     0.000062  0.056407  20041022  
 15     0.048164  0.266865  20041022  
 16     0.063583  0.318366  20041022  
 17     0.944754  0.969335  20041022  
 18     0.190390  0.429705  20041022  
 19     0.079796  0.339103  20041022  
 20     0.502471  0.670532  20041022  
 21     0.037167  0.246733  20041022  
 22     0.137810  0.303837  20041022  
 23     0.058114  0.251539  20041022  
 24     0.164028  0.437952  20041022  
 25     0.185893  0.387160  20041022  
 26     0.001024  0.204786  20041022  
 27     0.300368  0.658610  20041022  
 28     0.661139  0.839985  20041022  
 29     0.212169  0.374908  20041022  
 ...         ...       ...       ...  
 12433  0.000062  0.083457  20041022  
 12434  0.663716  0.822443  20041022  
 12435  0.502574  0.822954  20041022  
 12436  1.071994  1.265250  20041022  
 12437  0.468814  0.989697  20041022  
 12438  0.806030  1.038079  20041022  
 12439  0.890897  1.256641  20041022  
 12440  0.460822  0.758610  20041022  
 12441  0.695270  0.895803  20041022  
 12442  0.778343  1.174368  20041022  
 12443  0.979562  1.246659  20041022  
 12444  1.288051  1.548671  20041022  
 12445  0.023191  0.200571  20041022  
 12446  0.102246  0.433313  20041022  
 12447  0.567549  0.911324  20041022  
 12448  1.209272  1.436139  20041022  
 12449  0.282276  0.697736  20041022  
 12450  0.124984  0.177835  20041022  
 12451  1.274995  1.418119  20041022  
 12452  0.870760  1.179388  20041022  
 12453  0.605534  0.936237  20041022  
 12454  0.831867  1.140972  20041022  
 12455  1.193935  1.520779  20041022  
 12456  0.463448  0.687592  20041022  
 12457  1.267958  1.482597  20041022  
 12458  0.787233  1.037329  20041022  
 12459  0.709681  0.907498  20041022  
 12460  0.744630  1.065251  20041022  
 12461  1.090940  1.310974  20041022  
 12462  1.190287  1.256534  20041022  
 
 [12463 rows x 92 columns],
 '20041025':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.348            0.000               0.0   
 1      USA0011             0.172            0.000               0.0   
 2      USA0031            -0.796            0.000               0.0   
 3      USA0062            -0.476            0.430               0.0   
 4      USA00E2            -1.017            0.000               0.0   
 5      USA00F1            -0.002            0.000               0.0   
 6      USA00G2            -0.416            0.000               0.0   
 7      USA00H1            -0.881            0.000               0.0   
 8      USA00I1            -0.111            0.000               0.0   
 9      USA00J1            -0.475            0.000               0.0   
 10     USA00K1             0.125            0.000               0.0   
 11     USA00P1            -0.013            0.000               0.0   
 12     USA00R1            -0.041            0.000               0.0   
 13     USA00S1            -1.098            0.000               0.0   
 14     USA00V1            -0.572            0.000               0.0   
 15     USA0131            -0.604            1.000               0.0   
 16     USA0161             1.314            1.000               0.0   
 17     USA01I1            -0.099            0.000               0.0   
 18     USA01J2             0.087            0.000               0.0   
 19     USA01L1            -0.324            0.000               0.0   
 20     USA01P1            -0.423            0.000               0.0   
 21     USA01Q1            -0.549            0.000               0.0   
 22     USA0202            -0.330            0.000               0.0   
 23     USA0231            -0.844            0.000               0.0   
 24     USA0281            -0.093            0.000               0.0   
 25     USA0291            -0.509            0.000               0.0   
 26     USA02A1            -0.035            0.000               0.0   
 27     USA02B1            -0.015            0.000               0.0   
 28     USA02H1            -0.312            0.000               0.0   
 29     USA02P1            -0.376            0.143               0.0   
 ...        ...               ...              ...               ...   
 12433  USAZY41             0.553            0.000               0.0   
 12434  USAZY51             2.833            0.000               0.0   
 12435  USAZY61            -2.257            0.000               0.0   
 12436  USAZY71             1.563            0.000               0.0   
 12437  USAZYI1             1.143            0.000               0.0   
 12438  USAZYJ1             0.506            0.000               0.0   
 12439  USAZYK1             1.044            0.000               0.0   
 12440  USAZYM1            -0.243            0.000               0.0   
 12441  USAZYR1            -2.456            0.000               0.0   
 12442  USAZYS1             0.904            0.000               0.0   
 12443  USAZYT1             2.833            0.000               0.0   
 12444  USAZYV1             2.833            0.000               0.0   
 12445  USAZYX1             0.046            0.000               0.0   
 12446  USAZZ41             0.203            0.000               0.0   
 12447  USAZZ51             0.867            0.000               0.0   
 12448  USAZZ61             1.409            0.000               0.0   
 12449  USAZZ71             1.053            0.000               0.0   
 12450  USAZZ81            -0.242            0.000               0.0   
 12451  USAZZ91             1.561            0.000               0.0   
 12452  USAZZA1             1.173            0.000               0.0   
 12453  USAZZB1            -2.779            0.000               0.0   
 12454  USAZZD1             0.837            0.000               0.0   
 12455  USAZZF1             0.263            0.000               0.0   
 12456  USAZZI1             0.219            0.000               0.0   
 12457  USAZZJ1            -2.025            0.000               0.0   
 12458  USAZZL1             0.838            0.000               0.0   
 12459  USAZZP1             0.603            0.000               0.0   
 12460  USAZZR1             0.939            0.000               0.0   
 12461  USAZZX1             1.413            0.000               0.0   
 12462  USAZZY1             1.147            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 12456               0.0              0.0           0.0          0.000   
 12457               0.0              0.0           0.0          0.000   
 12458               0.0              0.0           0.0          0.000   
 12459               0.0              0.0           0.0          0.000   
 12460               0.0              0.0           0.0          0.000   
 12461               0.0              0.0           0.0          0.000   
 12462               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.885           0.000  ...           NaN          NaN   
 1            -1.886           0.000  ...           NaN          NaN   
 2            -1.808           0.000  ...           NaN       1672.0   
 3            -1.916           0.000  ...           NaN          NaN   
 4            -1.757           0.000  ...           NaN       1448.0   
 5            -1.584           0.000  ...           NaN         90.0   
 6            -1.866           0.000  ...           NaN          NaN   
 7            -1.875           0.000  ...           NaN          NaN   
 8            -1.256           0.000  ...           NaN          NaN   
 9            -1.971           0.862  ...           NaN      29000.0   
 10           -1.724           0.000  ...           NaN          NaN   
 11           -1.745           0.000  ...           NaN          NaN   
 12           -1.886           0.000  ...           NaN          NaN   
 13           -1.725           0.000  ...           NaN          NaN   
 14           -1.886           0.000  ...           NaN          NaN   
 15           -1.795           0.000  ...           NaN          NaN   
 16           -1.758           0.000  ...           NaN        995.0   
 17           -0.098           0.000  ...           NaN      45651.0   
 18           -1.526           0.000  ...           NaN          NaN   
 19           -1.735           0.000  ...           NaN          NaN   
 20           -0.936           0.000  ...           NaN          NaN   
 21           -1.817           1.000  ...           NaN          NaN   
 22           -1.626           0.000  ...           NaN          NaN   
 23           -1.776           0.000  ...           NaN        190.0   
 24           -1.576           0.000  ...           NaN          NaN   
 25           -1.534           0.000  ...           NaN          NaN   
 26           -1.885           0.000  ...           NaN          NaN   
 27           -1.324           0.000  ...           NaN         95.0   
 28           -0.634           0.000  ...           NaN       2022.0   
 29           -1.485           0.000  ...           NaN       4935.0   
 ...             ...             ...  ...           ...          ...   
 12433        -1.886           0.000  ...           NaN          NaN   
 12434        -0.616           0.000  ...           NaN        344.0   
 12435        -0.919           0.000  ...           NaN      10000.0   
 12436         0.148           0.000  ...           NaN          NaN   
 12437        -0.998           0.000  ...           NaN          NaN   
 12438        -0.360           0.000  ...           NaN          NaN   
 12439        -0.200           0.000  ...           NaN       4770.0   
 12440        -1.013           0.000  ...           NaN          NaN   
 12441        -0.573           0.000  ...           NaN    1282285.0   
 12442        -0.413           0.000  ...           NaN          NaN   
 12443        -0.026           0.000  ...           NaN     188500.0   
 12444         0.554           0.000  ...           NaN      32400.0   
 12445        -1.843           0.000  ...           NaN        200.0   
 12446        -1.699           0.000  ...           NaN      10000.0   
 12447        -0.812           0.000  ...           NaN          NaN   
 12448         0.402           0.000  ...           NaN      58080.0   
 12449        -1.352           0.000  ...           NaN          NaN   
 12450        -1.650           1.000  ...           NaN      15500.0   
 12451         0.528           0.000  ...           NaN          NaN   
 12452        -0.238           0.000  ...           NaN          NaN   
 12453        -0.704           0.000  ...           NaN        950.0   
 12454        -0.322           0.000  ...           NaN    3819300.0   
 12455         0.374           0.000  ...           NaN      11950.0   
 12456        -1.008           1.000  ...           NaN          NaN   
 12457         0.509           0.000  ...           NaN          0.0   
 12458        -0.397           0.000  ...           NaN       1580.0   
 12459        -0.542           1.000  ...           NaN      37000.0   
 12460        -0.477           0.000  ...           NaN          NaN   
 12461         0.179           0.000  ...           NaN      23973.0   
 12462         0.364           0.000  ...           NaN      52300.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.042602e+10  0.163079   17.026944   11.801212   
 1             NaN     7.040709e+09  0.000000   20.257099   14.428834   
 2             NaN     6.353467e+10  2.455146   30.386348   26.236356   
 3             NaN     2.769190e+10  2.091467   27.312966   25.079804   
 4             NaN     4.945914e+10  2.459893   30.443125   26.117331   
 5             NaN     1.463214e+11  0.441241   34.348381   30.808620   
 6             NaN     1.278188e+10  6.634078   24.438496   17.382399   
 7             NaN     6.892543e+10  0.000000   29.127560   21.563481   
 8             NaN     1.467355e+10  0.618876   50.952222   41.407794   
 9             NaN     4.036362e+10  1.961962   20.507494   15.702461   
 10            NaN     2.690831e+10  0.000000   49.484794   37.854158   
 11            NaN     2.527794e+10  1.355276   17.097188   13.298431   
 12            NaN     6.542771e+09  2.249924   18.671200   13.178834   
 13            NaN     1.936066e+10  1.282051   27.407113   23.447540   
 14            NaN     1.254232e+10  1.160542   18.170140   12.594246   
 15            NaN     3.928646e+10  1.549787   30.418174   26.473556   
 16            NaN     3.928646e+10  1.549787   36.987863   33.834066   
 17            NaN     1.666055e+10  0.274160   29.013957   23.947863   
 18            NaN     2.678461e+10  2.038533   32.510295   28.987773   
 19            NaN     1.143673e+11  2.982849   38.572576   33.196219   
 20            NaN     1.217068e+11  0.000000   42.477176   37.853406   
 21            NaN     9.413899e+10  2.496879   32.912080   29.415959   
 22            NaN     1.476490e+10  0.000000   39.709033   37.192561   
 23            NaN     8.719439e+10  0.000000   23.700817   19.046481   
 24            NaN     4.219067e+10  3.271028   27.413637   23.480425   
 25            NaN     2.986416e+10  0.000000   34.785074   31.332723   
 26            NaN     8.532368e+09  1.551831   15.145563   10.927020   
 27            NaN     8.532368e+09  1.551831   43.598067   41.232334   
 28            NaN     6.480391e+10  3.280757   31.238589   27.291926   
 29            NaN     3.468768e+11  2.382370   25.351881   22.407617   
 ...           ...              ...       ...         ...         ...   
 12433         NaN     5.056250e+06       NaN   25.699674   19.346130   
 12434      345.24     9.224725e+06  0.000000   84.606615   81.903989   
 12435      107.14     2.901340e+06  0.000000   79.092230   75.983565   
 12436         NaN     4.904000e+05  0.000000  104.069382  100.199746   
 12437         NaN     1.272500e+06  0.000000  106.168077  103.209763   
 12438         NaN     6.495840e+07       NaN  101.705259   98.946752   
 12439       60.40     6.832300e+03       NaN   77.948196   73.495307   
 12440         NaN     1.059380e+06       NaN   77.957462   74.681971   
 12441    99297.34     2.256817e+07  0.000000  123.188111  120.769812   
 12442         NaN     5.030700e+01  0.000000   47.048999   38.878971   
 12443    35418.69     2.209900e+07  0.000000  146.157266  143.955772   
 12444     1101.89     1.669360e+06  0.000000  227.533133  225.475209   
 12445    17392.05     6.391352e+07  2.017756   42.829921   37.977063   
 12446     3459.88     2.075400e+06       NaN  134.008160  132.326299   
 12447         NaN     2.224200e+05  0.000000   65.763842   61.279179   
 12448     1504.19     2.780500e+06  0.000000  183.910802  181.626348   
 12449         NaN     4.175220e+06  0.000000   90.403445   87.590900   
 12450  1975150.33     3.074098e+10  4.956305   25.622222   21.038997   
 12451         NaN     1.591600e+03  0.000000   64.979446   54.488852   
 12452         NaN     1.848070e+06  0.000000  100.998810   97.664370   
 12453       45.67     5.584920e+06  0.000000   73.635729   68.811702   
 12454    24606.52     5.193720e+05       NaN   92.129906   88.820339   
 12455    22444.29     3.139266e+07       NaN  103.807574   99.157005   
 12456         NaN     4.230000e+05  0.000000   82.412047   79.489216   
 12457         NaN     1.133233e+07  0.000000  121.450828  116.131562   
 12458     9619.12     3.039510e+07  0.000000   81.091425   77.825663   
 12459    11494.87     4.476570e+06       NaN   99.320151   96.148052   
 12460         NaN     3.367200e+05       NaN   40.391196   32.974850   
 12461      754.50     1.316868e+06  0.000000  220.059594  218.178059   
 12462  2099117.24     7.874668e+08  0.607211   48.761500   36.298121   
 
        HistBeta  PredBeta  DataDate  
 0      0.000791  0.104673  20041025  
 1      0.000063  0.082520  20041025  
 2      0.041669  0.124309  20041025  
 3     -0.015433  0.271601  20041025  
 4      0.068581  0.195767  20041025  
 5      0.159786  0.575453  20041025  
 6      0.010659  0.023988  20041025  
 7      0.006042 -0.033339  20041025  
 8      0.333121  0.744143  20041025  
 9     -0.044582  0.001992  20041025  
 10     0.085857  0.522983  20041025  
 11     0.074558  0.227400  20041025  
 12     0.000063  0.083992  20041025  
 13     0.085352  0.227912  20041025  
 14     0.000063  0.038199  20041025  
 15     0.048288  0.240822  20041025  
 16     0.067907  0.322515  20041025  
 17     0.944554  0.971773  20041025  
 18     0.190355  0.424058  20041025  
 19     0.080033  0.307819  20041025  
 20     0.502180  0.661362  20041025  
 21     0.036904  0.223276  20041025  
 22     0.137829  0.310439  20041025  
 23     0.058174  0.226721  20041025  
 24     0.163807  0.423289  20041025  
 25     0.186098  0.373430  20041025  
 26     0.001028  0.191021  20041025  
 27     0.296891  0.620591  20041025  
 28     0.661257  0.829318  20041025  
 29     0.212255  0.363030  20041025  
 ...         ...       ...       ...  
 12433  0.000063  0.092798  20041025  
 12434  0.671136  0.892026  20041025  
 12435  0.510927  0.792658  20041025  
 12436  1.074162  1.317176  20041025  
 12437  0.469002  0.975449  20041025  
 12438  0.806242  1.064821  20041025  
 12439  0.890400  1.290442  20041025  
 12440  0.461282  0.762969  20041025  
 12441  0.693525  0.860077  20041025  
 12442  0.778149  1.199887  20041025  
 12443  0.982323  1.306192  20041025  
 12444  1.288590  1.553721  20041025  
 12445  0.022867  0.201820  20041025  
 12446  0.099257  0.481823  20041025  
 12447  0.567497  0.933872  20041025  
 12448  1.208647  1.441957  20041025  
 12449  0.282083  0.712924  20041025  
 12450  0.124676  0.177070  20041025  
 12451  1.274747  1.452265  20041025  
 12452  0.870631  1.211479  20041025  
 12453  0.624394  0.903481  20041025  
 12454  0.826358  1.168211  20041025  
 12455  1.193749  1.519280  20041025  
 12456  0.463732  0.684126  20041025  
 12457  1.264952  1.439087  20041025  
 12458  0.786792  1.057658  20041025  
 12459  0.709938  0.982101  20041025  
 12460  0.744534  1.103994  20041025  
 12461  1.090819  1.314466  20041025  
 12462  1.188383  1.285372  20041025  
 
 [12463 rows x 92 columns],
 '20041026':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.349            0.000               0.0   
 1      USA0011             0.107            0.000               0.0   
 2      USA0031             0.331            0.000               0.0   
 3      USA0062            -0.422            0.430               0.0   
 4      USA00E2             0.220            0.000               0.0   
 5      USA00F1             0.856            0.000               0.0   
 6      USA00G2            -0.498            0.000               0.0   
 7      USA00H1            -0.015            0.000               0.0   
 8      USA00I1            -1.721            0.000               0.0   
 9      USA00J1            -0.132            0.000               0.0   
 10     USA00K1            -2.293            0.000               0.0   
 11     USA00P1            -0.345            0.000               0.0   
 12     USA00R1            -0.186            0.000               0.0   
 13     USA00S1             0.306            0.000               0.0   
 14     USA00V1             0.166            0.000               0.0   
 15     USA0131             0.254            1.000               0.0   
 16     USA0161            -1.121            1.000               0.0   
 17     USA01I1             0.799            0.000               0.0   
 18     USA01J2             0.303            0.000               0.0   
 19     USA01L1             0.083            0.000               0.0   
 20     USA01P1            -1.149            0.000               0.0   
 21     USA01Q1            -0.011            0.000               0.0   
 22     USA0202            -0.714            0.000               0.0   
 23     USA0231            -1.043            0.000               0.0   
 24     USA0281            -0.110            0.000               0.0   
 25     USA0291            -1.079            0.000               0.0   
 26     USA02A1            -0.451            0.000               0.0   
 27     USA02B1             0.429            0.000               0.0   
 28     USA02H1             0.654            0.000               0.0   
 29     USA02P1             0.398            0.143               0.0   
 ...        ...               ...              ...               ...   
 12435  USAZY41            -1.179            0.000               0.0   
 12436  USAZY51            -1.127            0.000               0.0   
 12437  USAZY61            -0.783            0.000               0.0   
 12438  USAZY71            -0.376            0.000               0.0   
 12439  USAZYI1            -2.822            0.000               0.0   
 12440  USAZYJ1            -0.526            0.000               0.0   
 12441  USAZYK1            -0.420            0.000               0.0   
 12442  USAZYM1            -0.377            0.000               0.0   
 12443  USAZYR1            -2.822            0.000               0.0   
 12444  USAZYS1            -1.076            0.000               0.0   
 12445  USAZYT1             1.291            0.000               0.0   
 12446  USAZYV1            -0.724            0.000               0.0   
 12447  USAZYX1            -0.777            0.000               0.0   
 12448  USAZZ41            -0.838            0.000               0.0   
 12449  USAZZ51            -1.431            0.000               0.0   
 12450  USAZZ61             1.773            0.000               0.0   
 12451  USAZZ71            -1.342            0.000               0.0   
 12452  USAZZ81             0.108            0.000               0.0   
 12453  USAZZ91             0.345            0.000               0.0   
 12454  USAZZA1            -1.069            0.000               0.0   
 12455  USAZZB1            -1.908            0.000               0.0   
 12456  USAZZD1            -0.556            0.000               0.0   
 12457  USAZZF1             0.233            0.000               0.0   
 12458  USAZZI1            -1.218            0.000               0.0   
 12459  USAZZJ1             2.111            0.000               0.0   
 12460  USAZZL1             1.431            0.000               0.0   
 12461  USAZZP1            -0.820            0.000               0.0   
 12462  USAZZR1            -1.235            0.000               0.0   
 12463  USAZZX1            -0.833            0.000               0.0   
 12464  USAZZY1             0.084            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 12456               0.0              0.0           0.0          0.000   
 12457               0.0              0.0           0.0          0.000   
 12458               0.0              0.0           0.0          0.000   
 12459               0.0              0.0           0.0          0.000   
 12460               0.0              0.0           0.0          0.000   
 12461               0.0              0.0           0.0          0.000   
 12462               0.0              0.0           0.0          0.000   
 12463               0.0              0.0           0.0          0.000   
 12464               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.982           0.000  ...           NaN          NaN   
 1            -1.983           0.000  ...           NaN          NaN   
 2            -1.901           0.000  ...           NaN       1672.0   
 3            -2.016           0.000  ...           NaN          NaN   
 4            -1.850           0.000  ...           NaN       1448.0   
 5            -1.664           0.000  ...           NaN         90.0   
 6            -1.966           0.000  ...           NaN          NaN   
 7            -1.972           0.000  ...           NaN          NaN   
 8            -1.341           0.000  ...           NaN          NaN   
 9            -2.071           0.862  ...           NaN      29000.0   
 10           -1.813           0.000  ...           NaN          NaN   
 11           -1.846           0.000  ...           NaN          NaN   
 12           -1.983           0.000  ...           NaN          NaN   
 13           -1.821           0.000  ...           NaN          NaN   
 14           -1.983           0.000  ...           NaN          NaN   
 15           -1.895           0.000  ...           NaN          NaN   
 16           -1.706           0.000  ...           NaN       3505.0   
 17           -0.145           0.000  ...           NaN      45651.0   
 18           -1.624           0.000  ...           NaN          NaN   
 19           -1.838           0.000  ...           NaN          NaN   
 20           -1.020           0.000  ...           NaN          NaN   
 21           -1.897           1.000  ...           NaN          NaN   
 22           -1.727           0.000  ...           NaN          NaN   
 23           -1.876           0.000  ...           NaN        190.0   
 24           -1.670           0.000  ...           NaN          NaN   
 25           -1.642           0.000  ...           NaN          NaN   
 26           -1.982           0.000  ...           NaN          NaN   
 27           -1.481           0.000  ...           NaN         25.0   
 28           -0.677           0.000  ...           NaN       2022.0   
 29           -1.588           0.000  ...           NaN       4935.0   
 ...             ...             ...  ...           ...          ...   
 12435        -1.983           0.000  ...           NaN          NaN   
 12436        -0.676           0.000  ...           NaN          NaN   
 12437        -0.967           0.000  ...           NaN          NaN   
 12438         0.147           0.000  ...           NaN      11275.0   
 12439        -0.904           0.000  ...           NaN      20000.0   
 12440        -0.386           0.000  ...           NaN          NaN   
 12441        -0.198           0.000  ...           NaN       4100.0   
 12442        -1.032           0.000  ...           NaN          NaN   
 12443        -0.524           0.000  ...           NaN     658258.0   
 12444        -0.432           0.000  ...           NaN          NaN   
 12445        -0.198           0.000  ...           NaN     103350.0   
 12446         0.554           0.000  ...           NaN      10500.0   
 12447        -1.941           0.000  ...           NaN        100.0   
 12448        -1.732           0.000  ...           NaN          NaN   
 12449        -0.851           0.000  ...           NaN          NaN   
 12450         0.156           0.000  ...           NaN     430380.0   
 12451        -1.384           0.000  ...           NaN          NaN   
 12452        -1.759           1.000  ...           NaN      38400.0   
 12453         0.539           0.000  ...           NaN          NaN   
 12454        -0.268           0.000  ...           NaN          NaN   
 12455        -0.791           0.000  ...           NaN          NaN   
 12456        -0.327           0.000  ...           NaN    5840250.0   
 12457         0.252           0.000  ...           NaN       3600.0   
 12458        -1.056           1.000  ...           NaN          NaN   
 12459         0.329           0.000  ...           NaN          0.0   
 12460        -0.569           0.000  ...           NaN       2026.0   
 12461        -0.570           1.000  ...           NaN          NaN   
 12462        -0.514           0.000  ...           NaN          NaN   
 12463         0.164           0.000  ...           NaN          NaN   
 12464         0.442           0.000  ...           NaN     133900.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.138866e+10  0.163079   17.125268   11.918099   
 1             NaN     7.200001e+09  0.000000   20.514672   14.804146   
 2             NaN     6.406621e+10  2.455146   30.695096   26.633333   
 3             NaN     2.831052e+10  2.091467   27.348005   25.138828   
 4             NaN     5.044593e+10  2.459893   30.946861   26.580751   
 5             NaN     1.573542e+11  0.441241   35.392890   31.760940   
 6             NaN     1.294067e+10  6.634078   24.446589   17.458465   
 7             NaN     7.116723e+10  0.000000   29.131517   21.747376   
 8             NaN     1.459838e+10  0.618876   51.267366   41.778631   
 9             NaN     4.045208e+10  1.961962   20.549755   15.749502   
 10            NaN     2.658636e+10  0.000000   49.864683   38.264537   
 11            NaN     2.514213e+10  1.355276   17.120477   13.368316   
 12            NaN     6.607945e+09  2.249924   18.725164   13.292269   
 13            NaN     1.974287e+10  1.282051   27.521661   23.743422   
 14            NaN     1.306914e+10  1.160542   18.389739   12.922396   
 15            NaN     4.007219e+10  1.549787   30.702527   26.880566   
 16            NaN     4.007219e+10  1.549787   37.153592   34.077997   
 17            NaN     1.692740e+10  0.274160   29.265661   24.385140   
 18            NaN     2.715045e+10  2.038533   32.822771   29.308725   
 19            NaN     1.154587e+11  2.982849   38.779173   33.515707   
 20            NaN     1.231267e+11  0.000000   42.931064   38.191540   
 21            NaN     9.572218e+10  2.496879   33.140357   29.716241   
 22            NaN     1.490212e+10  0.000000   39.851365   37.371254   
 23            NaN     8.641226e+10  0.000000   24.100756   19.222747   
 24            NaN     4.141047e+10  3.271028   27.565661   23.666146   
 25            NaN     2.993676e+10  0.000000   35.241392   31.637968   
 26            NaN     8.727263e+09  1.551831   15.151447   11.013003   
 27            NaN     8.727263e+09  1.551831   44.132666   41.866811   
 28            NaN     6.699408e+10  3.280757   31.692502   27.931996   
 29            NaN     3.545734e+11  2.382370   25.797995   22.874641   
 ...           ...              ...       ...         ...         ...   
 12435         NaN     5.056250e+06       NaN   25.823558   19.637452   
 12436         NaN     9.224725e+06  0.000000   82.733214   80.089644   
 12437         NaN     2.901340e+06  0.000000   81.157877   78.303387   
 12438      132.91     4.904000e+05  0.000000  105.070834  101.352284   
 12439     4585.29     1.399750e+06  0.000000  108.819607  105.870170   
 12440         NaN     6.495840e+07       NaN  102.633989   99.986138   
 12441       57.67     6.832300e+03       NaN   78.518410   74.269632   
 12442         NaN     1.059380e+06       NaN   78.199808   75.007705   
 12443   113933.15     2.367808e+07  0.000000  124.725931  122.288892   
 12444         NaN     5.030700e+01  0.000000   47.146307   39.053634   
 12445    35734.82     2.059225e+07  0.000000  147.898002  145.870367   
 12446     1068.51     1.669360e+06  0.000000  230.915540  228.976156   
 12447    16657.45     6.391352e+07  2.017756   42.960716   38.195549   
 12448         NaN     2.075400e+06       NaN  134.995790  133.367259   
 12449         NaN     2.224200e+05  0.000000   66.248266   61.847231   
 12450     1514.07     2.224400e+06  0.000000  187.571537  185.518111   
 12451         NaN     4.175220e+06  0.000000   90.539980   87.752346   
 12452  1976990.55     3.067919e+10  4.956305   25.752009   21.247159   
 12453         NaN     1.591600e+03  0.000000   64.822781   54.595434   
 12454         NaN     1.848070e+06  0.000000  101.618487   98.410666   
 12455         NaN     5.584920e+06  0.000000   73.719789   69.032697   
 12456    23753.51     5.193720e+05       NaN   92.980583   89.791366   
 12457    21689.18     3.045276e+07       NaN  103.567378   99.091267   
 12458         NaN     4.230000e+05  0.000000   82.719382   79.833753   
 12459         NaN     1.089349e+07  0.000000  122.463928  117.461350   
 12460     9495.00     2.911080e+07  0.000000   81.727169   78.643750   
 12461         NaN     4.476570e+06       NaN   98.597428   95.539833   
 12462         NaN     3.367200e+05       NaN   40.341982   33.164366   
 12463         NaN     1.316868e+06  0.000000  223.018999  221.218464   
 12464  2171785.59     8.081571e+08  0.607211   48.824144   36.458344   
 
        HistBeta  PredBeta  DataDate  
 0      0.000687  0.090425  20041026  
 1      0.000016  0.079529  20041026  
 2      0.041332  0.129405  20041026  
 3     -0.016424  0.240972  20041026  
 4      0.066978  0.180759  20041026  
 5      0.160377  0.589760  20041026  
 6      0.008903  0.008266  20041026  
 7      0.005987 -0.031984  20041026  
 8      0.322281  0.665103  20041026  
 9     -0.043672 -0.009994  20041026  
 10     0.085412  0.434233  20041026  
 11     0.068812  0.199607  20041026  
 12     0.000016  0.074896  20041026  
 13     0.081373  0.223052  20041026  
 14     0.000016  0.042676  20041026  
 15     0.044592  0.232003  20041026  
 16     0.139357  0.332547  20041026  
 17     0.922013  0.967511  20041026  
 18     0.180308  0.415849  20041026  
 19     0.072944  0.276365  20041026  
 20     0.483059  0.605437  20041026  
 21     0.043262  0.218529  20041026  
 22     0.128752  0.277378  20041026  
 23     0.053805  0.194072  20041026  
 24     0.157318  0.402863  20041026  
 25     0.171339  0.326627  20041026  
 26     0.000733  0.163955  20041026  
 27     0.251943  0.571477  20041026  
 28     0.655408  0.825951  20041026  
 29     0.198470  0.354710  20041026  
 ...         ...       ...       ...  
 12435  0.000016  0.054384  20041026  
 12436  0.655574  0.856605  20041026  
 12437  0.509956  0.747578  20041026  
 12438  1.068617  1.278887  20041026  
 12439  0.541665  0.945644  20041026  
 12440  0.801493  1.034203  20041026  
 12441  0.895507  1.256609  20041026  
 12442  0.477026  0.755234  20041026  
 12443  0.731932  0.866892  20041026  
 12444  0.777966  1.164344  20041026  
 12445  0.895626  1.219237  20041026  
 12446  1.272861  1.462473  20041026  
 12447  0.021577  0.169948  20041026  
 12448  0.126207  0.450968  20041026  
 12449  0.568113  0.869201  20041026  
 12450  1.073162  1.331463  20041026  
 12451  0.300637  0.663244  20041026  
 12452  0.112747  0.156001  20041026  
 12453  1.265353  1.428973  20041026  
 12454  0.860616  1.152106  20041026  
 12455  0.598309  0.874358  20041026  
 12456  0.831051  1.137359  20041026  
 12457  1.121081  1.430081  20041026  
 12458  0.464978  0.642063  20041026  
 12459  1.159629  1.393494  20041026  
 12460  0.709645  0.983366  20041026  
 12461  0.708898  0.945483  20041026  
 12462  0.737159  1.045049  20041026  
 12463  1.077234  1.241492  20041026  
 12464  1.216604  1.306924  20041026  
 
 [12465 rows x 92 columns],
 '20041027':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.363            0.000               0.0   
 1      USA0011            -0.825            0.000               0.0   
 2      USA0031             1.023            0.000               0.0   
 3      USA0062            -0.178            0.430               0.0   
 4      USA00E2             0.884            0.000               0.0   
 5      USA00F1            -2.793            0.000               0.0   
 6      USA00G2            -0.601            0.000               0.0   
 7      USA00H1             0.341            0.000               0.0   
 8      USA00I1             0.448            0.000               0.0   
 9      USA00J1             0.265            0.000               0.0   
 10     USA00K1             0.070            0.000               0.0   
 11     USA00P1             0.121            0.000               0.0   
 12     USA00R1             0.111            0.000               0.0   
 13     USA00S1            -0.729            0.000               0.0   
 14     USA00V1             0.100            0.000               0.0   
 15     USA0131            -0.503            1.000               0.0   
 16     USA0161            -2.594            1.000               0.0   
 17     USA01I1             1.443            0.000               0.0   
 18     USA01J2            -0.131            0.000               0.0   
 19     USA01L1            -1.945            0.000               0.0   
 20     USA01P1             1.714            0.000               0.0   
 21     USA01Q1             0.304            0.000               0.0   
 22     USA0202             0.039            0.000               0.0   
 23     USA0231             0.279            0.000               0.0   
 24     USA0281            -0.266            0.000               0.0   
 25     USA0291             0.224            0.000               0.0   
 26     USA02A1            -0.430            0.000               0.0   
 27     USA02B1            -1.532            0.000               0.0   
 28     USA02H1             0.412            0.000               0.0   
 29     USA02P1            -0.020            0.143               0.0   
 ...        ...               ...              ...               ...   
 12434  USAZY41            -0.987            0.000               0.0   
 12435  USAZY51            -0.301            0.000               0.0   
 12436  USAZY61            -0.046            0.000               0.0   
 12437  USAZY71             0.610            0.000               0.0   
 12438  USAZYI1            -0.225            0.000               0.0   
 12439  USAZYJ1             0.190            0.000               0.0   
 12440  USAZYK1            -2.793            0.000               0.0   
 12441  USAZYM1            -1.463            0.000               0.0   
 12442  USAZYR1            -2.793            0.000               0.0   
 12443  USAZYS1            -0.135            0.000               0.0   
 12444  USAZYT1             2.703            0.000               0.0   
 12445  USAZYV1             0.678            0.000               0.0   
 12446  USAZYX1            -0.990            0.000               0.0   
 12447  USAZZ41            -1.854            0.000               0.0   
 12448  USAZZ51            -0.212            0.000               0.0   
 12449  USAZZ61             2.714            0.000               0.0   
 12450  USAZZ71             0.062            0.000               0.0   
 12451  USAZZ81            -0.179            0.000               0.0   
 12452  USAZZ91            -1.716            0.000               0.0   
 12453  USAZZA1            -2.793            0.000               0.0   
 12454  USAZZB1            -0.613            0.000               0.0   
 12455  USAZZD1             0.201            0.000               0.0   
 12456  USAZZF1            -0.006            0.000               0.0   
 12457  USAZZI1            -0.693            0.000               0.0   
 12458  USAZZJ1            -1.301            0.000               0.0   
 12459  USAZZL1             0.509            0.000               0.0   
 12460  USAZZP1            -0.160            0.000               0.0   
 12461  USAZZR1             0.141            0.000               0.0   
 12462  USAZZX1             0.606            0.000               0.0   
 12463  USAZZY1             0.513            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 12456               0.0              0.0           0.0          0.000   
 12457               0.0              0.0           0.0          0.000   
 12458               0.0              0.0           0.0          0.000   
 12459               0.0              0.0           0.0          0.000   
 12460               0.0              0.0           0.0          0.000   
 12461               0.0              0.0           0.0          0.000   
 12462               0.0              0.0           0.0          0.000   
 12463               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.969           0.000  ...           NaN          NaN   
 1            -1.970           0.000  ...           NaN          NaN   
 2            -1.889           0.000  ...           NaN       1672.0   
 3            -2.000           0.000  ...           NaN          NaN   
 4            -1.840           0.000  ...           NaN       1448.0   
 5            -1.075           0.000  ...           NaN         16.0   
 6            -1.956           0.000  ...           NaN          NaN   
 7            -1.959           0.000  ...           NaN          NaN   
 8            -1.347           0.000  ...           NaN          NaN   
 9            -2.055           0.862  ...           NaN      29000.0   
 10           -1.801           0.000  ...           NaN          NaN   
 11           -1.838           0.000  ...           NaN          NaN   
 12           -1.970           0.000  ...           NaN          NaN   
 13           -1.817           0.000  ...           NaN          NaN   
 14           -1.970           0.000  ...           NaN          NaN   
 15           -1.888           0.000  ...           NaN          NaN   
 16           -1.514           0.000  ...           NaN       1890.0   
 17           -0.168           0.000  ...           NaN      45651.0   
 18           -1.629           0.000  ...           NaN          NaN   
 19           -1.841           0.000  ...           NaN          NaN   
 20           -1.126           0.000  ...           NaN       1500.0   
 21           -1.876           1.000  ...           NaN          NaN   
 22           -1.713           0.000  ...           NaN          NaN   
 23           -1.868           0.000  ...           NaN        190.0   
 24           -1.668           0.000  ...           NaN          NaN   
 25           -1.639           0.000  ...           NaN          NaN   
 26           -1.969           0.000  ...           NaN          NaN   
 27           -1.373           0.000  ...           NaN        250.0   
 28           -0.671           0.000  ...           NaN       2022.0   
 29           -1.594           0.000  ...           NaN       4935.0   
 ...             ...             ...  ...           ...          ...   
 12434        -1.970           0.000  ...           NaN          NaN   
 12435        -0.675           0.000  ...           NaN        125.0   
 12436        -0.952           0.000  ...           NaN          NaN   
 12437         0.143           0.000  ...           NaN       1000.0   
 12438        -0.862           0.000  ...           NaN          NaN   
 12439        -0.391           0.000  ...           NaN       2575.0   
 12440        -0.026           0.000  ...           NaN     500000.0   
 12441        -1.033           0.000  ...           NaN      22333.0   
 12442        -0.413           0.000  ...           NaN     953520.0   
 12443        -0.415           0.000  ...           NaN          NaN   
 12444        -0.293           0.000  ...           NaN      69402.0   
 12445         0.526           0.000  ...           NaN          NaN   
 12446        -1.937           0.000  ...           NaN       2400.0   
 12447        -1.699           0.000  ...           NaN      10500.0   
 12448        -0.821           0.000  ...           NaN          NaN   
 12449        -0.109           0.000  ...           NaN     658650.0   
 12450        -1.320           0.000  ...           NaN          NaN   
 12451        -1.710           1.000  ...           NaN      22000.0   
 12452         0.495           0.000  ...           NaN        500.0   
 12453        -0.192           0.000  ...           NaN       1000.0   
 12454        -0.788           0.000  ...           NaN          NaN   
 12455        -0.310           0.000  ...           NaN    8141088.0   
 12456         0.225           0.000  ...           NaN      19100.0   
 12457        -1.044           1.000  ...           NaN          NaN   
 12458         0.223           0.000  ...           NaN          0.0   
 12459        -0.568           0.000  ...           NaN          NaN   
 12460        -0.567           1.000  ...           NaN          NaN   
 12461        -0.499           0.000  ...           NaN          NaN   
 12462         0.148           0.000  ...           NaN          NaN   
 12463         0.328           0.000  ...           NaN      64500.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.269224e+10  0.163079   17.436814   12.066258   
 1             NaN     7.250974e+09  0.000000   21.274212   15.238829   
 2             NaN     6.633307e+10  2.455146   32.341519   27.894155   
 3             NaN     2.864561e+10  2.091467   27.993644   25.710271   
 4             NaN     5.288621e+10  2.459893   32.554917   27.796210   
 5             NaN     1.565457e+11  0.441241   40.500438   36.766235   
 6             NaN     1.314708e+10  6.634078   25.027651   17.799315   
 7             NaN     7.259264e+10  0.000000   30.159990   22.615171   
 8             NaN     1.512083e+10  0.618876   52.116769   42.604800   
 9             NaN     4.013844e+10  1.961962   21.118809   16.114420   
 10            NaN     2.734887e+10  0.000000   50.710015   38.953024   
 11            NaN     2.554365e+10  1.355276   17.715997   13.841573   
 12            NaN     6.711780e+09  2.249924   19.298747   13.699508   
 13            NaN     1.996465e+10  1.282051   28.221900   24.028969   
 14            NaN     1.301342e+10  1.160542   19.099340   13.501665   
 15            NaN     4.016841e+10  1.549787   31.111134   27.156326   
 16            NaN     4.016841e+10  1.549787   38.675361   35.353889   
 17            NaN     2.037916e+10  0.274160   30.539465   25.948055   
 18            NaN     2.762569e+10  2.038533   33.450588   29.831622   
 19            NaN     1.133614e+11  2.982849   40.342252   34.260268   
 20            NaN     1.254256e+11  0.000000   44.447489   39.678758   
 21            NaN     9.847450e+10  2.496879   33.859604   30.356668   
 22            NaN     1.561567e+10  0.000000   40.869947   38.230602   
 23            NaN     8.727008e+10  0.000000   24.879904   19.874133   
 24            NaN     4.293086e+10  3.271028   28.027969   24.014663   
 25            NaN     3.044498e+10  0.000000   35.842511   32.230774   
 26            NaN     8.807514e+09  1.551831   15.511641   11.195890   
 27            NaN     8.807514e+09  1.551831   44.779869   42.487774   
 28            NaN     6.804071e+10  3.280757   32.326317   28.644083   
 29            NaN     3.579473e+11  2.382370   26.447666   23.449414   
 ...           ...              ...       ...         ...         ...   
 12434         NaN     5.056250e+06       NaN   26.539770   20.148466   
 12435      337.02     9.224725e+06  0.000000   84.659208   82.109474   
 12436         NaN     2.901340e+06  0.000000   83.442911   80.618109   
 12437      124.73     4.904000e+05  0.000000  107.482388  103.816977   
 12438         NaN     1.399750e+06  0.000000  111.304464  108.533103   
 12439      567.27     6.495840e+07       NaN  104.514266  101.913618   
 12440       78.46     4.782610e+04       NaN   82.869092   78.708433   
 12441       71.38     1.059380e+06       NaN   80.793419   77.606182   
 12442   142576.59     2.497298e+07  0.000000  126.428173  123.916383   
 12443         NaN     5.030700e+01  0.000000   47.611476   39.608266   
 12444    29909.95     1.958775e+07  0.000000  149.999183  148.053033   
 12445         NaN     1.669360e+06  0.000000  232.894889  231.007038   
 12446    16093.45     6.386160e+07  2.017756   43.549751   38.645641   
 12447     3296.25     2.075400e+06       NaN  136.770898  135.068777   
 12448         NaN     2.224200e+05  0.000000   66.984348   62.567990   
 12449     1586.73     1.668300e+06  0.000000  193.504802  191.497338   
 12450         NaN     4.175220e+06  0.000000   93.857515   91.079979   
 12451  1935675.91     3.110171e+10  4.956305   26.809004   22.287258   
 12452        0.07     1.591600e+03  0.000000   66.317217   55.638661   
 12453     5967.58     1.956780e+06  0.000000  105.309206  102.051631   
 12454         NaN     5.584920e+06  0.000000   74.350623   69.700075   
 12455    23016.78     5.193720e+05       NaN   95.296459   92.243654   
 12456    22368.89     3.045276e+07       NaN  104.711665  100.371518   
 12457         NaN     4.230000e+05  0.000000   84.233184   81.361474   
 12458         NaN     1.079311e+07  0.000000  123.958620  118.846627   
 12459         NaN     2.911080e+07  0.000000   82.766739   79.715936   
 12460         NaN     4.476570e+06       NaN  100.694120   97.733384   
 12461         NaN     3.367200e+05       NaN   41.063183   33.901189   
 12462         NaN     1.316868e+06  0.000000  224.278196  222.485223   
 12463  2152306.32     8.056866e+08  0.607211   49.063093   36.891699   
 
        HistBeta  PredBeta  DataDate  
 0      0.000601  0.119186  20041027  
 1     -0.000026  0.086077  20041027  
 2      0.041120  0.186609  20041027  
 3     -0.014893  0.268387  20041027  
 4      0.065775  0.232155  20041027  
 5      0.453338  0.793826  20041027  
 6      0.007518  0.017470  20041027  
 7      0.005983  0.022739  20041027  
 8      0.315547  0.687805  20041027  
 9     -0.042934  0.036482  20041027  
 10     0.085572  0.465262  20041027  
 11     0.067154  0.231869  20041027  
 12    -0.000026  0.106339  20041027  
 13     0.077879  0.209493  20041027  
 14    -0.000026  0.084735  20041027  
 15     0.041538  0.232944  20041027  
 16     0.231309  0.384466  20041027  
 17     0.912596  0.969193  20041027  
 18     0.172905  0.428161  20041027  
 19     0.065523  0.230389  20041027  
 20     0.427434  0.619413  20041027  
 21     0.047764  0.254168  20041027  
 22     0.130466  0.309953  20041027  
 23     0.051878  0.238772  20041027  
 24     0.153185  0.415023  20041027  
 25     0.167549  0.364477  20041027  
 26     0.000505  0.183362  20041027  
 27     0.302261  0.584533  20041027  
 28     0.658030  0.833140  20041027  
 29     0.190567  0.367887  20041027  
 ...         ...       ...       ...  
 12434 -0.000026  0.059348  20041027  
 12435  0.655632  0.850074  20041027  
 12436  0.515427  0.754312  20041027  
 12437  1.069964  1.278372  20041027  
 12438  0.561028  0.973508  20041027  
 12439  0.799408  1.037213  20041027  
 12440  0.984463  1.267135  20041027  
 12441  0.474513  0.707981  20041027  
 12442  0.788346  0.911611  20041027  
 12443  0.787449  1.168264  20041027  
 12444  0.849375  1.181147  20041027  
 12445  1.263819  1.453798  20041027  
 12446  0.016819  0.164997  20041027  
 12447  0.137405  0.426037  20041027  
 12448  0.582043  0.893337  20041027  
 12449  0.942197  1.277930  20041027  
 12450  0.329072  0.707607  20041027  
 12451  0.131890  0.196150  20041027  
 12452  1.248400  1.324940  20041027  
 12453  0.900195  1.131947  20041027  
 12454  0.598707  0.886742  20041027  
 12455  0.840434  1.133132  20041027  
 12456  1.111501  1.389076  20041027  
 12457  0.469145  0.641229  20041027  
 12458  1.110325  1.265803  20041027  
 12459  0.710149  0.981025  20041027  
 12460  0.710762  0.936379  20041027  
 12461  0.744856  1.074864  20041027  
 12462  1.072361  1.246096  20041027  
 12463  1.163416  1.249647  20041027  
 
 [12464 rows x 92 columns],
 '20041028':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.134            0.000               0.0   
 1      USA0011            -0.149            0.000               0.0   
 2      USA0031             0.265            0.000               0.0   
 3      USA0062             0.337            0.430               0.0   
 4      USA00E2             0.134            0.000               0.0   
 5      USA00F1            -0.069            0.000               0.0   
 6      USA00G2             0.150            0.000               0.0   
 7      USA00H1             0.760            0.000               0.0   
 8      USA00I1             0.715            0.000               0.0   
 9      USA00J1             0.623            0.000               0.0   
 10     USA00K1             0.967            0.000               0.0   
 11     USA00P1             0.262            0.000               0.0   
 12     USA00R1             0.322            0.000               0.0   
 13     USA00S1             0.636            0.000               0.0   
 14     USA00V1             0.264            0.000               0.0   
 15     USA0131             0.307            1.000               0.0   
 16     USA0161            -0.260            1.000               0.0   
 17     USA01I1             0.161            0.000               0.0   
 18     USA01J2            -0.017            0.000               0.0   
 19     USA01L1            -1.080            0.000               0.0   
 20     USA01P1            -1.813            0.000               0.0   
 21     USA01Q1             0.690            0.000               0.0   
 22     USA0202             0.381            0.000               0.0   
 23     USA0231             0.506            0.000               0.0   
 24     USA0281            -0.187            0.000               0.0   
 25     USA0291             0.452            0.000               0.0   
 26     USA02A1             0.273            0.000               0.0   
 27     USA02B1             0.123            0.000               0.0   
 28     USA02H1             0.393            0.000               0.0   
 29     USA02P1             0.162            0.143               0.0   
 ...        ...               ...              ...               ...   
 12440  USAZY41            -0.176            0.000               0.0   
 12441  USAZY51            -0.521            0.000               0.0   
 12442  USAZY61             0.056            0.000               0.0   
 12443  USAZY71             0.043            0.000               0.0   
 12444  USAZYI1             0.278            0.000               0.0   
 12445  USAZYJ1            -0.049            0.000               0.0   
 12446  USAZYK1            -0.455            0.000               0.0   
 12447  USAZYM1             0.321            0.000               0.0   
 12448  USAZYR1             1.040            0.000               0.0   
 12449  USAZYS1             0.010            0.000               0.0   
 12450  USAZYT1            -0.227            0.000               0.0   
 12451  USAZYV1             2.798            0.000               0.0   
 12452  USAZYX1             0.102            0.000               0.0   
 12453  USAZZ41             0.120            0.000               0.0   
 12454  USAZZ51            -0.140            0.000               0.0   
 12455  USAZZ61            -0.020            0.000               0.0   
 12456  USAZZ71             0.315            0.000               0.0   
 12457  USAZZ81             0.388            0.000               0.0   
 12458  USAZZ91            -1.385            0.000               0.0   
 12459  USAZZA1            -0.104            0.000               0.0   
 12460  USAZZB1            -0.006            0.000               0.0   
 12461  USAZZD1            -0.009            0.000               0.0   
 12462  USAZZF1            -1.306            0.000               0.0   
 12463  USAZZI1             0.007            0.000               0.0   
 12464  USAZZJ1            -2.767            0.000               0.0   
 12465  USAZZL1             2.798            0.000               0.0   
 12466  USAZZP1            -0.001            0.000               0.0   
 12467  USAZZR1            -0.081            0.000               0.0   
 12468  USAZZX1             0.188            0.000               0.0   
 12469  USAZZY1            -0.011            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 12456               0.0              0.0           0.0          0.000   
 12457               0.0              0.0           0.0          0.000   
 12458               0.0              0.0           0.0          0.000   
 12459               0.0              0.0           0.0          0.000   
 12460               0.0              0.0           0.0          0.000   
 12461               0.0              0.0           0.0          0.000   
 12462               0.0              0.0           0.0          0.000   
 12463               0.0              0.0           0.0          0.000   
 12464               0.0              0.0           0.0          0.000   
 12465               0.0              0.0           0.0          0.000   
 12466               0.0              0.0           0.0          0.000   
 12467               0.0              0.0           0.0          0.000   
 12468               0.0              0.0           0.0          0.000   
 12469               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.977           0.000  ...           NaN          NaN   
 1            -1.978           0.000  ...           NaN          NaN   
 2            -1.897           0.000  ...           NaN       1672.0   
 3            -2.009           0.000  ...           NaN          NaN   
 4            -1.848           0.000  ...           NaN       1448.0   
 5            -1.072           0.000  ...           NaN        815.0   
 6            -1.963           0.000  ...           NaN          NaN   
 7            -1.967           0.000  ...           NaN          NaN   
 8            -1.352           0.000  ...           NaN          NaN   
 9            -2.064           0.862  ...           NaN      29000.0   
 10           -1.809           0.000  ...           NaN          NaN   
 11           -1.845           0.000  ...           NaN          NaN   
 12           -1.978           0.000  ...           NaN          NaN   
 13           -1.821           0.000  ...           NaN          NaN   
 14           -1.978           0.000  ...           NaN          NaN   
 15           -1.896           0.000  ...           NaN          NaN   
 16           -1.516           0.000  ...           NaN        125.0   
 17           -0.167           0.000  ...           NaN      45651.0   
 18           -1.636           0.000  ...           NaN          NaN   
 19           -1.849           0.000  ...           NaN          NaN   
 20           -1.106           0.000  ...           NaN       7200.0   
 21           -1.873           1.000  ...           NaN          NaN   
 22           -1.722           0.000  ...           NaN          NaN   
 23           -1.875           0.000  ...           NaN        190.0   
 24           -1.677           0.000  ...           NaN          NaN   
 25           -1.646           0.000  ...           NaN          NaN   
 26           -1.977           0.000  ...           NaN          NaN   
 27           -1.388           0.000  ...           NaN          NaN   
 28           -0.677           0.000  ...           NaN       2022.0   
 29           -1.600           0.000  ...           NaN       4935.0   
 ...             ...             ...  ...           ...          ...   
 12440        -1.978           0.000  ...           NaN          NaN   
 12441        -0.661           0.000  ...           NaN          NaN   
 12442        -0.959           0.000  ...           NaN          NaN   
 12443         0.124           0.000  ...           NaN          NaN   
 12444        -0.870           0.000  ...           NaN      44500.0   
 12445        -0.369           0.000  ...           NaN          NaN   
 12446        -0.027           0.000  ...           NaN          NaN   
 12447        -1.042           0.000  ...           NaN          NaN   
 12448        -0.410           0.000  ...           NaN     271242.0   
 12449        -0.419           0.000  ...           NaN          NaN   
 12450        -0.294           0.000  ...           NaN      24050.0   
 12451         0.519           0.000  ...           NaN        100.0   
 12452        -1.954           0.000  ...           NaN      17700.0   
 12453        -1.734           0.000  ...           NaN       8600.0   
 12454        -0.829           0.000  ...           NaN          NaN   
 12455        -0.093           0.000  ...           NaN     310850.0   
 12456        -1.333           0.000  ...           NaN          NaN   
 12457        -1.768           1.000  ...           NaN      21600.0   
 12458         0.500           0.000  ...           NaN          NaN   
 12459        -0.195           0.000  ...           NaN          NaN   
 12460        -0.794           0.000  ...           NaN          NaN   
 12461        -0.322           0.000  ...           NaN    6841504.0   
 12462         0.243           0.000  ...           NaN      12750.0   
 12463        -1.051           1.000  ...           NaN          NaN   
 12464         0.256           0.000  ...           NaN          0.0   
 12465        -0.584           0.000  ...           NaN        255.0   
 12466        -0.571           1.000  ...           NaN     196223.0   
 12467        -0.504           0.000  ...           NaN          NaN   
 12468         0.146           0.000  ...           NaN      69973.0   
 12469         0.334           0.000  ...           NaN      36200.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.227109e+10  0.163079   17.225565   12.078419   
 1             NaN     6.792213e+09  0.000000   20.891419   15.153869   
 2             NaN     6.677081e+10  2.455146   31.905345   27.698205   
 3             NaN     2.887759e+10  2.091467   27.775659   25.609072   
 4             NaN     5.276620e+10  2.459893   31.988996   27.463823   
 5             NaN     1.596495e+11  0.441241   39.520866   36.484169   
 6             NaN     1.334556e+10  6.634078   24.579731   17.712857   
 7             NaN     7.311098e+10  0.000000   29.966686   22.803401   
 8             NaN     1.507197e+10  0.618876   51.571416   42.395821   
 9             NaN     4.013040e+10  1.961962   21.226736   16.333352   
 10            NaN     2.750138e+10  0.000000   50.389926   38.911995   
 11            NaN     2.558498e+10  1.355276   17.445153   13.747776   
 12            NaN     6.660967e+09  2.249924   19.156194   13.789603   
 13            NaN     2.038933e+10  1.282051   28.204231   24.097968   
 14            NaN     1.315019e+10  1.160542   18.864292   13.522232   
 15            NaN     3.998400e+10  1.549787   30.684561   26.907295   
 16            NaN     3.998400e+10  1.549787   38.020178   35.122144   
 17            NaN     2.015535e+10  0.274160   30.127458   25.711275   
 18            NaN     2.719147e+10  2.038533   32.969111   29.515330   
 19            NaN     1.122914e+11  2.982849   40.202296   34.196099   
 20            NaN     1.281302e+11  0.000000   44.398418   39.809233   
 21            NaN     9.862064e+10  2.496879   33.697006   30.302921   
 22            NaN     1.557450e+10  0.000000   40.502845   37.947282   
 23            NaN     8.737100e+10  0.000000   24.682572   19.944827   
 24            NaN     4.281083e+10  3.271028   27.688839   23.828299   
 25            NaN     3.109841e+10  0.000000   35.378563   32.042806   
 26            NaN     8.612619e+09  1.551831   15.506105   11.266741   
 27            NaN     8.612619e+09  1.551831   44.262257   42.163033   
 28            NaN     6.807948e+10  3.280757   32.024379   28.426710   
 29            NaN     3.587908e+11  2.382370   26.153006   23.258828   
 ...           ...              ...       ...         ...         ...   
 12440         NaN     5.056250e+06       NaN   26.053945   19.905456   
 12441         NaN     9.224725e+06  0.000000   87.867474   85.447056   
 12442         NaN     2.901340e+06  0.000000   83.985261   81.320378   
 12443         NaN     4.904000e+05  0.000000  107.587083  104.122946   
 12444     2308.44     1.399750e+06  0.000000  111.734788  109.136810   
 12445         NaN     6.495840e+07       NaN  103.492382  100.960274   
 12446         NaN     4.782610e+04       NaN   90.340051   86.882015   
 12447         NaN     1.059380e+06       NaN   82.696656   79.767686   
 12448   147771.79     2.441802e+07  0.000000  125.238260  122.937841   
 12449         NaN     5.030700e+01  0.000000   46.955776   39.238333   
 12450    26432.07     1.958775e+07  0.000000  148.600271  146.900348   
 12451     1060.19     1.430880e+06  0.000000  232.163448  230.319489   
 12452    26672.09     6.360200e+07  2.017756   42.961916   38.280754   
 12453     2958.34     2.075400e+06       NaN  135.850133  134.278982   
 12454         NaN     2.224200e+05  0.000000   66.197356   61.927757   
 12455     1623.42     1.668300e+06  0.000000  189.906097  188.022716   
 12456         NaN     4.175220e+06  0.000000   94.540063   91.921084   
 12457  1915064.64     3.085736e+10  4.956305   26.871247   22.554396   
 12458         NaN     1.591600e+03  0.000000   66.059226   55.569267   
 12459         NaN     1.956780e+06  0.000000  107.239024  104.345595   
 12460         NaN     5.584920e+06  0.000000   73.027338   68.555221   
 12461    18657.27     5.193720e+05       NaN   96.827472   93.989814   
 12462    23036.14     3.101670e+07       NaN  105.095563  100.982709   
 12463         NaN     4.230000e+05  0.000000   85.466368   82.765911   
 12464         NaN     1.131335e+07  0.000000  123.761207  118.597954   
 12465     8242.42     2.697030e+07  0.000000   83.853355   80.745044   
 12466    12609.72     4.476570e+06       NaN  105.062136  102.175082   
 12467         NaN     3.367200e+05       NaN   40.455133   33.577215   
 12468      754.01     1.316868e+06  0.000000  222.798901  221.084086   
 12469  2007899.23     8.072306e+08  0.607211   48.258754   36.571678   
 
        HistBeta  PredBeta  DataDate  
 0      0.000596  0.117711  20041028  
 1     -0.000033  0.081324  20041028  
 2      0.041081  0.173335  20041028  
 3     -0.015279  0.262178  20041028  
 4      0.065818  0.216570  20041028  
 5      0.457427  0.776740  20041028  
 6      0.007510  0.023459  20041028  
 7      0.005976  0.028148  20041028  
 8      0.315757  0.704137  20041028  
 9     -0.043133  0.037993  20041028  
 10     0.085656  0.485223  20041028  
 11     0.067083  0.227608  20041028  
 12    -0.000032  0.110402  20041028  
 13     0.079549  0.211281  20041028  
 14    -0.000032  0.082220  20041028  
 15     0.041429  0.231911  20041028  
 16     0.233446  0.397149  20041028  
 17     0.913798  0.962561  20041028  
 18     0.172761  0.418871  20041028  
 19     0.065070  0.206448  20041028  
 20     0.440017  0.583798  20041028  
 21     0.052914  0.254582  20041028  
 22     0.129394  0.318696  20041028  
 23     0.051906  0.235378  20041028  
 24     0.152290  0.404347  20041028  
 25     0.167453  0.368124  20041028  
 26     0.000496  0.190263  20041028  
 27     0.297952  0.595993  20041028  
 28     0.656636  0.804660  20041028  
 29     0.190854  0.363022  20041028  
 ...         ...       ...       ...  
 12440 -0.000032  0.061944  20041028  
 12441  0.664737  0.841328  20041028  
 12442  0.514075  0.754436  20041028  
 12443  1.060617  1.271973  20041028  
 12444  0.559056  0.974602  20041028  
 12445  0.811910  1.051038  20041028  
 12446  0.984426  1.208693  20041028  
 12447  0.472538  0.724321  20041028  
 12448  0.791375  0.981794  20041028  
 12449  0.786462  1.167616  20041028  
 12450  0.849555  1.117268  20041028  
 12451  1.259771  1.490900  20041028  
 12452  0.012449  0.154508  20041028  
 12453  0.123524  0.432570  20041028  
 12454  0.580093  0.899443  20041028  
 12455  0.951345  1.241801  20041028  
 12456  0.325593  0.702615  20041028  
 12457  0.106094  0.175315  20041028  
 12458  1.250100  1.311553  20041028  
 12459  0.899906  1.133994  20041028  
 12460  0.597423  0.907143  20041028  
 12461  0.835466  1.125135  20041028  
 12462  1.120731  1.370043  20041028  
 12463  0.467775  0.637987  20041028  
 12464  1.127467  1.235685  20041028  
 12465  0.703384  1.017110  20041028  
 12466  0.710015  0.913754  20041028  
 12467  0.743816  1.072928  20041028  
 12468  1.071518  1.242534  20041028  
 12469  1.166365  1.240404  20041028  
 
 [12470 rows x 92 columns],
 '20041029':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.490            0.000               0.0   
 1      USA0011             0.458            0.000               0.0   
 2      USA0031            -0.038            0.000               0.0   
 3      USA0062             0.311            0.430               0.0   
 4      USA00E2            -0.089            0.000               0.0   
 5      USA00F1             0.190            0.000               0.0   
 6      USA00G2             0.320            0.000               0.0   
 7      USA00H1             0.252            0.000               0.0   
 8      USA00I1             0.248            0.000               0.0   
 9      USA00J1             0.115            0.000               0.0   
 10     USA00K1             0.018            0.000               0.0   
 11     USA00P1            -0.167            0.000               0.0   
 12     USA00R1            -0.005            0.000               0.0   
 13     USA00S1            -0.451            0.000               0.0   
 14     USA00V1             0.499            0.000               0.0   
 15     USA0131            -0.257            1.000               0.0   
 16     USA0161            -0.271            1.000               0.0   
 17     USA01I1             0.396            0.000               0.0   
 18     USA01J2             0.494            0.000               0.0   
 19     USA01L1             1.035            0.000               0.0   
 20     USA01P1             0.348            0.000               0.0   
 21     USA01Q1             0.184            0.000               0.0   
 22     USA0202             0.460            0.000               0.0   
 23     USA0231             0.424            0.000               0.0   
 24     USA0281             0.961            0.000               0.0   
 25     USA0291             0.446            0.000               0.0   
 26     USA02A1            -0.225            0.000               0.0   
 27     USA02B1             0.451            0.000               0.0   
 28     USA02H1             0.178            0.000               0.0   
 29     USA02P1             0.337            0.143               0.0   
 ...        ...               ...              ...               ...   
 12445  USAZY61            -0.559            0.000               0.0   
 12446  USAZY71            -0.946            0.000               0.0   
 12447  USAZYI1             2.107            0.000               0.0   
 12448  USAZYJ1            -0.942            0.000               0.0   
 12449  USAZYK1            -0.172            0.000               0.0   
 12450  USAZYM1            -1.318            0.000               0.0   
 12451  USAZYO1            -0.465            0.000               0.0   
 12452  USAZYR1             1.801            0.000               0.0   
 12453  USAZYS1            -0.914            0.000               0.0   
 12454  USAZYT1            -2.739            0.000               0.0   
 12455  USAZYV1            -0.998            0.000               0.0   
 12456  USAZYX1            -1.786            0.000               0.0   
 12457  USAZZ41            -0.725            0.000               0.0   
 12458  USAZZ51            -1.002            0.000               0.0   
 12459  USAZZ61            -0.918            0.000               0.0   
 12460  USAZZ71            -0.737            0.000               0.0   
 12461  USAZZ81             0.529            0.000               0.0   
 12462  USAZZ91             0.129            0.000               0.0   
 12463  USAZZA1            -2.739            0.000               0.0   
 12464  USAZZB1            -0.587            0.000               0.0   
 12465  USAZZD1            -0.974            0.000               0.0   
 12466  USAZZF1            -2.739            0.000               0.0   
 12467  USAZZI1            -0.880            0.000               0.0   
 12468  USAZZJ1             0.513            0.000               0.0   
 12469  USAZZL1            -2.107            0.000               0.0   
 12470  USAZZP1            -1.102            0.000               0.0   
 12471  USAZZR1            -1.060            0.000               0.0   
 12472  USAZZX1            -2.739            0.000               0.0   
 12473  USAZZY1             0.212            0.000               0.0   
 12474  USAZZZ1             0.146            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 12456               0.0              0.0           0.0          0.000   
 12457               0.0              0.0           0.0          0.000   
 12458               0.0              0.0           0.0          0.000   
 12459               0.0              0.0           0.0          0.000   
 12460               0.0              0.0           0.0          0.000   
 12461               0.0              0.0           0.0          0.000   
 12462               0.0              0.0           0.0          0.000   
 12463               0.0              0.0           0.0          0.000   
 12464               0.0              0.0           0.0          0.000   
 12465               0.0              0.0           0.0          0.000   
 12466               0.0              0.0           0.0          0.000   
 12467               0.0              0.0           0.0          0.000   
 12468               0.0              0.0           0.0          0.000   
 12469               0.0              0.0           0.0          0.000   
 12470               0.0              0.0           0.0          0.000   
 12471               0.0              0.0           0.0          0.000   
 12472               0.0              0.0           0.0          0.000   
 12473               0.0              0.0           0.0          0.000   
 12474               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.986           0.000  ...           NaN          0.0   
 1            -1.987           0.000  ...           NaN          0.0   
 2            -1.905           0.000  ...           NaN       1672.0   
 3            -2.017           0.000  ...           NaN       6532.0   
 4            -1.856           0.000  ...           NaN       1448.0   
 5            -1.078           0.000  ...           NaN         40.0   
 6            -1.972           0.000  ...           NaN        336.0   
 7            -1.975           0.000  ...           NaN          0.0   
 8            -1.360           0.000  ...           NaN      11100.0   
 9            -2.073           0.861  ...           NaN      29000.0   
 10           -1.816           0.000  ...           NaN          0.0   
 11           -1.855           0.000  ...           NaN         73.0   
 12           -1.987           0.000  ...           NaN          NaN   
 13           -1.831           0.000  ...           NaN       1026.0   
 14           -1.987           0.000  ...           NaN          NaN   
 15           -1.905           0.000  ...           NaN        948.0   
 16           -1.528           0.000  ...           NaN          NaN   
 17           -0.171           0.000  ...           NaN      45651.0   
 18           -1.642           0.000  ...           NaN      11690.0   
 19           -1.859           0.000  ...           NaN      22240.0   
 20           -1.112           0.000  ...           NaN     175270.0   
 21           -1.881           1.000  ...           NaN       1605.0   
 22           -1.730           0.000  ...           NaN     150780.0   
 23           -1.884           0.000  ...           NaN        190.0   
 24           -1.686           0.000  ...           NaN          NaN   
 25           -1.655           0.000  ...           NaN        428.0   
 26           -1.978           0.000  ...           NaN      19250.0   
 27           -1.395           0.000  ...           NaN          NaN   
 28           -0.682           0.000  ...           NaN       2022.0   
 29           -1.608           0.000  ...           NaN       4935.0   
 ...             ...             ...  ...           ...          ...   
 12445        -0.966           0.000  ...           NaN          NaN   
 12446         0.119           0.000  ...           NaN          NaN   
 12447        -0.893           0.000  ...           NaN      25000.0   
 12448        -0.375           0.000  ...           NaN          NaN   
 12449        -0.029           0.000  ...           NaN          NaN   
 12450        -1.048           0.000  ...           NaN          NaN   
 12451        -0.659           0.000  ...           NaN          NaN   
 12452        -0.432           0.000  ...           NaN     168800.0   
 12453        -0.424           0.000  ...           NaN       1834.0   
 12454        -0.237           0.000  ...           NaN     129801.0   
 12455         0.517           0.000  ...           NaN          NaN   
 12456        -1.958           0.000  ...           NaN       1100.0   
 12457        -1.751           0.000  ...           NaN      94673.0   
 12458        -0.835           0.000  ...           NaN          NaN   
 12459        -0.095           0.000  ...           NaN      23000.0   
 12460        -1.339           0.000  ...           NaN       5500.0   
 12461        -1.780           1.000  ...           NaN      25500.0   
 12462         0.498           0.000  ...           NaN        500.0   
 12463        -0.191           0.000  ...           NaN          NaN   
 12464        -0.801           0.000  ...           NaN          NaN   
 12465        -0.325           0.000  ...           NaN   13808550.0   
 12466         0.267           0.000  ...           NaN      73848.0   
 12467        -1.057           1.000  ...           NaN          NaN   
 12468         0.249           0.000  ...           NaN          0.0   
 12469        -0.584           0.000  ...           NaN       3300.0   
 12470        -0.576           1.000  ...           NaN     107500.0   
 12471        -0.510           0.000  ...           NaN          NaN   
 12472         0.150           0.000  ...           NaN      72000.0   
 12473         0.323           0.000  ...           NaN      37400.0   
 12474         0.201           0.000  ...           NaN    2214300.0   
 
           ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0              NaN     6.247164e+10  0.160514   16.735369   11.690335   
 1              NaN     6.945133e+09  0.000000   20.155339   14.629887   
 2              NaN     6.664574e+10  2.439597   30.614910   26.458526   
 3              NaN     2.893773e+10  2.226841   26.567529   24.436198   
 4              NaN     5.287288e+10  2.320303   30.637632   26.228831   
 5              NaN     1.583453e+11  0.494153   38.027073   34.850986   
 6              NaN     1.358373e+10  5.552309   23.588868   16.921132   
 7              NaN     7.360340e+10  0.000000   28.679907   21.832250   
 8              NaN     1.513210e+10  0.596125   49.540923   40.522443   
 9              NaN     4.017061e+10  1.961962   20.317444   15.569007   
 10             NaN     2.728110e+10  0.000000   48.332198   37.199190   
 11             NaN     2.562041e+10  1.290620   16.755658   13.128303   
 12             NaN     6.720618e+09  2.432610   18.369361   13.180248   
 13             NaN     1.866230e+10  1.415929   27.161802   23.121930   
 14             NaN     1.329709e+10  1.142857   18.263476   13.055499   
 15             NaN     4.000805e+10  1.603206   29.362364   25.686112   
 16             NaN     4.000805e+10  1.603206   36.450752   33.568901   
 17             NaN     2.012092e+10  0.256684   29.369983   24.594550   
 18             NaN     2.753680e+10  2.036255   31.987549   28.372871   
 19             NaN     1.135540e+11  3.015454   38.718769   32.849243   
 20             NaN     1.298882e+11  0.000000   42.516119   38.073359   
 21             NaN     9.903471e+10  2.459420   32.235891   28.886673   
 22             NaN     1.571172e+10  0.000000   38.811937   36.290435   
 23             NaN     8.845588e+10  0.000000   23.821543   19.131175   
 24             NaN     4.288085e+10  3.265687   26.999529   23.010944   
 25             NaN     3.114682e+10  0.000000   33.754118   30.501260   
 26             NaN     8.678539e+09  1.651255   14.808822   10.787361   
 27             NaN     8.678539e+09  1.651255   42.395941   40.289096   
 28             NaN     6.798257e+10  2.965075   30.843015   27.164232   
 29             NaN     3.597397e+11  2.344666   25.128560   22.294740   
 ...            ...              ...       ...         ...         ...   
 12445          NaN     2.901340e+06  0.000000   81.938367   79.273376   
 12446          NaN     4.904000e+05  0.000000  103.153837   99.564321   
 12447      2333.99     1.272500e+06  0.000000  108.677156  106.001842   
 12448          NaN     6.495840e+07  0.000000  100.420523   97.825642   
 12449          NaN     4.782610e+04       NaN   89.017664   85.478676   
 12450          NaN     1.059380e+06       NaN   80.071838   77.028096   
 12451          NaN     5.751780e+07  0.000000   86.465182   79.360327   
 12452    151019.14     2.293814e+07  0.000000  120.680208  118.300884   
 12453          NaN     5.030700e+01  0.000000   45.471528   37.550452   
 12454     27469.59     2.511250e+07  0.000000  150.332980  148.615042   
 12455          NaN     1.430880e+06  0.000000  224.349779  222.465740   
 12456     25717.77     6.412120e+07  2.024291   41.679026   37.002767   
 12457      3033.82     2.075400e+06       NaN  130.555030  128.984533   
 12458          NaN     2.224200e+05  0.000000   63.536823   59.203704   
 12459      1582.63     1.668300e+06  0.000000  182.335316  180.380171   
 12460       572.05     4.175220e+06  0.000000   91.228687   88.624020   
 12461   1901045.55     3.070554e+10  4.841463   25.267765   21.001894   
 12462         0.07     1.591600e+03  0.000000   63.582766   53.017718   
 12463          NaN     2.065490e+06  0.000000  104.159838  101.087370   
 12464          NaN     5.584920e+06  0.000000   69.781484   65.230920   
 12465     17601.42     5.193720e+05       NaN   93.377522   90.469071   
 12466     27340.75     3.477630e+07       NaN  104.000311   99.814758   
 12467          NaN     4.230000e+05  0.000000   82.110882   79.409286   
 12468          NaN     1.119742e+07  0.000000  118.915969  113.726706   
 12469      8477.42     2.739840e+07  0.000000   80.482068   77.541363   
 12470     13362.22     4.476570e+06       NaN  100.005596   97.035635   
 12471          NaN     3.367200e+05       NaN   39.271784   32.217280   
 12472       796.55     1.426607e+06  0.000000  215.391483  213.599979   
 12473   1986847.77     7.998192e+08  0.617761   46.736143   34.901734   
 12474  27362925.00     2.637015e+08       NaN   42.245970   34.380925   
 
        HistBeta  PredBeta  DataDate  
 0      0.000585  0.112493  20041029  
 1     -0.000041  0.076282  20041029  
 2      0.041134  0.147546  20041029  
 3     -0.015170  0.256431  20041029  
 4      0.065855  0.196721  20041029  
 5      0.457305  0.773735  20041029  
 6      0.007375  0.005273  20041029  
 7      0.005984  0.018840  20041029  
 8      0.315776  0.698826  20041029  
 9     -0.043231  0.023656  20041029  
 10     0.085884  0.470785  20041029  
 11     0.066350  0.207229  20041029  
 12    -0.000041  0.089824  20041029  
 13     0.078515  0.188559  20041029  
 14    -0.000041  0.070870  20041029  
 15     0.041254  0.213897  20041029  
 16     0.230807  0.388178  20041029  
 17     0.914029  0.973061  20041029  
 18     0.173446  0.397088  20041029  
 19     0.064626  0.226598  20041029  
 20     0.440158  0.602344  20041029  
 21     0.053420  0.239637  20041029  
 22     0.129382  0.315733  20041029  
 23     0.051785  0.229927  20041029  
 24     0.151517  0.417301  20041029  
 25     0.167132  0.370082  20041029  
 26     0.004757  0.187578  20041029  
 27     0.297822  0.587981  20041029  
 28     0.656508  0.804085  20041029  
 29     0.190551  0.360834  20041029  
 ...         ...       ...       ...  
 12445  0.513789  0.743773  20041029  
 12446  1.059731  1.260076  20041029  
 12447  0.550741  0.990242  20041029  
 12448  0.811414  1.037009  20041029  
 12449  0.985476  1.223036  20041029  
 12450  0.472620  0.695471  20041029  
 12451  0.668333  1.054109  20041029  
 12452  0.782734  0.994084  20041029  
 12453  0.786489  1.150989  20041029  
 12454  0.880403  1.104222  20041029  
 12455  1.260122  1.466691  20041029  
 12456  0.014761  0.108026  20041029  
 12457  0.118729  0.402902  20041029  
 12458  0.579786  0.883244  20041029  
 12459  0.952065  1.236425  20041029  
 12460  0.326140  0.676927  20041029  
 12461  0.104401  0.169943  20041029  
 12462  1.250544  1.340290  20041029  
 12463  0.903708  1.097340  20041029  
 12464  0.596748  0.895643  20041029  
 12465  0.836563  1.108455  20041029  
 12466  1.134084  1.348920  20041029  
 12467  0.468068  0.620365  20041029  
 12468  1.125045  1.262173  20041029  
 12469  0.705807  0.946547  20041029  
 12470  0.710214  0.904090  20041029  
 12471  0.743311  1.049008  20041029  
 12472  1.075309  1.198880  20041029  
 12473  1.162176  1.241831  20041029  
 12474       NaN  1.062226  20041029  
 
 [12475 rows x 92 columns],
 '20041101':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.002            0.000               0.0   
 1      USA0011             0.130            0.000               0.0   
 2      USA0031            -0.627            0.000               0.0   
 3      USA0062             0.280            0.430               0.0   
 4      USA00E2            -0.773            0.000               0.0   
 5      USA00F1            -0.137            0.000               0.0   
 6      USA00G2             0.805            0.000               0.0   
 7      USA00H1            -0.411            0.000               0.0   
 8      USA00I1            -0.144            0.000               0.0   
 9      USA00J1            -0.119            0.000               0.0   
 10     USA00K1            -0.201            0.000               0.0   
 11     USA00P1            -0.155            0.000               0.0   
 12     USA00R1            -0.120            0.000               0.0   
 13     USA00S1            -0.732            0.000               0.0   
 14     USA00V1            -0.790            0.000               0.0   
 15     USA0131             0.784            1.000               0.0   
 16     USA0161             1.772            1.000               0.0   
 17     USA01I1            -0.268            0.000               0.0   
 18     USA01J2             0.020            0.000               0.0   
 19     USA01L1            -0.604            0.000               0.0   
 20     USA01P1            -1.511            0.000               0.0   
 21     USA01Q1            -0.225            0.000               0.0   
 22     USA0202            -0.519            0.000               0.0   
 23     USA0231            -0.241            0.000               0.0   
 24     USA0281            -0.162            0.000               0.0   
 25     USA0291             0.005            0.000               0.0   
 26     USA02A1            -0.049            0.000               0.0   
 27     USA02B1             0.183            0.000               0.0   
 28     USA02H1            -0.173            0.000               0.0   
 29     USA02P1             0.157            0.143               0.0   
 ...        ...               ...              ...               ...   
 12428  USAZY61             0.412            0.000               0.0   
 12429  USAZY71             0.063            0.000               0.0   
 12430  USAZYI1            -2.790            0.000               0.0   
 12431  USAZYJ1             0.432            0.000               0.0   
 12432  USAZYK1             0.619            0.000               0.0   
 12433  USAZYM1            -0.399            0.000               0.0   
 12434  USAZYO1             0.554            0.000               0.0   
 12435  USAZYR1             2.434            0.000               0.0   
 12436  USAZYS1             0.089            0.000               0.0   
 12437  USAZYT1             2.781            0.000               0.0   
 12438  USAZYV1             0.351            0.000               0.0   
 12439  USAZYX1             1.132            0.000               0.0   
 12440  USAZZ41             2.349            0.000               0.0   
 12441  USAZZ51             0.207            0.000               0.0   
 12442  USAZZ61             2.781            0.000               0.0   
 12443  USAZZ71             2.781            0.000               0.0   
 12444  USAZZ81            -0.458            0.000               0.0   
 12445  USAZZ91             0.146            0.000               0.0   
 12446  USAZZA1             0.428            0.000               0.0   
 12447  USAZZB1             0.321            0.000               0.0   
 12448  USAZZD1             0.167            0.000               0.0   
 12449  USAZZF1             2.781            0.000               0.0   
 12450  USAZZI1             0.387            0.000               0.0   
 12451  USAZZJ1             1.905            0.000               0.0   
 12452  USAZZL1             0.474            0.000               0.0   
 12453  USAZZP1             2.781            0.000               0.0   
 12454  USAZZR1             0.077            0.000               0.0   
 12455  USAZZX1            -2.344            0.000               0.0   
 12456  USAZZY1            -0.439            0.000               0.0   
 12457  USAZZZ1            -1.796            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 12456               0.0              0.0           0.0          0.000   
 12457               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.990           0.000  ...           NaN          NaN   
 1            -1.991           0.000  ...           NaN          NaN   
 2            -1.909           0.000  ...           NaN       1672.0   
 3            -2.022           0.000  ...           NaN          NaN   
 4            -1.860           0.000  ...           NaN       1448.0   
 5            -1.081           0.000  ...           NaN         40.0   
 6            -1.976           0.000  ...           NaN          NaN   
 7            -1.979           0.000  ...           NaN          NaN   
 8            -1.362           0.000  ...           NaN          NaN   
 9            -2.077           0.861  ...           NaN      29000.0   
 10           -1.820           0.000  ...           NaN          NaN   
 11           -1.859           0.000  ...           NaN          NaN   
 12           -1.991           0.000  ...           NaN          NaN   
 13           -1.835           0.000  ...           NaN          NaN   
 14           -1.991           0.000  ...           NaN          NaN   
 15           -1.910           0.000  ...           NaN          NaN   
 16           -1.534           0.000  ...           NaN         10.0   
 17           -0.173           0.000  ...           NaN      45651.0   
 18           -1.646           0.000  ...           NaN          NaN   
 19           -1.863           0.000  ...           NaN          NaN   
 20           -1.111           0.000  ...           NaN       1000.0   
 21           -1.884           1.000  ...           NaN          NaN   
 22           -1.736           0.000  ...           NaN          NaN   
 23           -1.888           0.000  ...           NaN        190.0   
 24           -1.689           0.000  ...           NaN          NaN   
 25           -1.658           0.000  ...           NaN          NaN   
 26           -1.981           0.000  ...           NaN          NaN   
 27           -1.398           0.000  ...           NaN          NaN   
 28           -0.684           0.000  ...           NaN       2022.0   
 29           -1.612           0.000  ...           NaN       4935.0   
 ...             ...             ...  ...           ...          ...   
 12428        -0.968           0.000  ...           NaN          NaN   
 12429         0.118           0.000  ...           NaN       2500.0   
 12430        -0.862           0.000  ...           NaN      62990.0   
 12431        -0.376           0.000  ...           NaN          NaN   
 12432        -0.029           0.000  ...           NaN          NaN   
 12433        -1.050           0.000  ...           NaN          NaN   
 12434        -0.661           0.000  ...           NaN          NaN   
 12435        -0.435           0.000  ...           NaN     135552.0   
 12436        -0.425           0.000  ...           NaN          NaN   
 12437        -0.241           0.000  ...           NaN      87700.0   
 12438         0.518           0.000  ...           NaN        200.0   
 12439        -1.962           0.000  ...           NaN       2200.0   
 12440        -1.610           0.000  ...           NaN       6000.0   
 12441        -0.837           0.000  ...           NaN          NaN   
 12442        -0.102           0.000  ...           NaN     178750.0   
 12443        -1.311           0.000  ...           NaN       3500.0   
 12444        -1.781           1.000  ...           NaN      14600.0   
 12445         0.498           0.000  ...           NaN          NaN   
 12446        -0.192           0.000  ...           NaN          NaN   
 12447        -0.804           0.000  ...           NaN          NaN   
 12448        -0.325           0.000  ...           NaN    9425500.0   
 12449         0.261           0.000  ...           NaN      14012.0   
 12450        -1.059           1.000  ...           NaN          NaN   
 12451         0.245           0.000  ...           NaN          0.0   
 12452        -0.586           0.000  ...           NaN       3600.0   
 12453        -0.579           1.000  ...           NaN      50500.0   
 12454        -0.512           0.000  ...           NaN          NaN   
 12455         0.151           0.000  ...           NaN    7581791.0   
 12456         0.325           0.000  ...           NaN      38500.0   
 12457         0.195           0.000  ...           NaN     414000.0   
 
           ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0              NaN     6.357467e+10  0.160514   16.350892   11.482184   
 1              NaN     7.008850e+09  0.000000   19.747771   14.361141   
 2              NaN     6.681771e+10  2.439597   30.290842   26.149949   
 3              NaN     3.010624e+10  2.226841   26.150293   24.068619   
 4              NaN     5.313958e+10  2.320303   30.344099   25.965542   
 5              NaN     1.585018e+11  0.494153   37.435215   34.290496   
 6              NaN     1.371075e+10  5.552309   23.425884   16.914017   
 7              NaN     7.213910e+10  0.000000   28.159436   21.433731   
 8              NaN     1.515466e+10  0.596125   48.538954   39.830992   
 9              NaN     4.007410e+10  1.961962   19.887095   15.312287   
 10             NaN     2.709470e+10  0.000000   47.240399   36.565132   
 11             NaN     2.588021e+10  1.290620   16.400410   12.891680   
 12             NaN     6.647711e+09  2.432610   18.102368   12.986192   
 13             NaN     1.793091e+10  1.415929   26.804552   22.880123   
 14             NaN     1.307167e+10  1.142857   18.139181   13.052474   
 15             NaN     4.004814e+10  1.603206   28.831022   25.304731   
 16             NaN     4.004814e+10  1.603206   36.232264   33.297667   
 17             NaN     1.991863e+10  0.256684   28.979900   24.204125   
 18             NaN     2.798127e+10  2.036255   31.262366   27.770954   
 19             NaN     1.133186e+11  3.015454   37.969670   32.301579   
 20             NaN     1.302263e+11  0.000000   42.047170   37.734821   
 21             NaN     9.871807e+10  2.459420   31.620087   28.393135   
 22             NaN     1.601361e+10  0.000000   38.075943   35.644755   
 23             NaN     8.845588e+10  0.000000   23.316594   18.781884   
 24             NaN     4.301088e+10  3.265687   26.416741   22.589738   
 25             NaN     3.088060e+10  0.000000   33.120067   29.962661   
 26             NaN     8.681405e+09  1.651255   14.600476   10.616978   
 27             NaN     8.681405e+09  1.651255   41.664997   39.576931   
 28             NaN     6.824423e+10  2.965075   30.236430   26.691937   
 29             NaN     3.590016e+11  2.344666   24.680398   21.922950   
 ...            ...              ...       ...         ...         ...   
 12428          NaN     2.901340e+06  0.000000   81.806455   79.260544   
 12429       131.52     4.904000e+05  0.000000  104.975086  101.625570   
 12430      2623.97     1.654250e+06  0.000000  108.022941  105.357387   
 12431          NaN     6.495840e+07  0.000000   99.114168   96.556425   
 12432          NaN     4.782610e+04       NaN   89.889605   86.481690   
 12433          NaN     1.059380e+06       NaN   80.432034   77.597464   
 12434          NaN     5.751780e+07  0.000000   85.521282   78.588834   
 12435    156690.99     2.219820e+07  0.000000  119.095499  116.722620   
 12436          NaN     5.030700e+01  0.000000   44.644709   36.903466   
 12437     27251.49     2.360575e+07  0.000000  148.326636  146.585647   
 12438      1067.75     1.430880e+06  0.000000  220.365812  218.513573   
 12439     27410.57     6.412120e+07  2.024291   41.125893   36.602443   
 12440      3092.33     1.383600e+06       NaN  136.382506  134.885676   
 12441          NaN     2.224200e+05  0.000000   62.260255   58.017570   
 12442      1653.31     1.112200e+06  0.000000  182.837956  180.884970   
 12443       607.62     2.982300e+06  0.000000   91.490609   88.894686   
 12444   1369339.81     3.094710e+10  4.841463   24.314803   20.129544   
 12445          NaN     1.591600e+03  0.000000   62.284756   51.951256   
 12446          NaN     2.065490e+06  0.000000  103.850463  100.938673   
 12447          NaN     5.584920e+06  0.000000   68.167113   63.641195   
 12448     15253.06     5.193720e+05       NaN   93.581303   90.792365   
 12449     27225.35     3.289650e+07       NaN  104.366469  100.261538   
 12450          NaN     4.230000e+05  0.000000   81.243495   78.617492   
 12451          NaN     1.092052e+07  0.000000  117.002610  112.013650   
 12452      8858.25     2.739840e+07  0.000000   79.209369   76.233380   
 12453      8361.18     4.263400e+06       NaN   96.420565   93.423496   
 12454          NaN     3.367200e+05       NaN   38.532970   31.627056   
 12455      8657.02     2.414258e+06  0.000000  221.534827  219.855256   
 12456   1922523.76     8.137157e+08  0.617761   45.775245   34.275296   
 12457  21943611.33     2.700530e+08       NaN   41.636672   33.999770   
 
        HistBeta  PredBeta  DataDate  
 0      0.000582  0.103819  20041101  
 1     -0.000042  0.070457  20041101  
 2      0.040902  0.127826  20041101  
 3     -0.015697  0.251470  20041101  
 4      0.065644  0.175482  20041101  
 5      0.457412  0.767385  20041101  
 6      0.007310  0.014719  20041101  
 7      0.005985 -0.009734  20041101  
 8      0.315805  0.693417  20041101  
 9     -0.043269  0.015226  20041101  
 10     0.085968  0.467384  20041101  
 11     0.066333  0.203826  20041101  
 12    -0.000042  0.084723  20041101  
 13     0.078482  0.174327  20041101  
 14    -0.000042  0.045903  20041101  
 15     0.040749  0.228991  20041101  
 16     0.229590  0.419422  20041101  
 17     0.913614  0.962632  20041101  
 18     0.173130  0.386129  20041101  
 19     0.064468  0.203536  20041101  
 20     0.442246  0.573991  20041101  
 21     0.053595  0.226571  20041101  
 22     0.128058  0.296103  20041101  
 23     0.051781  0.216121  20041101  
 24     0.151641  0.398281  20041101  
 25     0.167184  0.368216  20041101  
 26     0.004737  0.183635  20041101  
 27     0.297911  0.581326  20041101  
 28     0.656476  0.792573  20041101  
 29     0.190462  0.356908  20041101  
 ...         ...       ...       ...  
 12428  0.513802  0.760732  20041101  
 12429  1.059786  1.260885  20041101  
 12430  0.567432  0.933232  20041101  
 12431  0.811526  1.055893  20041101  
 12432  0.985939  1.237821  20041101  
 12433  0.472676  0.690747  20041101  
 12434  0.668431  1.066233  20041101  
 12435  0.781656  1.006543  20041101  
 12436  0.786606  1.163035  20041101  
 12437  0.879155  1.099041  20041101  
 12438  1.260890  1.485762  20041101  
 12439  0.014236  0.138951  20041101  
 12440  0.191502  0.513913  20041101  
 12441  0.579803  0.893233  20041101  
 12442  0.949350  1.280274  20041101  
 12443  0.341799  0.746361  20041101  
 12444  0.105295  0.150921  20041101  
 12445  1.250623  1.343449  20041101  
 12446  0.903721  1.116485  20041101  
 12447  0.596442  0.914394  20041101  
 12448  0.836992  1.118055  20041101  
 12449  1.131783  1.393512  20041101  
 12450  0.468062  0.633097  20041101  
 12451  1.123400  1.297808  20041101  
 12452  0.706048  0.987450  20041101  
 12453  0.709660  0.976958  20041101  
 12454  0.743336  1.054119  20041101  
 12455  1.076262  1.210233  20041101  
 12456  1.163867  1.232825  20041101  
 12457       NaN  1.025253  20041101  
 
 [12458 rows x 92 columns],
 '20041102':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.441            0.000               0.0   
 1      USA0011            -0.653            0.000               0.0   
 2      USA0031            -1.104            0.000               0.0   
 3      USA0062            -0.353            0.430               0.0   
 4      USA00E2            -0.845            0.000               0.0   
 5      USA00F1             0.191            0.000               0.0   
 6      USA00G2            -0.344            0.000               0.0   
 7      USA00H1            -0.663            0.000               0.0   
 8      USA00I1            -0.262            0.000               0.0   
 9      USA00J1             0.503            0.000               0.0   
 10     USA00K1             0.192            0.000               0.0   
 11     USA00P1             0.255            0.000               0.0   
 12     USA00R1             0.250            0.000               0.0   
 13     USA00S1             0.000            0.000               0.0   
 14     USA00V1            -0.349            0.000               0.0   
 15     USA0131            -0.969            1.000               0.0   
 16     USA0161            -1.214            1.000               0.0   
 17     USA01I1            -0.243            0.000               0.0   
 18     USA01J2             0.072            0.000               0.0   
 19     USA01L1            -0.835            0.000               0.0   
 20     USA01P1            -0.175            0.000               0.0   
 21     USA01Q1             0.418            0.000               0.0   
 22     USA0202            -0.362            0.000               0.0   
 23     USA0231             0.763            0.000               0.0   
 24     USA0281            -0.296            0.000               0.0   
 25     USA0291             0.134            0.000               0.0   
 26     USA02A1             0.235            0.000               0.0   
 27     USA02B1            -0.283            0.000               0.0   
 28     USA02H1             0.346            0.000               0.0   
 29     USA02P1             0.228            0.143               0.0   
 ...        ...               ...              ...               ...   
 12426  USAZY61            -0.127            0.000               0.0   
 12427  USAZY71            -0.122            0.000               0.0   
 12428  USAZYI1            -2.755            0.000               0.0   
 12429  USAZYJ1             2.791            0.000               0.0   
 12430  USAZYK1            -0.625            0.000               0.0   
 12431  USAZYM1            -0.410            0.000               0.0   
 12432  USAZYO1            -0.813            0.000               0.0   
 12433  USAZYR1             0.121            0.000               0.0   
 12434  USAZYS1            -0.111            0.000               0.0   
 12435  USAZYT1            -0.365            0.000               0.0   
 12436  USAZYV1            -0.454            0.000               0.0   
 12437  USAZYX1            -0.419            0.000               0.0   
 12438  USAZZ41            -2.755            0.000               0.0   
 12439  USAZZ51            -0.047            0.000               0.0   
 12440  USAZZ61            -2.755            0.000               0.0   
 12441  USAZZ71            -0.385            0.000               0.0   
 12442  USAZZ81            -0.889            0.000               0.0   
 12443  USAZZ91            -1.921            0.000               0.0   
 12444  USAZZA1            -2.755            0.000               0.0   
 12445  USAZZB1             0.047            0.000               0.0   
 12446  USAZZD1            -0.049            0.000               0.0   
 12447  USAZZF1             1.860            0.000               0.0   
 12448  USAZZI1            -0.136            0.000               0.0   
 12449  USAZZJ1            -2.391            0.000               0.0   
 12450  USAZZL1             2.791            0.000               0.0   
 12451  USAZZP1            -2.755            0.000               0.0   
 12452  USAZZR1            -0.025            0.000               0.0   
 12453  USAZZX1             2.791            0.000               0.0   
 12454  USAZZY1             1.553            0.000               0.0   
 12455  USAZZZ1             0.724            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -1.994           0.000  ...           NaN          NaN   
 1            -1.996           0.000  ...           NaN          NaN   
 2            -1.914           0.000  ...           NaN       1672.0   
 3            -2.029           0.000  ...           NaN          NaN   
 4            -1.865           0.000  ...           NaN       1448.0   
 5            -1.084           0.000  ...           NaN         40.0   
 6            -1.981           0.000  ...           NaN          NaN   
 7            -1.984           0.000  ...           NaN          NaN   
 8            -1.366           0.000  ...           NaN          NaN   
 9            -2.082           0.861  ...           NaN      29000.0   
 10           -1.824           0.000  ...           NaN          NaN   
 11           -1.865           0.000  ...           NaN          NaN   
 12           -1.996           0.000  ...           NaN          NaN   
 13           -1.840           0.000  ...           NaN          NaN   
 14           -1.996           0.000  ...           NaN          NaN   
 15           -1.915           0.000  ...           NaN          NaN   
 16           -1.540           0.000  ...           NaN          NaN   
 17           -0.175           0.000  ...           NaN      45651.0   
 18           -1.650           0.000  ...           NaN          NaN   
 19           -1.867           0.000  ...           NaN          NaN   
 20           -1.115           0.000  ...           NaN          NaN   
 21           -1.889           1.000  ...           NaN          NaN   
 22           -1.740           0.000  ...           NaN          NaN   
 23           -1.893           0.000  ...           NaN        190.0   
 24           -1.693           0.000  ...           NaN          NaN   
 25           -1.665           0.000  ...           NaN          NaN   
 26           -1.986           0.000  ...           NaN          NaN   
 27           -1.407           0.000  ...           NaN          NaN   
 28           -0.694           0.000  ...           NaN       2022.0   
 29           -1.616           0.000  ...           NaN       4935.0   
 ...             ...             ...  ...           ...          ...   
 12426        -0.971           0.000  ...           NaN          NaN   
 12427         0.116           0.000  ...           NaN        200.0   
 12428        -0.865           0.000  ...           NaN      33100.0   
 12429        -0.340           0.000  ...           NaN       1199.0   
 12430        -0.031           0.000  ...           NaN          NaN   
 12431        -1.053           0.000  ...           NaN          NaN   
 12432        -0.663           0.000  ...           NaN          NaN   
 12433        -0.441           0.000  ...           NaN      51788.0   
 12434        -0.429           0.000  ...           NaN          NaN   
 12435        -0.243           0.000  ...           NaN      21990.0   
 12436         0.518           0.000  ...           NaN      20000.0   
 12437        -1.964           0.000  ...           NaN        100.0   
 12438        -1.497           0.000  ...           NaN      53000.0   
 12439        -0.840           0.000  ...           NaN          NaN   
 12440        -0.115           0.000  ...           NaN      60850.0   
 12441        -1.314           0.000  ...           NaN          NaN   
 12442        -1.788           1.000  ...           NaN      76600.0   
 12443         0.496           0.000  ...           NaN          NaN   
 12444        -0.194           0.000  ...           NaN       3700.0   
 12445        -0.807           0.000  ...           NaN          NaN   
 12446        -0.327           0.000  ...           NaN   69842830.0   
 12447         0.261           0.000  ...           NaN      13040.0   
 12448        -1.063           1.000  ...           NaN          NaN   
 12449         0.242           0.000  ...           NaN          0.0   
 12450        -0.583           0.000  ...           NaN       1650.0   
 12451        -0.583           1.000  ...           NaN      20000.0   
 12452        -0.515           0.000  ...           NaN          NaN   
 12453         0.148           0.000  ...           NaN    4912068.0   
 12454         0.326           0.000  ...           NaN      48300.0   
 12455         0.195           0.000  ...           NaN     282700.0   
 
           ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0              NaN     6.562029e+10  0.160514   16.384900   11.422272   
 1              NaN     7.021594e+09  0.000000   19.719258   14.074651   
 2              NaN     6.614547e+10  2.439597   30.323704   25.923400   
 3              NaN     2.959932e+10  2.226841   25.780663   23.628397   
 4              NaN     5.245950e+10  2.320303   30.247659   25.635079   
 5              NaN     1.603276e+11  0.494153   36.806733   33.582205   
 6              NaN     1.377427e+10  5.552309   23.287716   16.533452   
 7              NaN     7.125794e+10  0.000000   28.068024   21.070505   
 8              NaN     1.503062e+10  0.596125   47.842555   38.987135   
 9              NaN     4.038775e+10  1.961962   20.005577   15.094294   
 10             NaN     2.753527e+10  0.000000   46.646606   35.771432   
 11             NaN     2.612821e+10  1.290620   16.220648   12.618035   
 12             NaN     6.584747e+09  2.432610   17.971660   12.741123   
 13             NaN     1.776104e+10  1.415929   26.376536   22.391802   
 14             NaN     1.292984e+10  1.142857   18.018908   12.848422   
 15             NaN     3.999202e+10  1.603206   28.578103   24.899770   
 16             NaN     3.999202e+10  1.603206   35.839827   32.800573   
 17             NaN     1.985408e+10  0.256684   28.498053   23.714577   
 18             NaN     2.803255e+10  2.036255   30.710708   27.164938   
 19             NaN     1.114995e+11  3.015454   37.631057   31.692148   
 20             NaN     1.304291e+11  0.000000   41.257526   36.932480   
 21             NaN     9.901035e+10  2.459420   31.084832   27.741475   
 22             NaN     1.612339e+10  0.000000   37.337646   34.828177   
 23             NaN     8.986875e+10  0.000000   23.264873   18.551042   
 24             NaN     4.318092e+10  3.265687   26.025653   22.171684   
 25             NaN     3.085640e+10  0.000000   32.503227   29.261779   
 26             NaN     8.724397e+09  1.651255   14.467391   10.428233   
 27             NaN     8.724397e+09  1.651255   40.905553   38.808663   
 28             NaN     6.923271e+10  2.965075   29.559772   25.951093   
 29             NaN     3.590016e+11  2.344666   24.199629   21.386453   
 ...            ...              ...       ...         ...         ...   
 12426          NaN     2.901340e+06  0.000000   79.702118   77.084164   
 12427       125.73     4.904000e+05  0.000000  102.452367   99.014769   
 12428      2730.38     1.908750e+06  0.000000  111.394646  108.847718   
 12429       638.12     4.691440e+07  0.000000  100.031076   97.213557   
 12430          NaN     4.782610e+04       NaN   88.509516   85.073664   
 12431          NaN     1.059380e+06       NaN   79.015398   76.131399   
 12432          NaN     5.751780e+07  0.000000   84.113139   77.050160   
 12433    150981.07     2.219820e+07  0.000000  116.761274  114.438295   
 12434          NaN     5.030700e+01  0.000000   43.949889   36.063266   
 12435     26482.58     2.360575e+07  0.000000  145.610622  143.942168   
 12436      1046.49     1.430880e+06  0.000000  217.314255  215.439743   
 12437     26276.00     6.360200e+07  2.024291   40.370328   35.769685   
 12438      3096.32     2.075400e+06       NaN  148.591310  147.143158   
 12439          NaN     2.224200e+05  0.000000   60.993280   56.661899   
 12440      1586.46     1.668300e+06  0.000000  184.833512  182.983075   
 12441          NaN     2.982300e+06  0.000000   88.633368   85.937920   
 12442   1907875.09     3.134060e+10  4.841463   24.312726   19.962712   
 12443          NaN     1.591600e+03  0.000000   62.173186   51.480815   
 12444      5388.49     2.174200e+06  0.000000  103.653488  100.638792   
 12445          NaN     5.584920e+06  0.000000   66.862830   62.224315   
 12446     17734.42     5.193720e+05       NaN   93.402860   90.714828   
 12447     26995.47     3.195660e+07       NaN  100.050497   95.810762   
 12448          NaN     4.230000e+05  0.000000   78.851681   76.119496   
 12449          NaN     1.103126e+07  0.000000  114.956264  109.956546   
 12450      8684.35     2.611410e+07  0.000000   78.464203   75.174619   
 12451      8501.18     4.476570e+06       NaN   95.728672   92.726340   
 12452          NaN     3.367200e+05       NaN   37.873370   30.848188   
 12453     12952.31     2.304519e+06  0.000000  217.274012  215.507716   
 12454   1893045.41     8.029073e+08  0.617761   45.622945   33.883372   
 12455  18487721.00     2.642686e+08       NaN   41.388110   33.475107   
 
        HistBeta  PredBeta  DataDate  
 0      0.000585  0.110305  20041102  
 1     -0.000040  0.054538  20041102  
 2      0.040760  0.107171  20041102  
 3     -0.016651  0.243237  20041102  
 4      0.065516  0.161551  20041102  
 5      0.457278  0.772765  20041102  
 6      0.007371 -0.000581  20041102  
 7      0.005974 -0.021732  20041102  
 8      0.315886  0.692044  20041102  
 9     -0.043218 -0.004086  20041102  
 10     0.085879  0.471853  20041102  
 11     0.065737  0.208420  20041102  
 12    -0.000040  0.088490  20041102  
 13     0.078141  0.179053  20041102  
 14    -0.000040  0.044267  20041102  
 15     0.040521  0.203572  20041102  
 16     0.228518  0.381127  20041102  
 17     0.913522  0.957028  20041102  
 18     0.173330  0.383950  20041102  
 19     0.064582  0.191523  20041102  
 20     0.442183  0.581565  20041102  
 21     0.053351  0.232107  20041102  
 22     0.128189  0.294342  20041102  
 23     0.051525  0.226007  20041102  
 24     0.151651  0.391566  20041102  
 25     0.165803  0.370543  20041102  
 26     0.004753  0.188093  20041102  
 27     0.295155  0.567088  20041102  
 28     0.653117  0.792304  20041102  
 29     0.190485  0.358689  20041102  
 ...         ...       ...       ...  
 12426  0.513996  0.749093  20041102  
 12427  1.059596  1.257072  20041102  
 12428  0.567629  0.836970  20041102  
 12429  0.830777  1.131769  20041102  
 12430  0.985873  1.214595  20041102  
 12431  0.472876  0.684643  20041102  
 12432  0.668740  1.046753  20041102  
 12433  0.780298  0.959763  20041102  
 12434  0.786511  1.159830  20041102  
 12435  0.879591  1.075547  20041102  
 12436  1.261411  1.477647  20041102  
 12437  0.015665  0.122386  20041102  
 12438  0.250249  0.498592  20041102  
 12439  0.579921  0.890009  20041102  
 12440  0.943834  1.184007  20041102  
 12441  0.341897  0.733987  20041102  
 12442  0.104159  0.136016  20041102  
 12443  1.250389  1.304487  20041102  
 12444  0.904282  1.063316  20041102  
 12445  0.596667  0.909434  20041102  
 12446  0.837537  1.082783  20041102  
 12447  1.132400  1.410380  20041102  
 12448  0.467865  0.625118  20041102  
 12449  1.122920  1.241566  20041102  
 12450  0.708791  1.034106  20041102  
 12451  0.709144  0.874071  20041102  
 12452  0.743314  1.051270  20041102  
 12453  1.075889  1.303470  20041102  
 12454  1.165041  1.262784  20041102  
 12455       NaN  1.055277  20041102  
 
 [12456 rows x 92 columns],
 '20041103':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.504            0.000               0.0   
 1      USA0011             0.607            0.000               0.0   
 2      USA0031             1.149            0.000               0.0   
 3      USA0062             0.786            0.430               0.0   
 4      USA00E2             1.003            0.000               0.0   
 5      USA00F1             0.079            0.000               0.0   
 6      USA00G2             0.221            0.000               0.0   
 7      USA00H1             1.616            0.000               0.0   
 8      USA00I1            -1.278            0.000               0.0   
 9      USA00J1             0.355            0.000               0.0   
 10     USA00K1            -1.461            0.000               0.0   
 11     USA00P1            -0.067            0.000               0.0   
 12     USA00R1             0.010            0.000               0.0   
 13     USA00S1             0.614            0.000               0.0   
 14     USA00V1             0.951            0.000               0.0   
 15     USA0131             1.729            1.000               0.0   
 16     USA0161             1.858            1.000               0.0   
 17     USA01I1             1.081            0.000               0.0   
 18     USA01J2             0.718            0.000               0.0   
 19     USA01L1             0.896            0.000               0.0   
 20     USA01P1            -0.732            0.000               0.0   
 21     USA01Q1             0.258            0.000               0.0   
 22     USA0202             0.254            0.000               0.0   
 23     USA0231            -0.286            0.000               0.0   
 24     USA0281             0.303            0.000               0.0   
 25     USA0291            -0.183            0.000               0.0   
 26     USA02A1            -0.076            0.000               0.0   
 27     USA02B1             0.203            0.000               0.0   
 28     USA02H1             0.186            0.000               0.0   
 29     USA02P1            -0.211            0.143               0.0   
 ...        ...               ...              ...               ...   
 12426  USAZY61             0.832            0.000               0.0   
 12427  USAZY71            -2.723            0.000               0.0   
 12428  USAZYI1            -2.723            0.000               0.0   
 12429  USAZYJ1             0.889            0.000               0.0   
 12430  USAZYK1             0.424            0.000               0.0   
 12431  USAZYM1             0.586            0.000               0.0   
 12432  USAZYO1            -0.857            0.000               0.0   
 12433  USAZYR1            -1.754            0.000               0.0   
 12434  USAZYS1            -0.268            0.000               0.0   
 12435  USAZYT1            -2.723            0.000               0.0   
 12436  USAZYV1             2.601            0.000               0.0   
 12437  USAZYX1             0.614            0.000               0.0   
 12438  USAZZ41             2.774            0.000               0.0   
 12439  USAZZ51             0.067            0.000               0.0   
 12440  USAZZ61             2.662            0.000               0.0   
 12441  USAZZ71             0.207            0.000               0.0   
 12442  USAZZ81            -0.281            0.000               0.0   
 12443  USAZZ91             2.032            0.000               0.0   
 12444  USAZZA1             0.420            0.000               0.0   
 12445  USAZZB1            -0.108            0.000               0.0   
 12446  USAZZD1             0.377            0.000               0.0   
 12447  USAZZF1            -1.533            0.000               0.0   
 12448  USAZZI1             0.354            0.000               0.0   
 12449  USAZZJ1             2.774            0.000               0.0   
 12450  USAZZL1             1.718            0.000               0.0   
 12451  USAZZP1            -2.723            0.000               0.0   
 12452  USAZZR1             0.171            0.000               0.0   
 12453  USAZZX1             2.774            0.000               0.0   
 12454  USAZZY1            -2.723            0.000               0.0   
 12455  USAZZZ1             1.037            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.046           0.000  ...           NaN          NaN   
 1            -2.047           0.000  ...           NaN          NaN   
 2            -1.964           0.000  ...           NaN       1672.0   
 3            -2.081           0.000  ...           NaN          NaN   
 4            -1.915           0.000  ...           NaN       1448.0   
 5            -1.131           0.000  ...           NaN         40.0   
 6            -2.034           0.000  ...           NaN          NaN   
 7            -2.035           0.000  ...           NaN          NaN   
 8            -1.415           0.000  ...           NaN          NaN   
 9            -2.134           0.861  ...           NaN      29000.0   
 10           -1.872           0.000  ...           NaN          NaN   
 11           -1.917           0.000  ...           NaN          NaN   
 12           -2.047           0.000  ...           NaN          NaN   
 13           -1.888           0.000  ...           NaN          NaN   
 14           -2.047           0.000  ...           NaN          NaN   
 15           -1.970           0.000  ...           NaN          NaN   
 16           -1.595           0.000  ...           NaN         10.0   
 17           -0.198           0.000  ...           NaN      45651.0   
 18           -1.705           0.000  ...           NaN          NaN   
 19           -1.923           0.000  ...           NaN          NaN   
 20           -1.126           0.000  ...           NaN      26500.0   
 21           -1.932           1.000  ...           NaN          NaN   
 22           -1.796           0.000  ...           NaN          NaN   
 23           -1.945           0.000  ...           NaN        190.0   
 24           -1.742           0.000  ...           NaN          NaN   
 25           -1.717           0.000  ...           NaN          NaN   
 26           -2.038           0.000  ...           NaN          NaN   
 27           -1.454           0.000  ...           NaN          NaN   
 28           -0.732           0.000  ...           NaN       2022.0   
 29           -1.670           0.000  ...           NaN       4935.0   
 ...             ...             ...  ...           ...          ...   
 12426        -0.962           0.000  ...           NaN          NaN   
 12427         0.359           0.000  ...           NaN       7000.0   
 12428        -0.580           0.000  ...           NaN     125590.0   
 12429        -0.361           0.000  ...           NaN          NaN   
 12430        -0.032           0.000  ...           NaN          NaN   
 12431        -1.062           0.000  ...           NaN        200.0   
 12432        -0.689           0.000  ...           NaN          NaN   
 12433        -0.421           0.000  ...           NaN      55750.0   
 12434        -0.440           0.000  ...           NaN          NaN   
 12435        -0.176           0.000  ...           NaN      12000.0   
 12436         0.267           0.000  ...           NaN        320.0   
 12437        -2.023           0.000  ...           NaN          NaN   
 12438        -1.909           0.000  ...           NaN      34000.0   
 12439        -0.863           0.000  ...           NaN          NaN   
 12440        -0.397           0.000  ...           NaN      11448.0   
 12441        -1.321           0.000  ...           NaN          NaN   
 12442        -1.780           1.000  ...           NaN      14600.0   
 12443         0.506           0.000  ...           NaN          NaN   
 12444        -0.215           0.000  ...           NaN          NaN   
 12445        -0.848           0.000  ...           NaN          NaN   
 12446        -0.330           0.000  ...           NaN   28423250.0   
 12447         0.283           0.000  ...           NaN       4757.0   
 12448        -1.091           1.000  ...           NaN          NaN   
 12449         0.188           0.000  ...           NaN          0.0   
 12450        -0.641           0.000  ...           NaN       4500.0   
 12451        -0.420           1.000  ...           NaN      28333.0   
 12452        -0.537           0.000  ...           NaN          NaN   
 12453         0.096           0.000  ...           NaN     880611.0   
 12454         0.608           0.000  ...           NaN      85500.0   
 12455         0.229           0.000  ...           NaN     169900.0   
 
           ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0              NaN     6.566040e+10  0.160514   16.495816   11.342768   
 1              NaN     7.072567e+09  0.000000   19.712336   13.981609   
 2              NaN     6.817782e+10  2.439597   30.823825   26.173176   
 3              NaN     2.994299e+10  2.226841   26.282625   23.977397   
 4              NaN     5.440639e+10  2.320303   30.873761   26.006553   
 5              NaN     1.570151e+11  0.494153   36.449127   33.398314   
 6              NaN     1.384572e+10  5.552309   23.497246   16.529676   
 7              NaN     7.589702e+10  0.000000   29.710479   22.202117   
 8              NaN     1.464724e+10  0.596125   47.763593   38.849366   
 9              NaN     4.050838e+10  1.961962   20.205852   15.176235   
 10             NaN     2.731499e+10  0.000000   46.766398   35.697479   
 11             NaN     2.605735e+10  1.290620   16.301739   12.623114   
 12             NaN     6.717304e+09  2.432610   18.015636   12.661565   
 13             NaN     1.797809e+10  1.415929   26.442930   22.382728   
 14             NaN     1.309447e+10  1.142857   18.679372   13.342842   
 15             NaN     4.101026e+10  1.603206   29.934522   25.796782   
 16             NaN     4.101026e+10  1.603206   36.670975   33.322514   
 17             NaN     1.975508e+10  0.256684   28.346715   24.044740   
 18             NaN     2.880525e+10  2.036255   31.027968   27.350929   
 19             NaN     1.137894e+11  3.015454   37.728374   31.672103   
 20             NaN     1.304967e+11  0.000000   41.025941   36.731190   
 21             NaN     9.949749e+10  2.459420   30.962125   27.530637   
 22             NaN     1.658993e+10  0.000000   37.249446   34.783792   
 23             NaN     9.173576e+10  0.000000   23.248313   18.462161   
 24             NaN     4.322093e+10  3.265687   26.214721   22.142153   
 25             NaN     3.126782e+10  0.000000   32.357330   29.155970   
 26             NaN     8.850505e+09  1.651255   14.483405   10.406625   
 27             NaN     8.850505e+09  1.651255   40.548290   38.612508   
 28             NaN     6.664521e+10  2.965075   29.159509   25.839553   
 29             NaN     3.619538e+11  2.344666   24.112027   21.276424   
 ...            ...              ...       ...         ...         ...   
 12426          NaN     2.901340e+06  0.000000   79.369224   76.835881   
 12427       129.25     7.356000e+05  0.000000  105.821377  102.481074   
 12428      3489.62     2.545000e+06  0.000000  111.658994  109.075305   
 12429          NaN     4.691440e+07  0.000000   97.224276   94.531477   
 12430          NaN     4.782610e+04       NaN   88.167151   85.002312   
 12431        72.01     1.059380e+06       NaN   78.404635   75.570555   
 12432          NaN     5.751780e+07  0.000000   82.345798   75.260179   
 12433    152039.71     2.293814e+07  0.000000  116.156768  113.891694   
 12434          NaN     5.030700e+01  0.000000   43.117708   35.691458   
 12435     25281.59     2.511250e+07  0.000000  145.136395  143.509635   
 12436      1042.01     9.539200e+05  0.000000  219.355850  217.740221   
 12437          NaN     6.360200e+07  2.024291   40.407125   35.686970   
 12438      3096.31     1.383600e+06       NaN  156.542012  155.240937   
 12439          NaN     2.224200e+05  0.000000   60.420805   56.256103   
 12440      1576.08     1.112200e+06  0.000000  188.281143  186.660960   
 12441          NaN     2.982300e+06  0.000000   87.735825   85.048727   
 12442   1847363.36     3.187331e+10  4.841463   24.267573   19.778227   
 12443          NaN     1.591600e+03  0.000000   61.824703   51.437388   
 12444          NaN     2.174200e+06  0.000000  101.111663   98.347690   
 12445          NaN     5.584920e+06  0.000000   66.155570   61.710362   
 12446     17439.58     5.193720e+05       NaN   92.636399   90.132819   
 12447     26749.12     3.289650e+07       NaN   98.773577   94.899148   
 12448          NaN     4.230000e+05  0.000000   77.572641   74.851066   
 12449          NaN     1.088830e+07  0.000000  114.669631  109.783105   
 12450      9118.21     2.577162e+07  0.000000   77.953344   75.004987   
 12451      8621.73     5.542420e+06       NaN   95.718441   92.713613   
 12452          NaN     3.367200e+05       NaN   37.309908   30.773996   
 12453     13731.05     2.194780e+06  0.000000  218.333113  216.712851   
 12454   1865423.36     8.631253e+08  0.617761   47.605760   36.882765   
 12455  15705195.80     2.659699e+08       NaN   40.803442   33.178177   
 
        HistBeta  PredBeta  DataDate  
 0      0.000501  0.111103  20041103  
 1     -0.000092  0.087392  20041103  
 2      0.040281  0.172044  20041103  
 3     -0.016853  0.277429  20041103  
 4      0.064383  0.218957  20041103  
 5      0.448070  0.765865  20041103  
 6      0.006293  0.022280  20041103  
 7      0.005833  0.058882  20041103  
 8      0.309321  0.637971  20041103  
 9     -0.042885  0.024850  20041103  
 10     0.085714  0.426288  20041103  
 11     0.063268  0.222013  20041103  
 12    -0.000092  0.101888  20041103  
 13     0.077569  0.207334  20041103  
 14    -0.000092  0.097429  20041103  
 15     0.037592  0.268871  20041103  
 16     0.221131  0.436169  20041103  
 17     0.904987  0.975733  20041103  
 18     0.167376  0.414947  20041103  
 19     0.060363  0.243892  20041103  
 20     0.450691  0.571024  20041103  
 21     0.056141  0.249084  20041103  
 22     0.122634  0.309481  20041103  
 23     0.049789  0.220689  20041103  
 24     0.149029  0.395785  20041103  
 25     0.161287  0.370909  20041103  
 26     0.004180  0.194553  20041103  
 27     0.289972  0.561327  20041103  
 28     0.643658  0.783368  20041103  
 29     0.184427  0.361758  20041103  
 ...         ...       ...       ...  
 12426  0.531072  0.770198  20041103  
 12427  1.177400  1.293509  20041103  
 12428  0.717951  0.954405  20041103  
 12429  0.825342  1.152963  20041103  
 12430  0.986276  1.215551  20041103  
 12431  0.482095  0.697602  20041103  
 12432  0.664619  1.003624  20041103  
 12433  0.795902  0.919008  20041103  
 12434  0.786273  1.131920  20041103  
 12435  0.915610  1.049502  20041103  
 12436  1.132538  1.401131  20041103  
 12437  0.011625  0.158526  20041103  
 12438  0.067542  0.353018  20041103  
 12439  0.579432  0.879813  20041103  
 12440  0.807574  1.134003  20041103  
 12441  0.355123  0.755415  20041103  
 12442  0.130792  0.177638  20041103  
 12443  1.249470  1.364671  20041103  
 12444  0.896390  1.093391  20041103  
 12445  0.586739  0.874836  20041103  
 12446  0.840183  1.075618  20041103  
 12447  1.140286  1.340942  20041103  
 12448  0.467832  0.627884  20041103  
 12449  1.093836  1.299229  20041103  
 12450  0.688152  0.992479  20041103  
 12451  0.796265  0.939777  20041103  
 12452  0.738964  1.034275  20041103  
 12453  1.048574  1.267267  20041103  
 12454  1.299636  1.304243  20041103  
 12455       NaN  1.091569  20041103  
 
 [12456 rows x 92 columns],
 '20041104':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.707            0.000               0.0   
 1      USA0011             1.155            0.000               0.0   
 2      USA0031            -0.776            0.000               0.0   
 3      USA0062            -1.129            0.430               0.0   
 4      USA00E2            -0.813            0.000               0.0   
 5      USA00F1             2.328            0.000               0.0   
 6      USA00G2             0.602            0.000               0.0   
 7      USA00H1            -0.431            0.000               0.0   
 8      USA00I1            -0.846            0.000               0.0   
 9      USA00J1             0.947            0.000               0.0   
 10     USA00K1            -1.191            0.000               0.0   
 11     USA00P1             0.150            0.000               0.0   
 12     USA00R1             0.607            0.000               0.0   
 13     USA00S1             0.801            0.000               0.0   
 14     USA00V1            -0.073            0.000               0.0   
 15     USA0131            -0.031            1.000               0.0   
 16     USA0161             0.339            1.000               0.0   
 17     USA01I1             0.434            0.000               0.0   
 18     USA01J2            -2.354            0.000               0.0   
 19     USA01L1             0.245            0.000               0.0   
 20     USA01P1            -0.730            0.000               0.0   
 21     USA01Q1            -2.409            0.000               0.0   
 22     USA0202            -0.799            0.000               0.0   
 23     USA0231            -0.052            0.000               0.0   
 24     USA0281            -1.641            0.000               0.0   
 25     USA0291            -0.341            0.000               0.0   
 26     USA02A1             0.342            0.000               0.0   
 27     USA02B1            -2.782            0.000               0.0   
 28     USA02H1             0.468            0.000               0.0   
 29     USA02P1            -2.502            0.143               0.0   
 ...        ...               ...              ...               ...   
 12425  USAZY61             0.140            0.000               0.0   
 12426  USAZY71            -0.363            0.000               0.0   
 12427  USAZYI1            -1.024            0.000               0.0   
 12428  USAZYJ1            -0.578            0.000               0.0   
 12429  USAZYK1            -0.296            0.000               0.0   
 12430  USAZYM1            -0.036            0.000               0.0   
 12431  USAZYO1             0.549            0.000               0.0   
 12432  USAZYR1            -0.061            0.000               0.0   
 12433  USAZYS1            -1.071            0.000               0.0   
 12434  USAZYT1             1.425            0.000               0.0   
 12435  USAZYV1            -0.853            0.000               0.0   
 12436  USAZYX1            -1.151            0.000               0.0   
 12437  USAZZ41            -2.782            0.000               0.0   
 12438  USAZZ51            -1.252            0.000               0.0   
 12439  USAZZ61            -1.000            0.000               0.0   
 12440  USAZZ71            -1.338            0.000               0.0   
 12441  USAZZ81             0.469            0.000               0.0   
 12442  USAZZ91             0.184            0.000               0.0   
 12443  USAZZA1             0.895            0.000               0.0   
 12444  USAZZB1            -1.175            0.000               0.0   
 12445  USAZZD1            -0.218            0.000               0.0   
 12446  USAZZF1            -0.994            0.000               0.0   
 12447  USAZZI1            -0.274            0.000               0.0   
 12448  USAZZJ1             1.158            0.000               0.0   
 12449  USAZZL1            -1.326            0.000               0.0   
 12450  USAZZP1             2.101            0.000               0.0   
 12451  USAZZR1            -1.109            0.000               0.0   
 12452  USAZZX1            -2.782            0.000               0.0   
 12453  USAZZY1            -1.446            0.000               0.0   
 12454  USAZZZ1             0.431            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.154           0.000  ...           NaN          NaN   
 1            -2.155           0.000  ...           NaN          NaN   
 2            -2.071           0.000  ...           NaN       1672.0   
 3            -2.101           0.000  ...           NaN        260.0   
 4            -2.022           0.000  ...           NaN       1448.0   
 5            -1.377           0.000  ...           NaN        250.0   
 6            -2.144           0.000  ...           NaN          NaN   
 7            -2.143           0.000  ...           NaN          NaN   
 8            -1.510           0.000  ...           NaN          NaN   
 9            -2.245           0.861  ...           NaN      29000.0   
 10           -1.972           0.000  ...           NaN          NaN   
 11           -2.026           0.000  ...           NaN          NaN   
 12           -2.155           0.000  ...           NaN          NaN   
 13           -1.992           0.000  ...           NaN          NaN   
 14           -2.155           0.000  ...           NaN          NaN   
 15           -2.120           0.000  ...           NaN        150.0   
 16           -1.770           0.000  ...           NaN        250.0   
 17           -0.259           0.000  ...           NaN      45651.0   
 18           -1.522           0.000  ...           NaN        250.0   
 19           -2.037           0.000  ...           NaN          NaN   
 20           -1.224           0.000  ...           NaN       2050.0   
 21           -1.694           1.000  ...           NaN        250.0   
 22           -1.908           0.000  ...           NaN          NaN   
 23           -2.054           0.000  ...           NaN        190.0   
 24           -1.620           0.000  ...           NaN        250.0   
 25           -1.823           0.000  ...           NaN          NaN   
 26           -2.148           0.000  ...           NaN          NaN   
 27           -1.132           0.000  ...           NaN        100.0   
 28           -0.786           0.000  ...           NaN       2022.0   
 29           -1.461           0.000  ...           NaN       3150.0   
 ...             ...             ...  ...           ...          ...   
 12425        -0.985           0.000  ...           NaN          NaN   
 12426         0.345           0.000  ...           NaN       2400.0   
 12427        -0.613           0.000  ...           NaN      17800.0   
 12428        -0.388           0.000  ...           NaN          NaN   
 12429        -0.031           0.000  ...           NaN          NaN   
 12430        -1.071           0.000  ...           NaN          NaN   
 12431        -1.080           0.000  ...           NaN        375.0   
 12432        -0.517           0.000  ...           NaN      52350.0   
 12433        -0.460           0.000  ...           NaN        167.0   
 12434        -0.459           0.000  ...           NaN      48330.0   
 12435         0.263           0.000  ...           NaN       8900.0   
 12436        -2.078           0.000  ...           NaN       4200.0   
 12437        -1.312           0.000  ...           NaN     101900.0   
 12438        -0.901           0.000  ...           NaN          NaN   
 12439        -0.410           0.000  ...           NaN      25966.0   
 12440        -1.344           0.000  ...           NaN          NaN   
 12441        -1.843           1.000  ...           NaN      67600.0   
 12442         0.513           0.000  ...           NaN          NaN   
 12443        -0.840           0.000  ...           NaN          NaN   
 12444        -0.920           0.000  ...           NaN          NaN   
 12445        -0.334           0.000  ...           NaN    4643000.0   
 12446         0.236           0.000  ...           NaN      11460.0   
 12447        -1.135           1.000  ...           NaN          NaN   
 12448         0.043           0.000  ...           NaN          0.0   
 12449        -0.639           0.000  ...           NaN       1000.0   
 12450        -0.566           1.000  ...           NaN      20500.0   
 12451        -0.574           0.000  ...           NaN          NaN   
 12452         0.214           0.000  ...           NaN     207505.0   
 12453         0.616           0.000  ...           NaN      56000.0   
 12454         0.172           0.000  ...           NaN     166200.0   
 
           ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0              NaN     6.662304e+10  0.160514   17.139070   11.936822   
 1              NaN     7.257346e+09  0.000000   20.721246   14.997956   
 2              NaN     6.949104e+10  2.439597   30.914504   26.052803   
 3              NaN     3.056162e+10  2.226841   26.256243   23.891071   
 4              NaN     5.364630e+10  2.320303   30.939949   25.862151   
 5              NaN     1.592843e+11  0.494153   37.392436   34.308547   
 6              NaN     1.394893e+10  5.552309   23.732006   16.747817   
 7              NaN     7.645423e+10  0.000000   29.663052   22.129674   
 8              NaN     1.486900e+10  0.596125   47.479056   38.738813   
 9              NaN     4.077377e+10  1.961962   21.363238   16.261973   
 10             NaN     2.751832e+10  0.000000   46.653151   35.583171   
 11             NaN     2.642344e+10  1.290620   16.660790   12.877749   
 12             NaN     6.836605e+09  2.432610   18.852365   13.522443   
 13             NaN     1.855377e+10  1.415929   26.740707   22.633578   
 14             NaN     1.311473e+10  1.142857   18.704063   13.329651   
 15             NaN     4.056127e+10  1.603206   29.868851   25.754967   
 16             NaN     4.056127e+10  1.603206   36.608415   33.295465   
 17             NaN     1.977660e+10  0.256684   28.411843   24.153337   
 18             NaN     2.936255e+10  2.036255   31.529512   27.585827   
 19             NaN     1.163790e+11  3.015454   37.653810   31.628322   
 20             NaN     1.319843e+11  0.000000   40.885503   36.530533   
 21             NaN     1.007397e+11  2.459420   31.657656   27.988676   
 22             NaN     1.672715e+10  0.000000   37.230062   34.595301   
 23             NaN     9.287111e+10  0.000000   23.565153   18.669628   
 24             NaN     4.381108e+10  3.265687   26.478560   22.216455   
 25             NaN     3.112261e+10  0.000000   32.287448   29.106105   
 26             NaN     9.011006e+09  1.651255   14.915028   10.834711   
 27             NaN     9.011006e+09  1.651255   42.505509   40.297664   
 28             NaN     6.767246e+10  2.965075   29.290677   25.947761   
 29             NaN     3.699667e+11  2.344666   24.983301   21.889135   
 ...            ...              ...       ...         ...         ...   
 12425          NaN     2.901340e+06  0.000000   83.095879   80.535315   
 12426       132.43     7.356000e+05  0.000000  112.501795  109.434196   
 12427      3651.44     2.545000e+06  0.000000  111.933284  109.465936   
 12428          NaN     4.691440e+07  0.000000   99.942358   97.396199   
 12429          NaN     4.782610e+04       NaN   91.843524   88.801437   
 12430          NaN     1.059380e+06       NaN   80.755436   78.000530   
 12431         6.82     4.511200e+07  0.000000   82.117097   75.402881   
 12432    152715.32     2.256817e+07  0.000000  115.819043  113.573356   
 12433          NaN     5.030700e+01  0.000000   43.026932   35.548747   
 12434     23989.28     2.209900e+07  0.000000  145.951514  144.456058   
 12435      1050.10     9.539200e+05  0.000000  219.031843  217.402450   
 12436     27571.91     6.412120e+07  2.024291   40.240439   35.543148   
 12437      3340.72     1.902450e+06       NaN  162.377296  161.001824   
 12438          NaN     2.224200e+05  0.000000   60.096660   55.865711   
 12439      1577.73     1.112200e+06  0.000000  185.271023  183.708906   
 12440          NaN     2.982300e+06  0.000000   90.609128   88.102164   
 12441   1801283.82     3.185462e+10  4.841463   25.255225   20.634738   
 12442          NaN     1.591600e+03  0.000000   61.457348   51.132654   
 12443          NaN     1.413230e+06  0.000000   98.174849   95.685269   
 12444          NaN     5.584920e+06  0.000000   65.618629   61.113556   
 12445     16747.87     5.193720e+05       NaN   95.288131   92.848497   
 12446     26866.45     3.289650e+07       NaN  101.522577   97.817894   
 12447          NaN     4.230000e+05  0.000000   79.728485   77.015684   
 12448          NaN     1.064459e+07  0.000000  114.172636  109.524857   
 12449      8131.17     2.611410e+07  0.000000   77.585482   74.787664   
 12450      7511.90     4.902910e+06       NaN  103.104145  100.313725   
 12451          NaN     3.367200e+05       NaN   37.238695   30.688184   
 12452     13938.07     2.523997e+06  0.000000  218.444592  216.780826   
 12453   1834225.82     8.776394e+08  0.617761   47.543334   36.974257   
 12454  13781473.17     2.654028e+08       NaN   40.425859   32.973235   
 
        HistBeta  PredBeta  DataDate  
 0      0.000393  0.139882  20041104  
 1     -0.000151  0.118779  20041104  
 2      0.038963  0.135888  20041104  
 3      0.024870  0.278504  20041104  
 4      0.061957  0.181997  20041104  
 5      0.361826  0.732266  20041104  
 6      0.004840  0.041264  20041104  
 7      0.005657  0.042092  20041104  
 8      0.299801  0.597246  20041104  
 9     -0.041928  0.059484  20041104  
 10     0.085156  0.379405  20041104  
 11     0.060102  0.224671  20041104  
 12    -0.000151  0.122934  20041104  
 13     0.075600  0.225176  20041104  
 14    -0.000151  0.091153  20041104  
 15     0.016247  0.225848  20041104  
 16     0.178828  0.378868  20041104  
 17     0.881552  0.954291  20041104  
 18     0.294403  0.476822  20041104  
 19     0.054621  0.234043  20041104  
 20     0.432681  0.538135  20041104  
 21     0.214137  0.347179  20041104  
 22     0.114954  0.282736  20041104  
 23     0.047071  0.223452  20041104  
 24     0.248655  0.449267  20041104  
 25     0.154118  0.352119  20041104  
 26     0.003401  0.202235  20041104  
 27     0.475497  0.657193  20041104  
 28     0.636337  0.776302  20041104  
 29     0.322553  0.443538  20041104  
 ...         ...       ...       ...  
 12425  0.544046  0.775636  20041104  
 12426  1.162347  1.252933  20041104  
 12427  0.716673  0.961948  20041104  
 12428  0.821519  1.099411  20041104  
 12429  0.987537  1.189167  20041104  
 12430  0.503746  0.698119  20041104  
 12431  0.499491  0.843413  20041104  
 12432  0.761390  0.896684  20041104  
 12433  0.787851  1.081252  20041104  
 12434  0.788400  0.967673  20041104  
 12435  1.124029  1.360959  20041104  
 12436  0.035740  0.143063  20041104  
 12437  0.391987  0.600837  20041104  
 12438  0.583095  0.836633  20041104  
 12439  0.811279  1.039424  20041104  
 12440  0.377113  0.704434  20041104  
 12441  0.144845  0.217983  20041104  
 12442  1.239993  1.327905  20041104  
 12443  0.611283  0.836372  20041104  
 12444  0.573971  0.822344  20041104  
 12445  0.846346  1.057886  20041104  
 12446  1.111235  1.284806  20041104  
 12447  0.474234  0.627011  20041104  
 12448  1.021729  1.214692  20041104  
 12449  0.704918  0.935185  20041104  
 12450  0.738797  0.878050  20041104  
 12451  0.734693  0.983331  20041104  
 12452  1.101068  1.205250  20041104  
 12453  1.288141  1.255578  20041104  
 12454       NaN  1.051047  20041104  
 
 [12455 rows x 92 columns],
 '20041105':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.684            0.000               0.0   
 1      USA0011            -0.238            0.000               0.0   
 2      USA0031             0.136            0.000               0.0   
 3      USA0062             0.371            0.430               0.0   
 4      USA00E2             0.045            0.000               0.0   
 5      USA00F1            -0.075            0.000               0.0   
 6      USA00G2             0.360            0.000               0.0   
 7      USA00H1             0.717            0.000               0.0   
 8      USA00I1             0.557            0.000               0.0   
 9      USA00J1            -0.544            0.000               0.0   
 10     USA00K1             2.709            0.000               0.0   
 11     USA00P1            -0.079            0.000               0.0   
 12     USA00R1             0.274            0.000               0.0   
 13     USA00S1             2.709            0.000               0.0   
 14     USA00V1             0.304            0.000               0.0   
 15     USA0131             0.502            1.000               0.0   
 16     USA0161             0.707            1.000               0.0   
 17     USA01I1             0.752            0.000               0.0   
 18     USA01J2             0.292            0.000               0.0   
 19     USA01L1             0.087            0.000               0.0   
 20     USA01P1             0.658            0.000               0.0   
 21     USA01Q1            -0.196            0.000               0.0   
 22     USA0202             0.383            0.000               0.0   
 23     USA0231             0.466            0.000               0.0   
 24     USA0281             0.062            0.000               0.0   
 25     USA0291             0.697            0.000               0.0   
 26     USA02A1             0.463            0.000               0.0   
 27     USA02B1             2.709            0.000               0.0   
 28     USA02H1             0.087            0.000               0.0   
 29     USA02P1             0.452            0.143               0.0   
 ...        ...               ...              ...               ...   
 12426  USAZY61             0.376            0.000               0.0   
 12427  USAZY71             0.766            0.000               0.0   
 12428  USAZYI1             0.489            0.000               0.0   
 12429  USAZYJ1            -2.438            0.000               0.0   
 12430  USAZYK1             0.206            0.000               0.0   
 12431  USAZYM1             0.768            0.000               0.0   
 12432  USAZYO1            -2.713            0.000               0.0   
 12433  USAZYR1             0.132            0.000               0.0   
 12434  USAZYS1             0.482            0.000               0.0   
 12435  USAZYT1             0.192            0.000               0.0   
 12436  USAZYV1             0.537            0.000               0.0   
 12437  USAZYX1            -1.700            0.000               0.0   
 12438  USAZZ41             2.709            0.000               0.0   
 12439  USAZZ51             0.216            0.000               0.0   
 12440  USAZZ61            -2.713            0.000               0.0   
 12441  USAZZ71            -2.713            0.000               0.0   
 12442  USAZZ81            -0.121            0.000               0.0   
 12443  USAZZ91             0.555            0.000               0.0   
 12444  USAZZA1            -0.134            0.000               0.0   
 12445  USAZZB1             0.777            0.000               0.0   
 12446  USAZZD1             0.789            0.000               0.0   
 12447  USAZZF1             2.564            0.000               0.0   
 12448  USAZZI1            -0.053            0.000               0.0   
 12449  USAZZJ1            -2.713            0.000               0.0   
 12450  USAZZL1             1.470            0.000               0.0   
 12451  USAZZP1            -2.713            0.000               0.0   
 12452  USAZZR1             0.054            0.000               0.0   
 12453  USAZZX1             2.709            0.000               0.0   
 12454  USAZZY1            -1.034            0.000               0.0   
 12455  USAZZZ1             0.043            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.149           0.000  ...           NaN          NaN   
 1            -2.150           0.000  ...           NaN          NaN   
 2            -2.066           0.000  ...           NaN       1672.0   
 3            -2.098           0.000  ...           NaN          NaN   
 4            -2.017           0.000  ...           NaN       1448.0   
 5            -1.374           0.000  ...           NaN         12.0   
 6            -2.140           0.000  ...           NaN          NaN   
 7            -2.137           0.000  ...           NaN          NaN   
 8            -1.508           0.000  ...           NaN          NaN   
 9            -2.236           0.861  ...           NaN      29000.0   
 10           -2.020           0.000  ...           NaN      20000.0   
 11           -2.022           0.000  ...           NaN          NaN   
 12           -2.150           0.000  ...           NaN          NaN   
 13           -2.040           0.000  ...           NaN        550.0   
 14           -2.150           0.000  ...           NaN          NaN   
 15           -2.116           0.000  ...           NaN          NaN   
 16           -1.769           0.000  ...           NaN        300.0   
 17           -0.260           0.000  ...           NaN      45651.0   
 18           -1.522           0.000  ...           NaN          NaN   
 19           -2.034           0.000  ...           NaN          NaN   
 20           -1.223           0.000  ...           NaN          NaN   
 21           -1.690           1.000  ...           NaN          NaN   
 22           -1.905           0.000  ...           NaN          NaN   
 23           -2.049           0.000  ...           NaN        190.0   
 24           -1.618           0.000  ...           NaN          NaN   
 25           -1.822           0.000  ...           NaN          NaN   
 26           -2.142           0.000  ...           NaN          NaN   
 27           -1.169           0.000  ...           NaN         50.0   
 28           -0.795           0.000  ...           NaN       2022.0   
 29           -1.461           0.000  ...           NaN       3150.0   
 ...             ...             ...  ...           ...          ...   
 12426        -0.990           0.000  ...           NaN          NaN   
 12427         0.339           0.000  ...           NaN      24091.0   
 12428        -0.614           0.000  ...           NaN       5000.0   
 12429        -0.375           0.000  ...           NaN       1000.0   
 12430        -0.034           0.000  ...           NaN          NaN   
 12431        -1.067           0.000  ...           NaN          NaN   
 12432        -0.968           0.000  ...           NaN       8750.0   
 12433        -0.523           0.000  ...           NaN     196722.0   
 12434        -0.461           0.000  ...           NaN          NaN   
 12435        -0.459           0.000  ...           NaN       6500.0   
 12436         0.260           0.000  ...           NaN          NaN   
 12437        -2.090           0.000  ...           NaN        900.0   
 12438        -1.352           0.000  ...           NaN      42763.0   
 12439        -0.901           0.000  ...           NaN          NaN   
 12440        -0.318           0.000  ...           NaN    1197200.0   
 12441        -1.224           0.000  ...           NaN       5000.0   
 12442        -1.848           1.000  ...           NaN      74900.0   
 12443         0.508           0.000  ...           NaN          NaN   
 12444        -0.840           0.000  ...           NaN          NaN   
 12445        -0.919           0.000  ...           NaN          NaN   
 12446        -0.333           0.000  ...           NaN    6351145.0   
 12447         0.220           0.000  ...           NaN      24285.0   
 12448        -1.134           1.000  ...           NaN          NaN   
 12449         0.068           0.000  ...           NaN          0.0   
 12450        -0.646           0.000  ...           NaN       1400.0   
 12451        -0.548           1.000  ...           NaN      12000.0   
 12452        -0.577           0.000  ...           NaN          NaN   
 12453         0.179           0.000  ...           NaN     583250.0   
 12454         0.618           0.000  ...           NaN      75700.0   
 12455         0.169           0.000  ...           NaN     105500.0   
 
           ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0              NaN     6.688376e+10  0.160514   17.116415   11.913373   
 1              NaN     7.225487e+09  0.000000   20.479623   14.703679   
 2              NaN     6.949104e+10  2.439597   30.300380   25.475597   
 3              NaN     3.088811e+10  2.226841   25.646468   23.301730   
 4              NaN     5.403301e+10  2.320303   30.249317   25.185865   
 5              NaN     1.592321e+11  0.494153   36.538183   33.530312   
 6              NaN     1.408389e+10  5.552309   23.389584   16.456237   
 7              NaN     7.860532e+10  0.000000   29.498266   21.949747   
 8              NaN     1.488779e+10  0.596125   46.576274   37.958342   
 9              NaN     4.066118e+10  1.961962   20.905103   15.865580   
 10             NaN     2.758610e+10  0.000000   47.604356   36.692481   
 11             NaN     2.634668e+10  1.290620   16.767503   12.592263   
 12             NaN     6.064463e+09  2.432610   18.650236   13.360240   
 13             NaN     1.849715e+10  1.415929   28.563246   24.553552   
 14             NaN     1.325150e+10  1.142857   18.485497   13.129976   
 15             NaN     4.101026e+10  1.603206   29.440444   25.260978   
 16             NaN     4.101026e+10  1.603206   35.971769   32.600897   
 17             NaN     2.037916e+10  0.256684   28.036708   23.741791   
 18             NaN     2.980361e+10  2.036255   30.792295   27.092978   
 19             NaN     1.167000e+11  3.015454   37.005244   30.908921   
 20             NaN     1.351622e+11  0.000000   40.151497   35.757742   
 21             NaN     1.008371e+11  2.459420   30.742348   27.357967   
 22             NaN     1.698787e+10  0.000000   36.568636   33.928023   
 23             NaN     9.461197e+10  0.000000   23.276255   18.441562   
 24             NaN     4.419118e+10  3.265687   25.809017   21.679325   
 25             NaN     3.160664e+10  0.000000   31.719204   28.545066   
 26             NaN     9.160043e+09  1.651255   14.769501   10.729089   
 27             NaN     9.160043e+09  1.651255   42.753371   40.648564   
 28             NaN     6.793411e+10  2.965075   28.616538   25.273223   
 29             NaN     3.710211e+11  2.344666   24.321057   21.439518   
 ...            ...              ...       ...         ...         ...   
 12426          NaN     2.901340e+06  0.000000   82.410946   79.925428   
 12427       165.12     7.356000e+05  0.000000  112.500344  109.472466   
 12428      3587.80     2.545000e+06  0.000000  110.516257  108.061091   
 12429       426.76     4.871880e+07  0.000000  100.191739   97.664172   
 12430          NaN     4.782610e+04       NaN   92.268899   89.286971   
 12431          NaN     1.059380e+06       NaN   81.252374   78.545139   
 12432       209.66     5.751780e+07  0.000000   79.951303   72.945741   
 12433    156832.94     2.256817e+07  0.000000  113.611144  111.360478   
 12434          NaN     5.030700e+01  0.000000   42.218158   34.723180   
 12435     23693.03     2.209900e+07  0.000000  143.485730  142.009448   
 12436          NaN     9.539200e+05  0.000000  216.656673  215.030388   
 12437     27348.27     6.386160e+07  2.024291   40.290657   35.172096   
 12438      3224.97     1.383600e+06       NaN  163.094025  161.756865   
 12439          NaN     2.224200e+05  0.000000   58.444456   54.168865   
 12440      1734.07     1.668300e+06  0.000000  187.549764  185.968974   
 12441       595.91     4.175220e+06  0.000000   91.589854   89.043240   
 12442   1890281.64     3.203130e+10  4.841463   24.691951   19.988126   
 12443          NaN     1.591600e+03  0.000000   60.364560   50.033380   
 12444          NaN     1.413230e+06  0.000000   92.337016   89.756012   
 12445          NaN     5.584920e+06  0.000000   64.453549   59.938768   
 12446     15971.83     5.193720e+05       NaN   93.469736   90.875906   
 12447     28580.36     3.195660e+07       NaN   98.913848   95.044046   
 12448          NaN     4.230000e+05  0.000000   78.089143   75.338300   
 12449          NaN     1.111339e+07  0.000000  112.346459  107.620792   
 12450      7167.08     2.568600e+07  0.000000   76.194971   73.276256   
 12451      7611.90     6.106500e+06       NaN  100.270285   97.473101   
 12452          NaN     3.367200e+05       NaN   36.535952   30.000222   
 12453     14386.48     2.194780e+06  0.000000  216.594816  214.946310   
 12454   1790445.14     8.859773e+08  0.617761   46.887256   36.339664   
 12455  12222061.29     2.659699e+08       NaN   39.955394   32.595797   
 
        HistBeta  PredBeta  DataDate  
 0      0.000375  0.144208  20041105  
 1     -0.000164  0.102752  20041105  
 2      0.038971  0.140578  20041105  
 3      0.024040  0.290077  20041105  
 4      0.061920  0.185589  20041105  
 5      0.361951  0.712131  20041105  
 6      0.004579  0.039013  20041105  
 7      0.005619  0.052051  20041105  
 8      0.299518  0.619718  20041105  
 9     -0.040272  0.043283  20041105  
 10     0.060557  0.425782  20041105  
 11     0.059353  0.196140  20041105  
 12    -0.000164  0.123040  20041105  
 13     0.050966  0.252539  20041105  
 14    -0.000164  0.091398  20041105  
 15     0.015602  0.231745  20041105  
 16     0.177715  0.388285  20041105  
 17     0.881482  0.961700  20041105  
 18     0.292891  0.489141  20041105  
 19     0.053698  0.228550  20041105  
 20     0.432227  0.557518  20041105  
 21     0.214343  0.358709  20041105  
 22     0.114223  0.295153  20041105  
 23     0.046632  0.227109  20041105  
 24     0.248133  0.455264  20041105  
 25     0.152548  0.364816  20041105  
 26     0.003259  0.204046  20041105  
 27     0.457665  0.691147  20041105  
 28     0.632219  0.767284  20041105  
 29     0.321190  0.466076  20041105  
 ...         ...       ...       ...  
 12426  0.541125  0.784827  20041105  
 12427  1.161164  1.269116  20041105  
 12428  0.716441  0.984518  20041105  
 12429  0.827839  1.063915  20041105  
 12430  0.987206  1.194955  20041105  
 12431  0.505141  0.710885  20041105  
 12432  0.551152  0.896014  20041105  
 12433  0.758961  0.894968  20041105  
 12434  0.787899  1.099255  20041105  
 12435  0.788681  1.024987  20041105  
 12436  1.124240  1.380836  20041105  
 12437  0.027644  0.101282  20041105  
 12438  0.372313  0.638836  20041105  
 12439  0.582559  0.848313  20041105  
 12440  0.854763  1.049619  20041105  
 12441  0.431774  0.721819  20041105  
 12442  0.140794  0.209256  20041105  
 12443  1.240190  1.339917  20041105  
 12444  0.611179  0.899135  20041105  
 12445  0.573910  0.856501  20041105  
 12446  0.847519  1.107176  20041105  
 12447  1.105789  1.340259  20041105  
 12448  0.473764  0.625006  20041105  
 12449  1.034881  1.174764  20041105  
 12450  0.701414  0.973775  20041105  
 12451  0.747096  0.858057  20041105  
 12452  0.733729  0.991384  20041105  
 12453  1.086705  1.277654  20041105  
 12454  1.291143  1.246620  20041105  
 12455       NaN  1.043702  20041105  
 
 [12456 rows x 92 columns],
 '20041108':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.012            0.000               0.0   
 1      USA0011             0.482            0.000               0.0   
 2      USA0031             0.303            0.000               0.0   
 3      USA0062             0.764            0.430               0.0   
 4      USA00E2             0.264            0.000               0.0   
 5      USA00F1             0.883            0.000               0.0   
 6      USA00G2             0.223            0.000               0.0   
 7      USA00H1            -0.070            0.000               0.0   
 8      USA00I1             0.717            0.000               0.0   
 9      USA00J1             0.165            0.000               0.0   
 10     USA00K1             0.187            0.000               0.0   
 11     USA00P1             0.632            0.000               0.0   
 12     USA00R1             0.129            0.000               0.0   
 13     USA00S1            -0.084            0.000               0.0   
 14     USA00V1             0.001            0.000               0.0   
 15     USA0131             0.846            1.000               0.0   
 16     USA0161             0.289            1.000               0.0   
 17     USA01I1             0.514            0.000               0.0   
 18     USA01J2             0.665            0.000               0.0   
 19     USA01L1            -0.739            0.000               0.0   
 20     USA01P1             0.583            0.000               0.0   
 21     USA01Q1             0.288            0.000               0.0   
 22     USA0202             0.778            0.000               0.0   
 23     USA0231             0.340            0.000               0.0   
 24     USA0281             0.353            0.000               0.0   
 25     USA0291             0.572            0.000               0.0   
 26     USA02A1            -0.255            0.000               0.0   
 27     USA02B1             0.222            0.000               0.0   
 28     USA02H1             0.184            0.000               0.0   
 29     USA02P1             0.448            0.143               0.0   
 ...        ...               ...              ...               ...   
 12427  USAZY61            -0.294            0.000               0.0   
 12428  USAZY71             0.086            0.000               0.0   
 12429  USAZYI1             0.568            0.000               0.0   
 12430  USAZYJ1            -0.342            0.000               0.0   
 12431  USAZYK1             0.182            0.000               0.0   
 12432  USAZYM1            -0.747            0.000               0.0   
 12433  USAZYO1             2.843            0.000               0.0   
 12434  USAZYR1            -0.655            0.000               0.0   
 12435  USAZYS1             0.369            0.000               0.0   
 12436  USAZYT1            -1.200            0.000               0.0   
 12437  USAZYV1            -2.288            0.000               0.0   
 12438  USAZYX1             0.078            0.000               0.0   
 12439  USAZZ41            -0.460            0.000               0.0   
 12440  USAZZ51             0.562            0.000               0.0   
 12441  USAZZ61             2.843            0.000               0.0   
 12442  USAZZ71             0.710            0.000               0.0   
 12443  USAZZ81             0.560            0.000               0.0   
 12444  USAZZ91            -1.972            0.000               0.0   
 12445  USAZZA1             0.592            0.000               0.0   
 12446  USAZZB1             0.106            0.000               0.0   
 12447  USAZZD1            -2.837            0.000               0.0   
 12448  USAZZF1            -0.476            0.000               0.0   
 12449  USAZZI1            -0.122            0.000               0.0   
 12450  USAZZJ1             1.423            0.000               0.0   
 12451  USAZZL1             2.514            0.000               0.0   
 12452  USAZZP1             0.064            0.000               0.0   
 12453  USAZZR1             0.451            0.000               0.0   
 12454  USAZZX1             2.843            0.000               0.0   
 12455  USAZZY1             0.786            0.000               0.0   
 12456  USAZZZ1            -0.384            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 12456               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.150           0.000  ...           NaN          NaN   
 1            -2.151           0.000  ...           NaN          NaN   
 2            -2.067           0.000  ...           NaN       1672.0   
 3            -2.099           0.000  ...           NaN          NaN   
 4            -2.018           0.000  ...           NaN       1448.0   
 5            -1.376           0.000  ...           NaN         12.0   
 6            -2.140           0.000  ...           NaN          NaN   
 7            -2.139           0.000  ...           NaN          NaN   
 8            -1.509           0.000  ...           NaN          NaN   
 9            -2.237           0.861  ...           NaN      29000.0   
 10           -2.023           0.000  ...           NaN       4000.0   
 11           -2.026           0.000  ...           NaN          NaN   
 12           -2.151           0.000  ...           NaN          NaN   
 13           -2.042           0.000  ...           NaN          NaN   
 14           -2.151           0.000  ...           NaN          NaN   
 15           -2.117           0.000  ...           NaN          NaN   
 16           -1.775           0.000  ...           NaN       2910.0   
 17           -0.263           0.000  ...           NaN      45651.0   
 18           -1.521           0.000  ...           NaN          NaN   
 19           -2.035           0.000  ...           NaN          NaN   
 20           -1.225           0.000  ...           NaN          NaN   
 21           -1.692           1.000  ...           NaN          NaN   
 22           -1.906           0.000  ...           NaN          NaN   
 23           -2.050           0.000  ...           NaN        190.0   
 24           -1.619           0.000  ...           NaN          NaN   
 25           -1.823           0.000  ...           NaN          NaN   
 26           -2.143           0.000  ...           NaN          NaN   
 27           -1.172           0.000  ...           NaN          NaN   
 28           -0.795           0.000  ...           NaN       2022.0   
 29           -1.461           0.000  ...           NaN       3150.0   
 ...             ...             ...  ...           ...          ...   
 12427        -0.990           0.000  ...           NaN          NaN   
 12428         0.339           0.000  ...           NaN      13750.0   
 12429        -0.616           0.000  ...           NaN      10190.0   
 12430        -0.375           0.000  ...           NaN          NaN   
 12431        -0.034           0.000  ...           NaN          NaN   
 12432        -1.063           0.000  ...           NaN       1000.0   
 12433        -0.895           0.000  ...           NaN       1170.0   
 12434        -0.532           0.000  ...           NaN      55850.0   
 12435        -0.464           0.000  ...           NaN        134.0   
 12436        -0.464           0.000  ...           NaN      23300.0   
 12437         0.169           0.000  ...           NaN     119799.0   
 12438        -2.100           0.000  ...           NaN        900.0   
 12439        -1.354           0.000  ...           NaN      69750.0   
 12440        -0.904           0.000  ...           NaN          NaN   
 12441        -0.260           0.000  ...           NaN     138650.0   
 12442        -1.231           0.000  ...           NaN      13000.0   
 12443        -1.844           1.000  ...           NaN      12900.0   
 12444         0.510           0.000  ...           NaN          NaN   
 12445        -0.843           0.000  ...           NaN          NaN   
 12446        -0.918           0.000  ...           NaN          NaN   
 12447        -0.361           0.000  ...           NaN  158452500.0   
 12448         0.214           0.000  ...           NaN       9486.0   
 12449        -1.135           1.000  ...           NaN          NaN   
 12450         0.095           0.000  ...           NaN          0.0   
 12451        -0.637           0.000  ...           NaN       1757.0   
 12452        -0.548           1.000  ...           NaN      33303.0   
 12453        -0.579           0.000  ...           NaN          NaN   
 12454         0.196           0.000  ...           NaN     770000.0   
 12455         0.621           0.000  ...           NaN      32500.0   
 12456         0.179           0.000  ...           NaN     137700.0   
 
           ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0              NaN     6.664310e+10  0.160514   16.371418   11.394035   
 1              NaN     7.352921e+09  0.000000   19.665302   14.109826   
 2              NaN     7.028835e+10  2.439597   29.073357   24.413348   
 3              NaN     3.110291e+10  2.226841   24.809517   22.498832   
 4              NaN     5.373965e+10  2.320303   29.031734   24.153414   
 5              NaN     1.579019e+11  0.494153   35.178249   32.146105   
 6              NaN     1.419504e+10  5.552309   22.507764   15.823096   
 7              NaN     7.776302e+10  0.000000   28.254949   21.004945   
 8              NaN     1.490659e+10  0.596125   44.780342   36.407163   
 9              NaN     4.041992e+10  1.961962   20.003719   15.163782   
 10             NaN     2.778944e+10  0.000000   45.456424   35.149257   
 11             NaN     2.655335e+10  1.290620   16.412733   12.319997   
 12             NaN     6.095392e+09  2.432610   18.038981   12.829431   
 13             NaN     1.836974e+10  1.415929   27.139612   23.486582   
 14             NaN     1.356050e+10  1.142857   17.737034   12.555343   
 15             NaN     4.174788e+10  1.603206   28.327930   24.307969   
 16             NaN     4.174788e+10  1.603206   34.498220   31.211481   
 17             NaN     2.109361e+10  0.256684   27.107095   22.794691   
 18             NaN     2.974890e+10  2.036255   29.677993   26.061744   
 19             NaN     1.141961e+11  3.015454   35.721668   29.642801   
 20             NaN     1.348917e+11  0.000000   38.628535   34.333923   
 21             NaN     1.005448e+11  2.459420   29.448924   26.180687   
 22             NaN     1.669971e+10  0.000000   35.174733   32.594322   
 23             NaN     9.504087e+10  0.000000   22.324961   17.673939   
 24             NaN     4.413116e+10  3.265687   24.722884   20.752939   
 25             NaN     3.136463e+10  0.000000   30.503627   27.360026   
 26             NaN     9.148579e+09  1.651255   14.207723   10.330300   
 27             NaN     9.148579e+09  1.651255   40.903931   38.973540   
 28             NaN     6.783720e+10  2.965075   27.567752   24.273995   
 29             NaN     3.702830e+11  2.344666   23.452020   20.630389   
 ...            ...              ...       ...         ...         ...   
 12427          NaN     2.901340e+06  0.000000   79.496066   77.020178   
 12428       191.98     7.356000e+05  0.000000  108.879207  105.863903   
 12429      3580.46     2.545000e+06  0.000000  106.405540  103.952630   
 12430          NaN     4.871880e+07  0.000000   95.572195   93.038571   
 12431          NaN     4.782610e+04       NaN   89.143350   86.180411   
 12432        78.78     1.059380e+06       NaN   78.498746   75.794918   
 12433       241.93     4.511200e+07  0.000000   82.339474   76.008209   
 12434    162919.73     2.293814e+07  0.000000  108.841631  106.574268   
 12435          NaN     5.030700e+01  0.000000   40.710470   33.183465   
 12436     21377.92     2.260125e+07  0.000000  137.421546  135.981868   
 12437      1124.37     1.907840e+06  0.000000  220.764917  219.248525   
 12438     27021.52     6.412120e+07  2.024291   38.587793   33.630967   
 12439      3476.69     1.383600e+06       NaN  156.666478  155.355415   
 12440          NaN     2.224200e+05  0.000000   55.767253   51.458183   
 12441      1819.63     1.112200e+06  0.000000  184.416030  182.810986   
 12442        86.67     4.175220e+06  0.000000   90.962149   88.628579   
 12443   1951552.43     3.208204e+10  4.841463   23.946117   19.456713   
 12444          NaN     1.591600e+03  0.000000   58.779750   48.309985   
 12445          NaN     1.413230e+06  0.000000   88.572653   85.973768   
 12446          NaN     5.584920e+06  0.000000   61.593901   57.118885   
 12447     28718.66     1.038744e+06       NaN   92.673294   90.261393   
 12448     26917.77     3.233256e+07       NaN   94.178564   90.398018   
 12449          NaN     4.230000e+05  0.000000   74.795896   72.113043   
 12450          NaN     1.064108e+07  0.000000  107.819729  103.032692   
 12451      6944.45     2.482980e+07  0.000000   73.560416   70.455606   
 12452      7889.42     6.106500e+06       NaN   99.088389   96.411267   
 12453          NaN     3.367200e+05       NaN   35.343531   28.750003   
 12454     15626.17     1.975302e+06  0.000000  208.970624  207.316254   
 12455   1685363.48     8.816540e+08  0.617761   45.215418   34.807049   
 12456  11127729.62     2.635881e+08       NaN   38.734458   31.491659   
 
        HistBeta  PredBeta  DataDate  
 0      0.000385  0.127693  20041108  
 1     -0.000157  0.098349  20041108  
 2      0.038868  0.132729  20041108  
 3      0.024041  0.290529  20041108  
 4      0.061812  0.178831  20041108  
 5      0.361087  0.723365  20041108  
 6      0.004760  0.028888  20041108  
 7      0.005596  0.028924  20041108  
 8      0.299198  0.630532  20041108  
 9     -0.040065  0.035115  20041108  
 10     0.059457  0.414848  20041108  
 11     0.058025  0.193898  20041108  
 12    -0.000157  0.108083  20041108  
 13     0.050704  0.228423  20041108  
 14    -0.000157  0.075022  20041108  
 15     0.015822  0.233112  20041108  
 16     0.175283  0.378105  20041108  
 17     0.880292  0.960373  20041108  
 18     0.293382  0.491754  20041108  
 19     0.054133  0.205735  20041108  
 20     0.431719  0.565583  20041108  
 21     0.213784  0.357144  20041108  
 22     0.114201  0.301343  20041108  
 23     0.046691  0.219991  20041108  
 24     0.248123  0.455608  20041108  
 25     0.152572  0.356490  20041108  
 26     0.003338  0.185314  20041108  
 27     0.456318  0.681199  20041108  
 28     0.631914  0.766019  20041108  
 29     0.321553  0.465891  20041108  
 ...         ...       ...       ...  
 12427  0.541211  0.788973  20041108  
 12428  1.161070  1.269007  20041108  
 12429  0.715406  0.991961  20041108  
 12430  0.827996  1.110553  20041108  
 12431  0.986957  1.203464  20041108  
 12432  0.507211  0.696578  20041108  
 12433  0.585694  0.956473  20041108  
 12434  0.754844  0.888476  20041108  
 12435  0.786659  1.115758  20041108  
 12436  0.786538  1.005905  20041108  
 12437  1.081528  1.318795  20041108  
 12438  0.023816  0.101136  20041108  
 12439  0.371671  0.636726  20041108  
 12440  0.581449  0.863853  20041108  
 12441  0.881588  1.163327  20041108  
 12442  0.428680  0.697136  20041108  
 12443  0.143136  0.207629  20041108  
 12444  1.240627  1.317120  20041108  
 12445  0.609700  0.916773  20041108  
 12446  0.574989  0.855525  20041108  
 12447  0.834332  1.015819  20041108  
 12448  1.102573  1.328867  20041108  
 12449  0.473412  0.629442  20041108  
 12450  1.047158  1.234634  20041108  
 12451  0.705828  1.010104  20041108  
 12452  0.747253  0.853405  20041108  
 12453  0.732680  1.006666  20041108  
 12454  1.094059  1.294435  20041108  
 12455  1.292343  1.276986  20041108  
 12456       NaN  1.045992  20041108  
 
 [12457 rows x 92 columns],
 '20041109':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.405            0.000               0.0   
 1      USA0011             0.108            0.000               0.0   
 2      USA0031            -2.887            0.000               0.0   
 3      USA0062            -2.620            0.430               0.0   
 4      USA00E2            -2.604            0.000               0.0   
 5      USA00F1            -1.755            0.000               0.0   
 6      USA00G2             0.125            0.000               0.0   
 7      USA00H1            -0.144            0.000               0.0   
 8      USA00I1            -1.282            0.000               0.0   
 9      USA00J1             0.151            0.000               0.0   
 10     USA00K1            -0.450            0.000               0.0   
 11     USA00P1             0.057            0.000               0.0   
 12     USA00R1             0.118            0.000               0.0   
 13     USA00S1             0.103            0.000               0.0   
 14     USA00V1             0.275            0.000               0.0   
 15     USA0131            -0.030            1.000               0.0   
 16     USA0161            -1.457            1.000               0.0   
 17     USA01I1            -0.276            0.000               0.0   
 18     USA01J2             0.614            0.000               0.0   
 19     USA01L1            -2.887            0.000               0.0   
 20     USA01P1            -2.600            0.000               0.0   
 21     USA01Q1            -0.026            0.000               0.0   
 22     USA0202            -0.099            0.000               0.0   
 23     USA0231            -2.887            0.000               0.0   
 24     USA0281            -1.296            0.000               0.0   
 25     USA0291            -0.365            0.000               0.0   
 26     USA02A1             0.188            0.000               0.0   
 27     USA02B1            -1.105            0.000               0.0   
 28     USA02H1            -2.887            0.000               0.0   
 29     USA02P1            -0.902            0.143               0.0   
 ...        ...               ...              ...               ...   
 12428  USAZY61             0.317            0.000               0.0   
 12429  USAZY71            -2.887            0.000               0.0   
 12430  USAZYI1             2.909            0.000               0.0   
 12431  USAZYJ1             0.919            0.000               0.0   
 12432  USAZYK1             0.513            0.000               0.0   
 12433  USAZYM1             0.630            0.000               0.0   
 12434  USAZYO1            -2.632            0.000               0.0   
 12435  USAZYR1            -1.531            0.000               0.0   
 12436  USAZYS1             0.809            0.000               0.0   
 12437  USAZYT1            -0.689            0.000               0.0   
 12438  USAZYV1             0.400            0.000               0.0   
 12439  USAZYX1             0.911            0.000               0.0   
 12440  USAZZ41            -2.770            0.000               0.0   
 12441  USAZZ51             0.850            0.000               0.0   
 12442  USAZZ61             0.571            0.000               0.0   
 12443  USAZZ71             0.524            0.000               0.0   
 12444  USAZZ81            -0.013            0.000               0.0   
 12445  USAZZ91            -0.050            0.000               0.0   
 12446  USAZZA1            -2.199            0.000               0.0   
 12447  USAZZB1             1.106            0.000               0.0   
 12448  USAZZD1            -2.554            0.000               0.0   
 12449  USAZZF1             1.160            0.000               0.0   
 12450  USAZZI1             1.389            0.000               0.0   
 12451  USAZZJ1            -2.373            0.000               0.0   
 12452  USAZZL1             2.836            0.000               0.0   
 12453  USAZZP1             2.909            0.000               0.0   
 12454  USAZZR1             0.860            0.000               0.0   
 12455  USAZZX1            -2.688            0.000               0.0   
 12456  USAZZY1            -1.599            0.000               0.0   
 12457  USAZZZ1             0.569            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 12456               0.0              0.0           0.0          0.000   
 12457               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.152           0.000  ...           NaN          NaN   
 1            -2.153           0.000  ...           NaN          NaN   
 2            -2.022           0.000  ...           NaN       6500.0   
 3            -2.089           0.000  ...           NaN      20560.0   
 4            -1.977           0.000  ...           NaN       5956.0   
 5            -1.375           0.000  ...           NaN       5100.0   
 6            -2.142           0.000  ...           NaN          NaN   
 7            -2.141           0.000  ...           NaN          NaN   
 8            -1.510           0.000  ...           NaN       4140.0   
 9            -2.239           0.861  ...           NaN      29000.0   
 10           -2.025           0.000  ...           NaN          NaN   
 11           -2.028           0.000  ...           NaN          NaN   
 12           -2.153           0.000  ...           NaN          NaN   
 13           -2.044           0.000  ...           NaN       9705.0   
 14           -2.153           0.000  ...           NaN          NaN   
 15           -2.119           0.000  ...           NaN          NaN   
 16           -1.773           0.000  ...           NaN        500.0   
 17           -0.263           0.000  ...           NaN      45651.0   
 18           -1.524           0.000  ...           NaN          NaN   
 19           -2.031           0.000  ...           NaN      14496.0   
 20           -1.223           0.000  ...           NaN      49550.0   
 21           -1.694           1.000  ...           NaN          NaN   
 22           -1.908           0.000  ...           NaN          NaN   
 23           -2.011           0.000  ...           NaN      14920.0   
 24           -1.616           0.000  ...           NaN       6075.0   
 25           -1.826           0.000  ...           NaN          NaN   
 26           -2.145           0.000  ...           NaN          NaN   
 27           -1.173           0.000  ...           NaN         40.0   
 28           -0.766           0.000  ...           NaN       5460.0   
 29           -1.461           0.000  ...           NaN      19500.0   
 ...             ...             ...  ...           ...          ...   
 12428        -0.991           0.000  ...           NaN          NaN   
 12429         0.342           0.000  ...           NaN       1900.0   
 12430        -0.599           0.000  ...           NaN      15000.0   
 12431        -0.376           0.000  ...           NaN          NaN   
 12432        -0.034           0.000  ...           NaN          NaN   
 12433        -1.068           0.000  ...           NaN          NaN   
 12434        -0.869           0.000  ...           NaN       2000.0   
 12435        -0.535           0.000  ...           NaN     141635.0   
 12436        -0.464           0.000  ...           NaN          NaN   
 12437        -0.462           0.000  ...           NaN       3675.0   
 12438         0.171           0.000  ...           NaN      69500.0   
 12439        -2.101           0.000  ...           NaN       1200.0   
 12440        -1.331           0.000  ...           NaN     257000.0   
 12441        -0.905           0.000  ...           NaN          NaN   
 12442        -0.260           0.000  ...           NaN      41963.0   
 12443        -1.235           0.000  ...           NaN          NaN   
 12444        -1.845           1.000  ...           NaN      14600.0   
 12445         0.510           0.000  ...           NaN          NaN   
 12446        -0.818           0.000  ...           NaN       5000.0   
 12447        -0.919           0.000  ...           NaN          NaN   
 12448        -0.354           0.000  ...           NaN  199073400.0   
 12449         0.211           0.000  ...           NaN          NaN   
 12450        -1.136           1.000  ...           NaN          NaN   
 12451         0.096           0.000  ...           NaN          0.0   
 12452        -0.630           0.000  ...           NaN       3300.0   
 12453        -0.550           1.000  ...           NaN      53690.0   
 12454        -0.580           0.000  ...           NaN          NaN   
 12455         0.191           0.000  ...           NaN     207000.0   
 12456         0.617           0.000  ...           NaN     160900.0   
 12457         0.182           0.000  ...           NaN      97500.0   
 
           ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0              NaN     6.760574e+10  0.160514   15.883285   11.146799   
 1              NaN     7.467611e+09  0.000000   18.998412   13.776226   
 2              NaN     7.035088e+10  2.439597   32.728154   28.696807   
 3              NaN     3.115446e+10  2.226841   25.710562   23.427647   
 4              NaN     5.389967e+10  2.320303   32.920059   28.786270   
 5              NaN     1.584497e+11  0.494153   34.699678   31.791793   
 6              NaN     1.406801e+10  5.552309   21.724320   15.429097   
 7              NaN     7.749090e+10  0.000000   27.326617   20.490961   
 8              NaN     1.482766e+10  0.596125   43.555542   35.656800   
 9              NaN     4.107133e+10  1.961962   19.363141   14.810912   
 10             NaN     2.770472e+10  0.000000   43.971976   34.325119   
 11             NaN     2.651792e+10  1.290620   15.866393   12.035893   
 12             NaN     6.185973e+09  2.432610   17.392997   12.544387   
 13             NaN     1.833671e+10  1.415929   26.343007   22.914915   
 14             NaN     1.359849e+10  1.142857   17.130614   12.265436   
 15             NaN     4.210066e+10  1.603206   27.474531   23.717242   
 16             NaN     4.210066e+10  1.603206   33.823576   30.694784   
 17             NaN     2.164451e+10  0.256684   26.353265   22.241634   
 18             NaN     3.019337e+10  2.036255   29.018302   25.543562   
 19             NaN     1.129334e+11  3.015454   35.907583   29.967338   
 20             NaN     1.335394e+11  0.000000   38.359255   34.200499   
 21             NaN     1.004474e+11  2.459420   28.617277   25.506653   
 22             NaN     1.626061e+10  0.000000   34.165892   31.748288   
 23             NaN     9.438490e+10  0.000000   25.810561   21.889603   
 24             NaN     4.464129e+10  3.265687   24.380828   20.570776   
 25             NaN     3.097741e+10  0.000000   29.658769   26.706107   
 26             NaN     9.019605e+09  1.651255   13.779318   10.086247   
 27             NaN     9.019605e+09  1.651255   40.027400   38.153808   
 28             NaN     6.788566e+10  2.965075   28.928807   25.882360   
 29             NaN     3.734461e+11  2.344666   22.956457   20.290410   
 ...            ...              ...       ...         ...         ...   
 12428          NaN     2.901340e+06  0.000000   77.306123   74.890072   
 12429       186.71     9.808000e+05  0.000000  106.614842  103.594483   
 12430      3519.99     1.908750e+06  0.000000  106.761416  104.374090   
 12431          NaN     4.871880e+07  0.000000   93.679285   91.153380   
 12432          NaN     4.782610e+04       NaN   86.554879   83.626111   
 12433          NaN     1.059380e+06       NaN   77.514409   74.954585   
 12434       277.30     5.751780e+07  0.000000   77.521130   71.138429   
 12435    159634.58     2.367808e+07  0.000000  106.136957  103.928021   
 12436          NaN     5.030700e+01  0.000000   39.819682   32.434537   
 12437     20483.03     2.310350e+07  0.000000  134.008826  132.588684   
 12438      1199.63     1.907840e+06  0.000000  215.254091  213.834073   
 12439     26466.91     6.412120e+07  2.024291   37.691226   32.954334   
 12440      3879.39     1.660320e+06       NaN  154.225547  152.917316   
 12441          NaN     2.224200e+05  0.000000   54.451267   50.223355   
 12442      1740.74     1.112200e+06  0.000000  179.961862  178.466337   
 12443          NaN     4.175220e+06  0.000000   88.042704   85.704879   
 12444   1890641.86     3.209926e+10  4.841463   23.094269   18.868293   
 12445          NaN     1.591600e+03  0.000000   57.113129   47.108622   
 12446      5110.45     1.848070e+06  0.000000   89.200989   86.711363   
 12447          NaN     5.584920e+06  0.000000   60.438966   56.100897   
 12448     54559.64     1.558116e+06       NaN   94.760373   92.525579   
 12449          NaN     3.233256e+07       NaN   93.094847   89.379838   
 12450          NaN     4.230000e+05  0.000000   73.579494   71.004358   
 12451          NaN     1.107905e+07  0.000000  105.237054  100.585112   
 12452      7003.79     2.140500e+07  0.000000   76.904194   73.963619   
 12453      8318.94     5.862240e+06       NaN   96.910284   94.214530   
 12454          NaN     3.367200e+05       NaN   34.676608   28.150412   
 12455     15132.30     2.523997e+06  0.000000  205.166752  203.597457   
 12456   1845892.41     9.264315e+08  0.617761   44.408202   34.527440   
 12457  10159723.56     2.637015e+08       NaN   38.010537   30.989326   
 
        HistBeta  PredBeta  DataDate  
 0      0.000385  0.122376  20041109  
 1     -0.000156  0.088294  20041109  
 2      0.061033  0.132264  20041109  
 3      0.029510  0.242495  20041109  
 4      0.081822  0.182645  20041109  
 5      0.362352  0.683206  20041109  
 6      0.004742  0.019294  20041109  
 7      0.005599  0.013501  20041109  
 8      0.299556  0.605052  20041109  
 9     -0.040092  0.024609  20041109  
 10     0.059537  0.400067  20041109  
 11     0.058072  0.181982  20041109  
 12    -0.000156  0.099561  20041109  
 13     0.050459  0.216965  20041109  
 14    -0.000156  0.071048  20041109  
 15     0.015750  0.215615  20041109  
 16     0.176977  0.342561  20041109  
 17     0.880317  0.945124  20041109  
 18     0.293038  0.489341  20041109  
 19     0.056621  0.161297  20041109  
 20     0.433095  0.514703  20041109  
 21     0.213872  0.348176  20041109  
 22     0.114101  0.290190  20041109  
 23     0.065757  0.211165  20041109  
 24     0.250069  0.426807  20041109  
 25     0.152298  0.337654  20041109  
 26     0.003328  0.188387  20041109  
 27     0.456596  0.659362  20041109  
 28     0.646097  0.729572  20041109  
 29     0.322050  0.441836  20041109  
 ...         ...       ...       ...  
 12428  0.541257  0.802708  20041109  
 12429  1.162309  1.230994  20041109  
 12430  0.723733  1.047601  20041109  
 12431  0.827934  1.140522  20041109  
 12432  0.986980  1.217883  20041109  
 12433  0.505262  0.713626  20041109  
 12434  0.598281  0.966081  20041109  
 12435  0.753539  0.881258  20041109  
 12436  0.786753  1.136875  20041109  
 12437  0.787739  1.011364  20041109  
 12438  1.082480  1.279221  20041109  
 12439  0.023842  0.112288  20041109  
 12440  0.382716  0.601412  20041109  
 12441  0.581484  0.883721  20041109  
 12442  0.881695  1.141594  20041109  
 12443  0.427714  0.704336  20041109  
 12444  0.143209  0.192551  20041109  
 12445  1.240764  1.335700  20041109  
 12446  0.621761  0.898065  20041109  
 12447  0.574694  0.880278  20041109  
 12448  0.838035  0.976083  20041109  
 12449  1.101149  1.358690  20041109  
 12450  0.473456  0.660185  20041109  
 12451  1.047428  1.194391  20041109  
 12452  0.709205  1.029290  20041109  
 12453  0.746810  0.914651  20041109  
 12454  0.732746  1.027063  20041109  
 12455  1.091677  1.209779  20041109  
 12456  1.290356  1.265617  20041109  
 12457       NaN  1.065595  20041109  
 
 [12458 rows x 92 columns],
 '20041110':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.371            0.000               0.0   
 1      USA0011            -0.348            0.000               0.0   
 2      USA0031             0.628            0.000               0.0   
 3      USA0062             0.668            0.430               0.0   
 4      USA00E2             0.643            0.000               0.0   
 5      USA00F1             0.767            0.000               0.0   
 6      USA00G2            -0.117            0.000               0.0   
 7      USA00H1            -0.124            0.000               0.0   
 8      USA00I1            -0.881            0.000               0.0   
 9      USA00J1             0.214            0.000               0.0   
 10     USA00K1            -0.327            0.000               0.0   
 11     USA00P1             0.183            0.000               0.0   
 12     USA00R1             0.326            0.000               0.0   
 13     USA00S1             0.582            0.000               0.0   
 14     USA00V1            -0.112            0.000               0.0   
 15     USA0131             1.140            1.000               0.0   
 16     USA0161            -0.721            1.000               0.0   
 17     USA01I1             0.354            0.000               0.0   
 18     USA01J2             0.762            0.000               0.0   
 19     USA01L1             0.970            0.000               0.0   
 20     USA01P1             2.683            0.000               0.0   
 21     USA01Q1             0.193            0.000               0.0   
 22     USA0202             0.398            0.000               0.0   
 23     USA0231            -0.553            0.000               0.0   
 24     USA0281             0.137            0.000               0.0   
 25     USA0291            -0.420            0.000               0.0   
 26     USA02A1            -0.243            0.000               0.0   
 27     USA02B1             0.063            0.000               0.0   
 28     USA02H1             0.359            0.000               0.0   
 29     USA02P1             0.453            0.143               0.0   
 ...        ...               ...              ...               ...   
 12429  USAZY61             0.718            0.000               0.0   
 12430  USAZY71            -0.006            0.000               0.0   
 12431  USAZYI1            -2.710            0.000               0.0   
 12432  USAZYJ1             0.881            0.000               0.0   
 12433  USAZYK1             0.736            0.000               0.0   
 12434  USAZYM1             0.399            0.000               0.0   
 12435  USAZYO1            -0.408            0.000               0.0   
 12436  USAZYR1             1.471            0.000               0.0   
 12437  USAZYS1             0.033            0.000               0.0   
 12438  USAZYT1            -1.803            0.000               0.0   
 12439  USAZYV1             0.132            0.000               0.0   
 12440  USAZYX1             0.907            0.000               0.0   
 12441  USAZZ41             2.715            0.000               0.0   
 12442  USAZZ51             0.363            0.000               0.0   
 12443  USAZZ61             0.201            0.000               0.0   
 12444  USAZZ71             0.621            0.000               0.0   
 12445  USAZZ81            -0.200            0.000               0.0   
 12446  USAZZ91             1.425            0.000               0.0   
 12447  USAZZA1             0.398            0.000               0.0   
 12448  USAZZB1            -0.022            0.000               0.0   
 12449  USAZZD1             2.715            0.000               0.0   
 12450  USAZZF1             2.715            0.000               0.0   
 12451  USAZZI1             0.548            0.000               0.0   
 12452  USAZZJ1             0.886            0.000               0.0   
 12453  USAZZL1            -2.311            0.000               0.0   
 12454  USAZZP1             0.897            0.000               0.0   
 12455  USAZZR1             0.354            0.000               0.0   
 12456  USAZZX1             2.715            0.000               0.0   
 12457  USAZZY1            -2.632            0.000               0.0   
 12458  USAZZZ1             0.329            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 12456               0.0              0.0           0.0          0.000   
 12457               0.0              0.0           0.0          0.000   
 12458               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.151           0.000  ...           NaN          NaN   
 1            -2.153           0.000  ...           NaN          NaN   
 2            -2.021           0.000  ...           NaN       6500.0   
 3            -2.091           0.000  ...           NaN          NaN   
 4            -1.976           0.000  ...           NaN       5956.0   
 5            -1.373           0.000  ...           NaN        255.0   
 6            -2.142           0.000  ...           NaN          NaN   
 7            -2.140           0.000  ...           NaN          NaN   
 8            -1.508           0.000  ...           NaN          NaN   
 9            -2.238           0.861  ...           NaN      29000.0   
 10           -2.019           0.000  ...           NaN       1500.0   
 11           -2.028           0.000  ...           NaN          NaN   
 12           -2.153           0.000  ...           NaN          NaN   
 13           -2.043           0.000  ...           NaN          NaN   
 14           -2.153           0.000  ...           NaN          NaN   
 15           -2.119           0.000  ...           NaN          NaN   
 16           -1.776           0.000  ...           NaN      18998.0   
 17           -0.260           0.000  ...           NaN      45651.0   
 18           -1.522           0.000  ...           NaN          NaN   
 19           -2.031           0.000  ...           NaN          NaN   
 20           -1.186           0.000  ...           NaN       5000.0   
 21           -1.692           1.000  ...           NaN          NaN   
 22           -1.915           0.000  ...           NaN          NaN   
 23           -2.012           0.000  ...           NaN      14920.0   
 24           -1.615           0.000  ...           NaN          NaN   
 25           -1.828           0.000  ...           NaN          NaN   
 26           -2.145           0.000  ...           NaN          NaN   
 27           -1.174           0.000  ...           NaN        500.0   
 28           -0.764           0.000  ...           NaN       5460.0   
 29           -1.460           0.000  ...           NaN      19500.0   
 ...             ...             ...  ...           ...          ...   
 12429        -0.989           0.000  ...           NaN          NaN   
 12430         0.346           0.000  ...           NaN          NaN   
 12431        -0.604           0.000  ...           NaN       2000.0   
 12432        -0.377           0.000  ...           NaN          NaN   
 12433        -0.031           0.000  ...           NaN          NaN   
 12434        -1.108           0.000  ...           NaN          NaN   
 12435        -0.868           0.000  ...           NaN          NaN   
 12436        -0.526           0.000  ...           NaN     110239.0   
 12437        -0.462           0.000  ...           NaN          NaN   
 12438        -0.464           0.000  ...           NaN     145509.0   
 12439         0.171           0.000  ...           NaN       2620.0   
 12440        -2.098           0.000  ...           NaN          NaN   
 12441        -1.326           0.000  ...           NaN      28000.0   
 12442        -0.903           0.000  ...           NaN          NaN   
 12443        -0.253           0.000  ...           NaN      17283.0   
 12444        -1.234           0.000  ...           NaN          NaN   
 12445        -1.847           1.000  ...           NaN      19600.0   
 12446         0.515           0.000  ...           NaN          NaN   
 12447        -0.816           0.000  ...           NaN      18100.0   
 12448        -0.918           0.000  ...           NaN          NaN   
 12449        -0.333           0.000  ...           NaN   87628580.0   
 12450         0.219           0.000  ...           NaN       4184.0   
 12451        -1.147           1.000  ...           NaN          NaN   
 12452         0.096           0.000  ...           NaN          0.0   
 12453        -0.634           0.000  ...           NaN       3600.0   
 12454        -0.557           1.000  ...           NaN       7167.0   
 12455        -0.578           0.000  ...           NaN          NaN   
 12456         0.197           0.000  ...           NaN    1716700.0   
 12457         0.609           0.000  ...           NaN      99700.0   
 12458         0.181           0.000  ...           NaN     100600.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.724475e+10  0.160514   15.625686   11.000896   
 1             NaN     7.454868e+09  0.000000   18.669502   13.494929   
 2             NaN     7.042905e+10  2.439597   32.015600   28.193716   
 3             NaN     3.128334e+10  2.226841   25.200670   23.042164   
 4             NaN     5.409969e+10  2.320303   32.340338   28.341663   
 5             NaN     1.583193e+11  0.494153   34.001530   31.240660   
 6             NaN     1.409977e+10  5.552309   21.304906   15.090690   
 7             NaN     7.689482e+10  0.000000   26.789313   20.055846   
 8             NaN     1.447059e+10  0.596125   42.883248   34.986388   
 9             NaN     4.073356e+10  1.961962   18.948572   14.477120   
 10            NaN     2.704387e+10  0.000000   43.373925   33.632112   
 11            NaN     2.655335e+10  1.290620   15.601726   11.820026   
 12            NaN     6.241205e+09  2.432610   17.251701   12.377842   
 13            NaN     1.862927e+10  1.415929   25.907854   22.491690   
 14            NaN     1.347692e+10  1.142857   16.791098   12.000854   
 15            NaN     4.281423e+10  1.603206   27.219150   23.433431   
 16            NaN     4.281423e+10  1.603206   33.196635   30.123939   
 17            NaN     2.186832e+10  0.256684   25.811427   21.805573   
 18            NaN     3.034039e+10  2.036255   28.567415   25.132774   
 19            NaN     1.126766e+11  3.015454   35.215368   29.537990   
 20            NaN     1.246819e+11  0.000000   39.234742   35.213683   
 21            NaN     1.002769e+11  2.459420   28.022356   24.977752   
 22            NaN     1.609594e+10  0.000000   33.497684   31.073059   
 23            NaN     9.297202e+10  0.000000   25.119302   21.430760   
 24            NaN     4.422119e+10  3.265687   23.822852   20.133780   
 25            NaN     3.042078e+10  0.000000   29.012698   26.014612   
 26            NaN     9.085525e+09  1.651255   13.516239    9.893644   
 27            NaN     9.085525e+09  1.651255   39.088024   37.310205   
 28            NaN     6.774029e+10  2.965075   27.933830   25.283124   
 29            NaN     3.723917e+11  2.344666   22.515735   19.914170   
 ...           ...              ...       ...         ...         ...   
 12429         NaN     2.901340e+06  0.000000   75.073656   72.657455   
 12430         NaN     9.808000e+05  0.000000  104.421105  101.517333   
 12431     3536.35     2.290500e+06  0.000000  105.228619  102.797317   
 12432         NaN     4.871880e+07  0.000000   91.924444   89.400168   
 12433         NaN     4.782610e+04       NaN   84.616402   81.706771   
 12434         NaN     1.059380e+06       NaN   75.838542   73.245405   
 12435         NaN     5.751780e+07  0.000000   78.677449   72.696567   
 12436   160372.58     2.330811e+07  0.000000  104.323864  102.134584   
 12437         NaN     5.030700e+01  0.000000   38.949602   31.579196   
 12438    23467.57     2.410800e+07  0.000000  131.835181  130.413562   
 12439     1202.78     1.907840e+06  0.000000  212.587130  211.195076   
 12440         NaN     6.412120e+07  2.024291   37.062908   32.424381   
 12441     3749.16     1.556550e+06       NaN  152.768641  151.453954   
 12442         NaN     2.224200e+05  0.000000   53.153177   48.935452   
 12443     1733.94     1.112200e+06  0.000000  175.376411  173.913594   
 12444         NaN     4.175220e+06  0.000000   86.228704   83.882309   
 12445  1888004.91     3.216034e+10  4.841463   22.696595   18.547703   
 12446         NaN     1.591600e+03  0.000000   56.219383   46.309150   
 12447     5192.36     1.848070e+06  0.000000   90.193219   87.876734   
 12448         NaN     5.584920e+06  0.000000   59.303706   54.934607   
 12449    62122.15     1.038744e+06       NaN   93.022122   90.736566   
 12450    22642.36     3.064074e+07       NaN   91.037108   87.185204   
 12451         NaN     4.230000e+05  0.000000   71.568031   68.987142   
 12452         NaN     1.124069e+07  0.000000  103.373528   98.790718   
 12453     7284.25     2.354550e+07  0.000000   77.480992   74.950912   
 12454     8376.28     5.862240e+06       NaN   91.242072   88.727002   
 12455         NaN     3.367200e+05       NaN   34.031281   27.554994   
 12456    16697.70     2.304519e+06  0.000000  202.707398  201.143346   
 12457  1960380.82     9.607095e+08  0.617761   44.205015   34.589575   
 12458  9399431.20     2.665370e+08       NaN   37.377287   30.500466   
 
        HistBeta  PredBeta  DataDate  
 0      0.000390  0.110001  20041110  
 1     -0.000152  0.080158  20041110  
 2      0.061066  0.138787  20041110  
 3      0.028681  0.252797  20041110  
 4      0.081874  0.188147  20041110  
 5      0.362460  0.712610  20041110  
 6      0.004758  0.014098  20041110  
 7      0.005605  0.011752  20041110  
 8      0.299601  0.601794  20041110  
 9     -0.040117  0.027572  20041110  
 10     0.061951  0.398110  20041110  
 11     0.057848  0.182962  20041110  
 12    -0.000151  0.102858  20041110  
 13     0.050992  0.221706  20041110  
 14    -0.000152  0.065917  20041110  
 15     0.015510  0.237107  20041110  
 16     0.174949  0.344252  20041110  
 17     0.880605  0.952564  20041110  
 18     0.293248  0.501288  20041110  
 19     0.056658  0.210502  20041110  
 20     0.449638  0.600054  20041110  
 21     0.213999  0.354054  20041110  
 22     0.110287  0.301788  20041110  
 23     0.065231  0.205965  20041110  
 24     0.250213  0.446627  20041110  
 25     0.150938  0.337495  20041110  
 26     0.003327  0.177080  20041110  
 27     0.455014  0.664477  20041110  
 28     0.646152  0.745880  20041110  
 29     0.322275  0.460910  20041110  
 ...         ...       ...       ...  
 12429  0.541112  0.820953  20041110  
 12430  1.162562  1.288020  20041110  
 12431  0.720536  0.990192  20041110  
 12432  0.826110  1.150250  20041110  
 12433  0.986991  1.229912  20041110  
 12434  0.485835  0.694898  20041110  
 12435  0.597547  0.915816  20041110  
 12436  0.756638  0.942726  20041110  
 12437  0.786672  1.137497  20041110  
 12438  0.785427  0.995013  20041110  
 12439  1.081281  1.277901  20041110  
 12440  0.025107  0.129701  20041110  
 12441  0.384565  0.702633  20041110  
 12442  0.581285  0.895719  20041110  
 12443  0.883870  1.141298  20041110  
 12444  0.427303  0.706622  20041110  
 12445  0.142232  0.189349  20041110  
 12446  1.240992  1.379410  20041110  
 12447  0.621596  0.883468  20041110  
 12448  0.574507  0.873910  20041110  
 12449  0.846740  1.078458  20041110  
 12450  1.103575  1.406246  20041110  
 12451  0.467946  0.662200  20041110  
 12452  1.046400  1.244101  20041110  
 12453  0.706301  0.941788  20041110  
 12454  0.742134  0.934062  20041110  
 12455  0.732705  1.038863  20041110  
 12456  1.093345  1.312548  20041110  
 12457  1.284940  1.233401  20041110  
 12458       NaN  1.074265  20041110  
 
 [12459 rows x 92 columns],
 '20041111':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.386            0.000               0.0   
 1      USA0011             0.346            0.000               0.0   
 2      USA0031            -0.466            0.000               0.0   
 3      USA0062             0.075            0.430               0.0   
 4      USA00E2            -0.291            0.000               0.0   
 5      USA00F1             0.230            0.000               0.0   
 6      USA00G2             0.291            0.000               0.0   
 7      USA00H1            -0.291            0.000               0.0   
 8      USA00I1             0.386            0.000               0.0   
 9      USA00J1            -0.149            0.000               0.0   
 10     USA00K1             0.124            0.000               0.0   
 11     USA00P1             0.206            0.000               0.0   
 12     USA00R1             0.050            0.000               0.0   
 13     USA00S1             0.482            0.000               0.0   
 14     USA00V1             0.091            0.000               0.0   
 15     USA0131             0.091            1.000               0.0   
 16     USA0161            -0.231            1.000               0.0   
 17     USA01I1             0.493            0.000               0.0   
 18     USA01J2             0.178            0.000               0.0   
 19     USA01L1            -0.525            0.000               0.0   
 20     USA01P1             0.558            0.000               0.0   
 21     USA01Q1            -0.005            0.000               0.0   
 22     USA0202             0.142            0.000               0.0   
 23     USA0231             0.349            0.000               0.0   
 24     USA0281             0.013            0.000               0.0   
 25     USA0291             0.118            0.000               0.0   
 26     USA02A1             0.016            0.000               0.0   
 27     USA02B1             0.145            0.000               0.0   
 28     USA02H1             0.502            0.000               0.0   
 29     USA02P1             0.466            0.143               0.0   
 ...        ...               ...              ...               ...   
 12427  USAZY61            -0.446            0.000               0.0   
 12428  USAZY71             0.475            0.000               0.0   
 12429  USAZYI1             0.091            0.000               0.0   
 12430  USAZYJ1            -2.817            0.000               0.0   
 12431  USAZYK1             0.184            0.000               0.0   
 12432  USAZYM1             0.176            0.000               0.0   
 12433  USAZYO1             0.079            0.000               0.0   
 12434  USAZYR1            -2.817            0.000               0.0   
 12435  USAZYS1             0.260            0.000               0.0   
 12436  USAZYT1            -1.449            0.000               0.0   
 12437  USAZYV1             0.393            0.000               0.0   
 12438  USAZYX1             0.716            0.000               0.0   
 12439  USAZZ41            -2.817            0.000               0.0   
 12440  USAZZ51             0.138            0.000               0.0   
 12441  USAZZ61             0.425            0.000               0.0   
 12442  USAZZ71             0.011            0.000               0.0   
 12443  USAZZ81            -0.386            0.000               0.0   
 12444  USAZZ91            -0.441            0.000               0.0   
 12445  USAZZA1             0.315            0.000               0.0   
 12446  USAZZB1             0.065            0.000               0.0   
 12447  USAZZD1             0.221            0.000               0.0   
 12448  USAZZF1             1.832            0.000               0.0   
 12449  USAZZI1            -0.411            0.000               0.0   
 12450  USAZZJ1             1.512            0.000               0.0   
 12451  USAZZL1             2.218            0.000               0.0   
 12452  USAZZP1            -0.099            0.000               0.0   
 12453  USAZZR1             0.489            0.000               0.0   
 12454  USAZZX1            -2.817            0.000               0.0   
 12455  USAZZY1            -0.763            0.000               0.0   
 12456  USAZZZ1             0.109            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 12456               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.157           0.000  ...           NaN          NaN   
 1            -2.158           0.000  ...           NaN          NaN   
 2            -2.033           0.000  ...           NaN       6500.0   
 3            -2.100           0.000  ...           NaN          NaN   
 4            -1.989           0.000  ...           NaN       5956.0   
 5            -1.385           0.000  ...           NaN        255.0   
 6            -2.149           0.000  ...           NaN          NaN   
 7            -2.157           0.000  ...           NaN          NaN   
 8            -1.523           0.000  ...           NaN          NaN   
 9            -2.245           0.861  ...           NaN      29000.0   
 10           -2.038           0.000  ...           NaN       4500.0   
 11           -2.036           0.000  ...           NaN          NaN   
 12           -2.158           0.000  ...           NaN          NaN   
 13           -2.050           0.000  ...           NaN          NaN   
 14           -2.158           0.000  ...           NaN          NaN   
 15           -2.128           0.000  ...           NaN          NaN   
 16           -1.772           0.000  ...           NaN       1625.0   
 17           -0.276           0.000  ...           NaN      45651.0   
 18           -1.542           0.000  ...           NaN          NaN   
 19           -2.045           0.000  ...           NaN          NaN   
 20           -1.198           0.000  ...           NaN          NaN   
 21           -1.701           1.000  ...           NaN          NaN   
 22           -1.923           0.000  ...           NaN          NaN   
 23           -2.023           0.000  ...           NaN      14920.0   
 24           -1.629           0.000  ...           NaN          NaN   
 25           -1.838           0.000  ...           NaN          NaN   
 26           -2.152           0.000  ...           NaN          NaN   
 27           -1.190           0.000  ...           NaN          NaN   
 28           -0.773           0.000  ...           NaN       5460.0   
 29           -1.479           0.000  ...           NaN      19500.0   
 ...             ...             ...  ...           ...          ...   
 12427        -1.005           0.000  ...           NaN          NaN   
 12428         0.338           0.000  ...           NaN      31250.0   
 12429        -0.609           0.000  ...           NaN       4500.0   
 12430        -0.125           0.000  ...           NaN       2400.0   
 12431        -0.033           0.000  ...           NaN          NaN   
 12432        -1.110           0.000  ...           NaN          NaN   
 12433        -0.878           0.000  ...           NaN          NaN   
 12434        -0.297           0.000  ...           NaN    2792379.0   
 12435        -0.463           0.000  ...           NaN          NaN   
 12436        -0.449           0.000  ...           NaN      22350.0   
 12437         0.170           0.000  ...           NaN      30000.0   
 12438        -2.151           0.000  ...           NaN       1000.0   
 12439        -1.263           0.000  ...           NaN      50170.0   
 12440        -0.907           0.000  ...           NaN          NaN   
 12441        -0.251           0.000  ...           NaN     542928.0   
 12442        -1.235           0.000  ...           NaN          NaN   
 12443        -1.852           1.000  ...           NaN      11600.0   
 12444         0.514           0.000  ...           NaN          NaN   
 12445        -0.820           0.000  ...           NaN          NaN   
 12446        -0.931           0.000  ...           NaN          NaN   
 12447        -0.336           0.000  ...           NaN   28880880.0   
 12448         0.188           0.000  ...           NaN      26971.0   
 12449        -1.163           1.000  ...           NaN          NaN   
 12450         0.019           0.000  ...           NaN          0.0   
 12451        -0.880           0.000  ...           NaN      12600.0   
 12452        -0.574           1.000  ...           NaN          NaN   
 12453        -0.581           0.000  ...           NaN          NaN   
 12454         0.261           0.000  ...           NaN    2634924.0   
 12455         0.586           0.000  ...           NaN      48700.0   
 12456         0.156           0.000  ...           NaN     118300.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.836784e+10  0.160514   15.066153   10.695441   
 1             NaN     7.626903e+09  0.000000   17.860545   13.055676   
 2             NaN     7.081989e+10  2.439597   30.731916   27.117500   
 3             NaN     3.142081e+10  2.226841   24.226830   22.218600   
 4             NaN     5.387300e+10  2.320303   30.965679   27.210781   
 5             NaN     1.589713e+11  0.494153   32.721697   30.050381   
 6             NaN     1.427443e+10  5.552309   20.019813   14.567042   
 7             NaN     7.759457e+10  0.000000   25.689455   19.282149   
 8             NaN     1.469611e+10  0.596125   41.096569   33.715830   
 9             NaN     4.078181e+10  1.961962   18.110649   13.914944   
 10            NaN     2.724721e+10  0.000000   41.489101   32.384368   
 11            NaN     2.673049e+10  1.290620   15.021541   11.462196   
 12            NaN     6.296437e+09  2.432610   16.502662   11.950474   
 13            NaN     1.885105e+10  1.415929   24.959468   21.739619   
 14            NaN     1.366434e+10  1.142857   16.097779   11.583659   
 15            NaN     4.353582e+10  1.603206   26.161512   22.611459   
 16            NaN     4.353582e+10  1.603206   31.871214   28.978161   
 17            NaN     2.229441e+10  0.256684   24.897282   20.989903   
 18            NaN     3.071990e+10  2.036255   27.542789   24.280606   
 19            NaN     1.132544e+11  3.015454   33.741040   28.415264   
 20            NaN     1.265751e+11  0.000000   37.718419   33.963269   
 21            NaN     9.976541e+10  2.459420   26.890720   24.023354   
 22            NaN     1.649388e+10  0.000000   32.243289   29.934294   
 23            NaN     9.398122e+10  0.000000   24.187026   20.713472   
 24            NaN     4.447125e+10  3.265687   22.872102   19.361100   
 25            NaN     3.141303e+10  0.000000   27.813833   24.991711   
 26            NaN     9.228830e+09  1.651255   12.933400    9.550415   
 27            NaN     9.228830e+09  1.651255   37.637315   35.926034   
 28            NaN     6.832175e+10  2.965075   26.959228   24.329244   
 29            NaN     3.774525e+11  2.344666   21.786900   19.275853   
 ...           ...              ...       ...         ...         ...   
 12427         NaN     2.901340e+06  0.000000   72.675161   70.349666   
 12428      238.80     9.808000e+05  0.000000  101.688407   98.943512   
 12429     3039.67     2.290500e+06  0.000000  101.324165   99.085027   
 12430      576.76     6.315400e+07  0.000000   90.980889   88.460194   
 12431         NaN     4.782610e+04       NaN   82.131881   79.342018   
 12432         NaN     1.059380e+06       NaN   73.422941   70.947420   
 12433         NaN     5.751780e+07  0.000000   74.943826   69.206494   
 12434   249250.57     2.737778e+07  0.000000  103.772714  101.571683   
 12435         NaN     5.030700e+01  0.000000   37.405920   30.260506   
 12436    22894.91     2.461025e+07  0.000000  127.246351  125.899892   
 12437     1048.57     1.907840e+06  0.000000  205.560461  204.220178   
 12438    26462.36     6.334240e+07  2.024291   35.625201   31.298557   
 12439     3858.62     1.660320e+06       NaN  148.015913  146.757038   
 12440         NaN     2.224200e+05  0.000000   50.849421   46.775192   
 12441     1606.63     1.112200e+06  0.000000  169.370134  167.968756   
 12442         NaN     4.175220e+06  0.000000   82.974741   80.737511   
 12443  1879314.45     3.218738e+10  4.841463   21.616539   17.678624   
 12444         NaN     1.591600e+03  0.000000   53.982710   44.449563   
 12445         NaN     1.848070e+06  0.000000   86.285688   84.042011   
 12446         NaN     5.584920e+06  0.000000   56.695761   52.507522   
 12447    64459.45     1.038744e+06       NaN   91.127543   89.056807   
 12448    24378.44     3.007680e+07       NaN   86.021065   82.201352   
 12449         NaN     4.230000e+05  0.000000   68.615347   66.116003   
 12450         NaN     1.128806e+07  0.000000   99.625405   95.293400   
 12451     7689.25     2.012070e+07  0.000000   79.418543   77.087876   
 12452         NaN     5.862240e+06       NaN   87.040605   84.606042   
 12453         NaN     3.367200e+05       NaN   32.891797   26.620824   
 12454    19469.39     2.633736e+06  0.000000  196.912435  195.403407   
 12455  1948082.41     9.681209e+08  0.617761   42.503348   33.322921   
 12456  8809257.45     2.676712e+08       NaN   37.304902   30.651785   
 
        HistBeta  PredBeta  DataDate  
 0      0.000338  0.120098  20041111  
 1     -0.000184  0.086045  20041111  
 2      0.058046  0.119923  20041111  
 3      0.026914  0.255618  20041111  
 4      0.078656  0.177500  20041111  
 5      0.359100  0.704281  20041111  
 6      0.004007  0.038292  20041111  
 7      0.000514 -0.010076  20041111  
 8      0.295215  0.613003  20041111  
 9     -0.040296  0.020379  20041111  
 10     0.055940  0.397313  20041111  
 11     0.056908  0.192311  20041111  
 12    -0.000184  0.096353  20041111  
 13     0.050155  0.225059  20041111  
 14    -0.000184  0.067812  20041111  
 15     0.013707  0.214980  20041111  
 16     0.179477  0.343346  20041111  
 17     0.874593  0.947303  20041111  
 18     0.286387  0.494584  20041111  
 19     0.052416  0.183885  20041111  
 20     0.445776  0.614641  20041111  
 21     0.212227  0.350867  20041111  
 22     0.109302  0.293089  20041111  
 23     0.062815  0.231113  20041111  
 24     0.245818  0.443589  20041111  
 25     0.148487  0.341710  20041111  
 26     0.002943  0.175516  20041111  
 27     0.449520  0.658383  20041111  
 28     0.643627  0.756210  20041111  
 29     0.315355  0.462806  20041111  
 ...         ...       ...       ...  
 12427  0.535853  0.809258  20041111  
 12428  1.159558  1.286294  20041111  
 12429  0.719548  1.003320  20041111  
 12430  0.944724  1.199680  20041111  
 12431  0.987474  1.215899  20041111  
 12432  0.486750  0.689742  20041111  
 12433  0.594584  0.930031  20041111  
 12434  0.864757  0.976967  20041111  
 12435  0.787699  1.147041  20041111  
 12436  0.794063  0.993585  20041111  
 12437  1.081509  1.283936  20041111  
 12438  0.003192  0.117457  20041111  
 12439  0.415749  0.639041  20041111  
 12440  0.581254  0.892739  20041111  
 12441  0.886014  1.142722  20041111  
 12442  0.428617  0.701882  20041111  
 12443  0.142105  0.178004  20041111  
 12444  1.241455  1.348366  20041111  
 12445  0.621694  0.889974  20041111  
 12446  0.570035  0.870137  20041111  
 12447  0.846374  1.032171  20041111  
 12448  1.089957  1.417495  20041111  
 12449  0.462123  0.643715  20041111  
 12450  1.011626  1.227782  20041111  
 12451  0.593651  0.923905  20041111  
 12452  0.736060  0.924155  20041111  
 12453  0.732742  1.042846  20041111  
 12454  1.124058  1.245772  20041111  
 12455  1.274677  1.240003  20041111  
 12456       NaN  1.076457  20041111  
 
 [12457 rows x 92 columns],
 '20041112':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.162            0.000               0.0   
 1      USA0011             0.756            0.000               0.0   
 2      USA0031            -0.339            0.000               0.0   
 3      USA0062            -0.180            0.430               0.0   
 4      USA00E2            -0.242            0.000               0.0   
 5      USA00F1            -0.338            0.000               0.0   
 6      USA00G2             0.814            0.000               0.0   
 7      USA00H1            -0.867            0.000               0.0   
 8      USA00I1             0.614            0.000               0.0   
 9      USA00J1            -0.208            0.000               0.0   
 10     USA00K1            -0.298            0.000               0.0   
 11     USA00P1             0.198            0.000               0.0   
 12     USA00R1             0.177            0.000               0.0   
 13     USA00S1             0.180            0.000               0.0   
 14     USA00V1            -0.604            0.000               0.0   
 15     USA0131            -0.398            1.000               0.0   
 16     USA0161            -0.929            1.000               0.0   
 17     USA01I1             0.454            0.000               0.0   
 18     USA01J2            -0.101            0.000               0.0   
 19     USA01L1             1.107            0.000               0.0   
 20     USA01P1             0.491            0.000               0.0   
 21     USA01Q1             2.422            0.000               0.0   
 22     USA0202            -0.220            0.000               0.0   
 23     USA0231             0.529            0.000               0.0   
 24     USA0281             0.023            0.000               0.0   
 25     USA0291             0.299            0.000               0.0   
 26     USA02A1             0.262            0.000               0.0   
 27     USA02B1            -0.389            0.000               0.0   
 28     USA02H1             0.746            0.000               0.0   
 29     USA02P1            -0.700            0.143               0.0   
 ...        ...               ...              ...               ...   
 12421  USAZY61            -0.101            0.000               0.0   
 12422  USAZY71            -2.741            0.000               0.0   
 12423  USAZYI1             2.401            0.000               0.0   
 12424  USAZYJ1             0.604            0.000               0.0   
 12425  USAZYK1             0.233            0.000               0.0   
 12426  USAZYM1             0.220            0.000               0.0   
 12427  USAZYO1             0.067            0.000               0.0   
 12428  USAZYR1            -0.485            0.000               0.0   
 12429  USAZYS1             0.335            0.000               0.0   
 12430  USAZYT1             2.412            0.000               0.0   
 12431  USAZYV1             0.396            0.000               0.0   
 12432  USAZYX1             0.418            0.000               0.0   
 12433  USAZZ41             2.477            0.000               0.0   
 12434  USAZZ51             0.168            0.000               0.0   
 12435  USAZZ61            -2.772            0.000               0.0   
 12436  USAZZ71            -2.772            0.000               0.0   
 12437  USAZZ81            -0.965            0.000               0.0   
 12438  USAZZ91             1.440            0.000               0.0   
 12439  USAZZA1            -2.772            0.000               0.0   
 12440  USAZZB1             0.175            0.000               0.0   
 12441  USAZZD1            -2.772            0.000               0.0   
 12442  USAZZF1             0.133            0.000               0.0   
 12443  USAZZI1            -0.496            0.000               0.0   
 12444  USAZZJ1            -0.208            0.000               0.0   
 12445  USAZZL1             2.714            0.000               0.0   
 12446  USAZZP1            -2.772            0.000               0.0   
 12447  USAZZR1             0.387            0.000               0.0   
 12448  USAZZX1             2.840            0.000               0.0   
 12449  USAZZY1             2.438            0.000               0.0   
 12450  USAZZZ1             0.725            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.184           0.000  ...           NaN          NaN   
 1            -2.185           0.000  ...           NaN          NaN   
 2            -2.062           0.000  ...           NaN       6500.0   
 3            -2.130           0.000  ...           NaN          NaN   
 4            -2.018           0.000  ...           NaN       5956.0   
 5            -1.412           0.000  ...           NaN        255.0   
 6            -2.178           0.000  ...           NaN          NaN   
 7            -2.184           0.000  ...           NaN          NaN   
 8            -1.547           0.000  ...           NaN          NaN   
 9            -2.273           0.861  ...           NaN      29000.0   
 10           -2.051           0.000  ...           NaN       7000.0   
 11           -2.062           0.000  ...           NaN          NaN   
 12           -2.185           0.000  ...           NaN          NaN   
 13           -2.072           0.000  ...           NaN          NaN   
 14           -2.185           0.000  ...           NaN          NaN   
 15           -2.158           0.000  ...           NaN          NaN   
 16           -1.769           0.000  ...           NaN        135.0   
 17           -0.295           0.000  ...           NaN      45651.0   
 18           -1.573           0.000  ...           NaN          NaN   
 19           -2.077           0.000  ...           NaN          NaN   
 20           -1.220           0.000  ...           NaN          NaN   
 21           -1.874           1.000  ...           NaN       1240.0   
 22           -1.949           0.000  ...           NaN          NaN   
 23           -2.053           0.000  ...           NaN      14920.0   
 24           -1.657           0.000  ...           NaN          NaN   
 25           -1.866           0.000  ...           NaN          NaN   
 26           -2.179           0.000  ...           NaN          NaN   
 27           -1.177           0.000  ...           NaN          5.0   
 28           -0.788           0.000  ...           NaN       5460.0   
 29           -1.465           0.000  ...           NaN       7900.0   
 ...             ...             ...  ...           ...          ...   
 12421        -1.017           0.000  ...           NaN          NaN   
 12422         0.421           0.000  ...           NaN      30666.0   
 12423        -0.741           0.000  ...           NaN      61000.0   
 12424        -0.136           0.000  ...           NaN          NaN   
 12425        -0.034           0.000  ...           NaN          NaN   
 12426        -1.112           0.000  ...           NaN          NaN   
 12427        -0.882           0.000  ...           NaN       1000.0   
 12428        -0.292           0.000  ...           NaN     645430.0   
 12429        -0.465           0.000  ...           NaN          NaN   
 12430        -0.505           0.000  ...           NaN       8511.0   
 12431         0.166           0.000  ...           NaN          NaN   
 12432        -2.155           0.000  ...           NaN       1000.0   
 12433        -1.364           0.000  ...           NaN      32110.0   
 12434        -0.913           0.000  ...           NaN          NaN   
 12435        -0.019           0.000  ...           NaN     618000.0   
 12436        -0.443           0.000  ...           NaN      32500.0   
 12437        -1.856           1.000  ...           NaN      12000.0   
 12438         0.516           0.000  ...           NaN          NaN   
 12439        -0.686           0.000  ...           NaN       4850.0   
 12440        -0.938           0.000  ...           NaN          NaN   
 12441        -0.208           0.000  ...           NaN   46747760.0   
 12442         0.190           0.000  ...           NaN       7230.0   
 12443        -1.178           1.000  ...           NaN          NaN   
 12444         0.057           0.000  ...           NaN          0.0   
 12445        -1.022           0.000  ...           NaN       8150.0   
 12446        -0.559           1.000  ...           NaN       1720.0   
 12447        -0.589           0.000  ...           NaN          NaN   
 12448         0.150           0.000  ...           NaN     675918.0   
 12449         0.536           0.000  ...           NaN      96500.0   
 12450         0.174           0.000  ...           NaN      77900.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.912993e+10  0.160514   15.319313   11.077894   
 1             NaN     7.735222e+09  0.000000   18.512847   13.817926   
 2             NaN     6.906894e+10  2.439597   31.455850   27.916107   
 3             NaN     3.146377e+10  2.226841   24.795031   22.868086   
 4             NaN     5.371298e+10  2.320303   31.671329   28.011450   
 5             NaN     1.591800e+11  0.494153   33.652267   30.955273   
 6             NaN     1.448878e+10  5.552309   20.634584   15.308250   
 7             NaN     7.786669e+10  0.000000   26.328152   19.959336   
 8             NaN     1.483517e+10  0.596125   42.038992   34.899475   
 9             NaN     4.106329e+10  1.961962   18.462072   14.359805   
 10            NaN     2.742513e+10  0.000000   42.203410   33.359775   
 11            NaN     2.678953e+10  1.290620   15.313484   11.888322   
 12            NaN     6.255565e+09  2.432610   16.735947   12.363042   
 13            NaN     1.875667e+10  1.415929   25.531669   22.402545   
 14            NaN     1.378845e+10  1.142857   16.496203   11.981355   
 15            NaN     4.323916e+10  1.603206   26.737674   23.288053   
 16            NaN     4.323916e+10  1.603206   32.759041   29.904030   
 17            NaN     2.235466e+10  0.256684   25.506248   21.635580   
 18            NaN     3.076093e+10  2.036255   28.162698   25.004198   
 19            NaN     1.167856e+11  3.015454   34.645452   29.515984   
 20            NaN     1.302939e+11  0.000000   38.753648   35.113700   
 21            NaN     9.935135e+10  2.459420   28.982603   26.044497   
 22            NaN     1.679576e+10  0.000000   33.049849   30.811083   
 23            NaN     1.020800e+11  0.000000   24.952368   21.585040   
 24            NaN     4.451126e+10  3.265687   23.287487   19.940628   
 25            NaN     3.204226e+10  0.000000   28.522649   25.791636   
 26            NaN     9.260357e+09  1.651255   13.266440   10.008656   
 27            NaN     9.260357e+09  1.651255   38.788676   37.084787   
 28            NaN     6.823454e+10  2.965075   27.765400   25.112040   
 29            NaN     3.821970e+11  2.344666   22.411053   19.891605   
 ...           ...              ...       ...         ...         ...   
 12421         NaN     2.901340e+06  0.000000   74.338356   72.096739   
 12422      306.09     1.226000e+06  0.000000  105.428085  102.627665   
 12423     3082.85     1.908750e+06  0.000000  105.291922  103.171960   
 12424         NaN     6.315400e+07  0.000000   99.579763   97.390258   
 12425         NaN     4.782610e+04       NaN   84.590508   81.861094   
 12426         NaN     1.059380e+06       NaN   75.787700   73.380625   
 12427      300.48     5.751780e+07  0.000000   77.899447   72.507212   
 12428   270700.73     2.774775e+07  0.000000  106.830790  104.753836   
 12429         NaN     5.030700e+01  0.000000   38.282403   31.280716   
 12430    22139.69     2.360575e+07  0.000000  131.514009  130.167663   
 12431         NaN     1.907840e+06  0.000000  212.537959  211.237408   
 12432    26797.82     6.360200e+07  2.024291   36.543642   32.283898   
 12433     3300.20     1.452780e+06       NaN  154.251079  153.062616   
 12434         NaN     2.224200e+05  0.000000   51.939593   47.962726   
 12435     1605.06     1.668300e+06  0.000000  179.094791  177.641577   
 12436      390.23     1.312212e+07  0.000000   92.431203   89.857802   
 12437  1875680.27     3.245599e+10  4.841463   23.485540   19.825614   
 12438         NaN     1.591600e+03  0.000000   55.384982   46.039115   
 12439     5243.41     2.174200e+06  0.000000   90.482935   88.173900   
 12440         NaN     5.584920e+06  0.000000   58.139546   54.071852   
 12441    70290.62     1.558116e+06       NaN   96.071908   93.953899   
 12442    24615.26     3.007680e+07       NaN   89.559977   85.908405   
 12443         NaN     4.230000e+05  0.000000   70.775924   68.363363   
 12444         NaN     1.122297e+07  0.000000  102.456787   98.254515   
 12445     8485.72     1.840830e+07  0.000000   83.238380   81.065601   
 12446     8310.61     6.106500e+06       NaN   89.881812   87.458710   
 12447         NaN     3.367200e+05       NaN   33.679566   27.556514   
 12448    20012.27     2.194780e+06  0.000000  204.499892  203.056217   
 12449  2028958.59     9.653416e+08  0.617761   44.424787   35.143413   
 12450  8228680.58     2.682383e+08       NaN   38.446641   31.932470   
 
        HistBeta  PredBeta  DataDate  
 0      0.000285  0.115720  20041112  
 1     -0.000219  0.092257  20041112  
 2      0.056378  0.113235  20041112  
 3      0.025123  0.248130  20041112  
 4      0.076743  0.175163  20041112  
 5      0.355066  0.680792  20041112  
 6      0.003382  0.048449  20041112  
 7      0.000419 -0.032509  20041112  
 8      0.293100  0.624462  20041112  
 9     -0.040353  0.009202  20041112  
 10     0.061698  0.400360  20041112  
 11     0.056279  0.192293  20041112  
 12    -0.000219  0.094290  20041112  
 13     0.052000  0.216631  20041112  
 14    -0.000219  0.046041  20041112  
 15     0.012378  0.199687  20041112  
 16     0.191251  0.334526  20041112  
 17     0.868083  0.938984  20041112  
 18     0.280922  0.482444  20041112  
 19     0.049589  0.210080  20041112  
 20     0.443349  0.609584  20041112  
 21     0.142705  0.344134  20041112  
 22     0.108409  0.277437  20041112  
 23     0.060698  0.241211  20041112  
 24     0.242462  0.438520  20041112  
 25     0.146296  0.339516  20041112  
 26     0.002607  0.180154  20041112  
 27     0.462922  0.659457  20041112  
 28     0.641504  0.765153  20041112  
 29     0.330609  0.446242  20041112  
 ...         ...       ...       ...  
 12421  0.536343  0.803278  20041112  
 12422  1.196653  1.262834  20041112  
 12423  0.663259  0.986561  20041112  
 12424  0.941025  1.138888  20041112  
 12425  0.988031  1.211962  20041112  
 12426  0.492993  0.693122  20041112  
 12427  0.598301  0.940745  20041112  
 12428  0.869318  1.007026  20041112  
 12429  0.789928  1.151031  20041112  
 12430  0.771698  1.025827  20041112  
 12431  1.079617  1.279131  20041112  
 12432  0.013818  0.127979  20041112  
 12433  0.376899  0.686427  20041112  
 12434  0.584048  0.893035  20041112  
 12435  0.994786  1.186106  20041112  
 12436  0.799901  0.991047  20041112  
 12437  0.150888  0.165386  20041112  
 12438  1.240711  1.378675  20041112  
 12439  0.688606  0.900430  20041112  
 12440  0.572555  0.869096  20041112  
 12441  0.907946  1.033098  20041112  
 12442  1.090579  1.401806  20041112  
 12443  0.462546  0.626485  20041112  
 12444  1.029831  1.233362  20041112  
 12445  0.534254  0.865167  20041112  
 12446  0.746659  0.879015  20041112  
 12447  0.733070  1.040861  20041112  
 12448  1.072214  1.289043  20041112  
 12449  1.249718  1.278907  20041112  
 12450       NaN  1.095609  20041112  
 
 [12451 rows x 92 columns],
 '20041115':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.373            0.000               0.0   
 1      USA0011            -0.450            0.000               0.0   
 2      USA0031             0.357            0.000               0.0   
 3      USA0062             0.102            0.430               0.0   
 4      USA00E2             0.208            0.000               0.0   
 5      USA00F1             1.123            0.000               0.0   
 6      USA00G2            -0.309            0.000               0.0   
 7      USA00H1            -0.684            0.000               0.0   
 8      USA00I1             0.918            0.000               0.0   
 9      USA00J1            -0.139            0.000               0.0   
 10     USA00K1             2.253            0.000               0.0   
 11     USA00P1            -0.106            0.000               0.0   
 12     USA00R1             0.019            0.000               0.0   
 13     USA00S1            -0.286            0.000               0.0   
 14     USA00V1            -0.219            0.000               0.0   
 15     USA0131            -0.129            1.000               0.0   
 16     USA0161             0.036            1.000               0.0   
 17     USA01I1             0.708            0.000               0.0   
 18     USA01J2             0.272            0.000               0.0   
 19     USA01L1            -1.474            0.000               0.0   
 20     USA01P1             1.166            0.000               0.0   
 21     USA01Q1             0.275            0.000               0.0   
 22     USA0202             0.669            0.000               0.0   
 23     USA0231             0.288            0.000               0.0   
 24     USA0281            -0.063            0.000               0.0   
 25     USA0291             0.566            0.000               0.0   
 26     USA02A1             0.173            0.000               0.0   
 27     USA02B1             0.764            0.000               0.0   
 28     USA02H1             0.340            0.000               0.0   
 29     USA02P1            -0.173            0.143               0.0   
 ...        ...               ...              ...               ...   
 12420  USAZY61             1.135            0.000               0.0   
 12421  USAZY71             2.794            0.000               0.0   
 12422  USAZYI1            -2.076            0.000               0.0   
 12423  USAZYJ1             0.146            0.000               0.0   
 12424  USAZYK1             1.275            0.000               0.0   
 12425  USAZYM1             0.749            0.000               0.0   
 12426  USAZYO1             1.767            0.000               0.0   
 12427  USAZYR1             2.794            0.000               0.0   
 12428  USAZYS1             1.294            0.000               0.0   
 12429  USAZYT1             0.595            0.000               0.0   
 12430  USAZYV1             2.794            0.000               0.0   
 12431  USAZYX1             0.052            0.000               0.0   
 12432  USAZZ41             0.539            0.000               0.0   
 12433  USAZZ51             0.761            0.000               0.0   
 12434  USAZZ61             2.794            0.000               0.0   
 12435  USAZZ71             1.325            0.000               0.0   
 12436  USAZZ81            -0.158            0.000               0.0   
 12437  USAZZ91            -0.516            0.000               0.0   
 12438  USAZZA1             2.794            0.000               0.0   
 12439  USAZZB1             0.894            0.000               0.0   
 12440  USAZZD1            -2.481            0.000               0.0   
 12441  USAZZF1             2.794            0.000               0.0   
 12442  USAZZI1             2.794            0.000               0.0   
 12443  USAZZJ1            -2.712            0.000               0.0   
 12444  USAZZL1            -2.712            0.000               0.0   
 12445  USAZZP1            -0.021            0.000               0.0   
 12446  USAZZR1             0.654            0.000               0.0   
 12447  USAZZX1             1.087            0.000               0.0   
 12448  USAZZY1             0.975            0.000               0.0   
 12449  USAZZZ1            -1.564            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.191           0.000  ...           NaN          NaN   
 1            -2.192           0.000  ...           NaN          NaN   
 2            -2.068           0.000  ...           NaN       6500.0   
 3            -2.136           0.000  ...           NaN          NaN   
 4            -2.024           0.000  ...           NaN       5956.0   
 5            -1.419           0.000  ...           NaN        255.0   
 6            -2.184           0.000  ...           NaN          NaN   
 7            -2.190           0.000  ...           NaN          NaN   
 8            -1.552           0.000  ...           NaN          NaN   
 9            -2.279           0.861  ...           NaN      29000.0   
 10           -2.057           0.000  ...           NaN          NaN   
 11           -2.068           0.000  ...           NaN          NaN   
 12           -2.192           0.000  ...           NaN          NaN   
 13           -2.078           0.000  ...           NaN          NaN   
 14           -2.192           0.000  ...           NaN          NaN   
 15           -2.164           0.000  ...           NaN          NaN   
 16           -1.774           0.000  ...           NaN          NaN   
 17           -0.297           0.000  ...           NaN      45651.0   
 18           -1.578           0.000  ...           NaN          NaN   
 19           -2.084           0.000  ...           NaN          NaN   
 20           -1.225           0.000  ...           NaN          NaN   
 21           -1.880           1.000  ...           NaN          NaN   
 22           -1.955           0.000  ...           NaN          NaN   
 23           -2.059           0.000  ...           NaN      14920.0   
 24           -1.664           0.000  ...           NaN          NaN   
 25           -1.872           0.000  ...           NaN          NaN   
 26           -2.185           0.000  ...           NaN          NaN   
 27           -1.181           0.000  ...           NaN         20.0   
 28           -0.792           0.000  ...           NaN       5460.0   
 29           -1.470           0.000  ...           NaN       7900.0   
 ...             ...             ...  ...           ...          ...   
 12420        -1.021           0.000  ...           NaN          NaN   
 12421         0.420           0.000  ...           NaN      10900.0   
 12422        -0.745           0.000  ...           NaN      24000.0   
 12423        -0.138           0.000  ...           NaN          NaN   
 12424        -0.035           0.000  ...           NaN          NaN   
 12425        -1.119           0.000  ...           NaN          NaN   
 12426        -0.886           0.000  ...           NaN          NaN   
 12427        -0.288           0.000  ...           NaN    1005788.0   
 12428        -0.468           0.000  ...           NaN          NaN   
 12429        -0.509           0.000  ...           NaN      79000.0   
 12430         0.165           0.000  ...           NaN        900.0   
 12431        -2.164           0.000  ...           NaN        800.0   
 12432        -1.370           0.000  ...           NaN      14750.0   
 12433        -0.917           0.000  ...           NaN          NaN   
 12434        -0.009           0.000  ...           NaN     210775.0   
 12435        -0.446           0.000  ...           NaN          NaN   
 12436        -1.862           1.000  ...           NaN      47700.0   
 12437         0.516           0.000  ...           NaN          NaN   
 12438        -0.686           0.000  ...           NaN       5000.0   
 12439        -0.942           0.000  ...           NaN          NaN   
 12440        -0.213           0.000  ...           NaN    1033660.0   
 12441         0.191           0.000  ...           NaN       3740.0   
 12442        -1.158           1.000  ...           NaN       1635.0   
 12443         0.053           0.000  ...           NaN          0.0   
 12444        -1.028           0.000  ...           NaN       9400.0   
 12445        -0.562           1.000  ...           NaN       2220.0   
 12446        -0.592           0.000  ...           NaN          NaN   
 12447         0.148           0.000  ...           NaN     110000.0   
 12448         0.535           0.000  ...           NaN      85500.0   
 12449        -2.127           0.000  ...           NaN     107500.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.812717e+10  0.160514   15.027352   10.709016   
 1             NaN     7.798939e+09  0.000000   18.273184   13.361373   
 2             NaN     6.955357e+10  2.439597   30.533599   26.952046   
 3             NaN     3.108573e+10  2.226841   24.032883   22.075787   
 4             NaN     5.424637e+10  2.320303   30.760446   27.033636   
 5             NaN     1.639009e+11  0.494153   32.847215   30.022717   
 6             NaN     1.439351e+10  5.552309   20.265201   14.778607   
 7             NaN     7.764640e+10  0.000000   25.855889   19.335035   
 8             NaN     1.543655e+10  0.596125   41.225426   33.842559   
 9             NaN     4.096678e+10  1.961962   18.019475   13.824067   
 10            NaN     2.843334e+10  0.000000   42.320519   32.786068   
 11            NaN     2.672458e+10  1.290620   14.907838   11.468982   
 12            NaN     6.306378e+09  2.432610   16.396073   11.935302   
 13            NaN     1.849715e+10  1.415929   24.856353   21.627012   
 14            NaN     1.392775e+10  1.142857   16.198081   11.578162   
 15            NaN     4.331934e+10  1.603206   25.974855   22.465329   
 16            NaN     4.331934e+10  1.603206   31.791869   28.875537   
 17            NaN     2.225567e+10  0.256684   25.061377   21.018832   
 18            NaN     3.066520e+10  2.036255   27.403342   24.201608   
 19            NaN     1.133614e+11  3.015454   34.231881   28.720877   
 20            NaN     1.321871e+11  0.000000   37.959148   34.069856   
 21            NaN     9.883985e+10  2.459420   28.040851   25.119074   
 22            NaN     1.676832e+10  0.000000   32.181995   29.868908   
 23            NaN     1.026855e+11  0.000000   24.244675   20.875431   
 24            NaN     4.454127e+10  3.265687   22.642452   19.238523   
 25            NaN     3.158244e+10  0.000000   27.797988   24.975310   
 26            NaN     9.234562e+09  1.651255   13.053337    9.675717   
 27            NaN     9.234562e+09  1.651255   37.668401   35.865085   
 28            NaN     6.803102e+10  2.965075   26.960664   24.236104   
 29            NaN     3.806155e+11  2.344666   21.791427   19.200090   
 ...           ...              ...       ...         ...         ...   
 12420         NaN     2.901340e+06  0.000000   72.350571   69.999589   
 12421      336.57     9.808000e+05  0.000000  105.203080  102.339573   
 12422     3414.41     2.163250e+06  0.000000   98.868930   96.490560   
 12423         NaN     6.315400e+07  0.000000   95.873076   93.570358   
 12424         NaN     4.782610e+04       NaN   83.653776   80.850891   
 12425         NaN     1.059380e+06       NaN   73.784996   71.284511   
 12426         NaN     5.751780e+07  0.000000   75.741561   70.028842   
 12427   313142.35     2.626787e+07  0.000000  104.033314  101.773793   
 12428         NaN     5.030700e+01  0.000000   37.792939   30.520487   
 12429    23851.50     2.360575e+07  0.000000  127.226941  125.862378   
 12430     1090.99     1.764752e+06  0.000000  206.271750  204.903746   
 12431    28545.14     6.422504e+07  2.024291   35.537013   31.155829   
 12432     3021.85     1.452780e+06       NaN  151.147432  149.986770   
 12433         NaN     2.224200e+05  0.000000   50.718669   46.632205   
 12434     1304.06     1.112200e+06  0.000000  176.501109  175.050552   
 12435         NaN     1.312212e+07  0.000000   89.378672   86.807014   
 12436  1984653.33     3.271178e+10  4.841463   21.799645   17.871356   
 12437         NaN     1.591600e+03  0.000000   54.133166   44.381482   
 12438     5086.62     2.065490e+06  0.000000   89.731270   87.395515   
 12439         NaN     5.584920e+06  0.000000   56.714072   52.520673   
 12440    92012.48     2.077488e+06       NaN   94.217269   92.052879   
 12441    23549.89     2.819700e+07       NaN   87.792957   83.832376   
 12442      124.57     3.760000e+05  0.000000   71.017143   68.445124   
 12443         NaN     1.170425e+07  0.000000   99.879557   95.390479   
 12444     9919.33     1.969260e+07  0.000000   81.002826   79.006722   
 12445     8329.11     6.106500e+06       NaN   90.385738   87.839068   
 12446         NaN     3.367200e+05       NaN   33.060964   26.769689   
 12447    20993.07     2.194780e+06  0.000000  198.104129  196.653320   
 12448  2125185.57     9.696650e+08  0.617761   43.491267   34.071140   
 12449  7790445.54     2.671041e+08       NaN   24.156914   14.463300   
 
        HistBeta  PredBeta  DataDate  
 0      0.000288  0.103612  20041115  
 1     -0.000217  0.073549  20041115  
 2      0.056486  0.123768  20041115  
 3      0.025102  0.251040  20041115  
 4      0.076844  0.182077  20041115  
 5      0.353883  0.699247  20041115  
 6      0.003412  0.031255  20041115  
 7      0.000424 -0.041919  20041115  
 8      0.293061  0.649787  20041115  
 9     -0.040315  0.004126  20041115  
 10     0.061526  0.453985  20041115  
 11     0.056369  0.185361  20041115  
 12    -0.000217  0.087984  20041115  
 13     0.052062  0.205466  20041115  
 14    -0.000217  0.040141  20041115  
 15     0.012430  0.200882  20041115  
 16     0.191064  0.341615  20041115  
 17     0.868238  0.947747  20041115  
 18     0.281040  0.484931  20041115  
 19     0.049342  0.176741  20041115  
 20     0.442983  0.608797  20041115  
 21     0.142579  0.337775  20041115  
 22     0.108083  0.293013  20041115  
 23     0.060737  0.242190  20041115  
 24     0.241822  0.434105  20041115  
 25     0.146223  0.348485  20041115  
 26     0.002623  0.180291  20041115  
 27     0.462880  0.677827  20041115  
 28     0.641471  0.766970  20041115  
 29     0.330592  0.444918  20041115  
 ...         ...       ...       ...  
 12420  0.536414  0.825577  20041115  
 12421  1.196968  1.359192  20041115  
 12422  0.662856  0.994416  20041115  
 12423  0.941134  1.132932  20041115  
 12424  0.988226  1.231502  20041115  
 12425  0.491709  0.702463  20041115  
 12426  0.598120  0.982020  20041115  
 12427  0.872251  1.056398  20041115  
 12428  0.789853  1.173968  20041115  
 12429  0.771348  1.028695  20041115  
 12430  1.080295  1.322042  20041115  
 12431  0.012644  0.118007  20041115  
 12432  0.376473  0.654112  20041115  
 12433  0.584063  0.904785  20041115  
 12434  1.000248  1.165866  20041115  
 12435  0.799953  1.048215  20041115  
 12436  0.150997  0.172901  20041115  
 12437  1.240904  1.364807  20041115  
 12438  0.690103  0.962085  20041115  
 12439  0.572731  0.884065  20041115  
 12440  0.906788  1.039001  20041115  
 12441  1.092056  1.450256  20041115  
 12442  0.473705  0.682789  20041115  
 12443  1.028934  1.191797  20041115  
 12444  0.533325  0.768945  20041115  
 12445  0.746831  0.888481  20041115  
 12446  0.733079  1.049794  20041115  
 12447  1.072158  1.263279  20041115  
 12448  1.249566  1.282503  20041115  
 12449  0.029543 -0.028818  20041115  
 
 [12450 rows x 92 columns],
 '20041116':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.199            0.000               0.0   
 1      USA0011             0.209            0.000               0.0   
 2      USA0031             0.335            0.000               0.0   
 3      USA0062             0.624            0.430               0.0   
 4      USA00E2             0.274            0.000               0.0   
 5      USA00F1             0.287            0.000               0.0   
 6      USA00G2             0.005            0.000               0.0   
 7      USA00H1             0.307            0.000               0.0   
 8      USA00I1             0.869            0.000               0.0   
 9      USA00J1             0.181            0.000               0.0   
 10     USA00K1             1.054            0.000               0.0   
 11     USA00P1             0.331            0.000               0.0   
 12     USA00R1             0.373            0.000               0.0   
 13     USA00S1             0.589            0.000               0.0   
 14     USA00V1             0.120            0.000               0.0   
 15     USA0131             0.697            1.000               0.0   
 16     USA0161             1.683            1.000               0.0   
 17     USA01I1            -0.117            0.000               0.0   
 18     USA01J2             0.574            0.000               0.0   
 19     USA01L1             0.556            0.000               0.0   
 20     USA01P1             0.193            0.000               0.0   
 21     USA01Q1             0.261            0.000               0.0   
 22     USA0202             0.520            0.000               0.0   
 23     USA0231             0.226            0.000               0.0   
 24     USA0281             0.294            0.000               0.0   
 25     USA0291             0.354            0.000               0.0   
 26     USA02A1             0.264            0.000               0.0   
 27     USA02B1             0.561            0.000               0.0   
 28     USA02H1            -0.181            0.000               0.0   
 29     USA02P1             0.417            0.143               0.0   
 ...        ...               ...              ...               ...   
 12421  USAZY61            -0.076            0.000               0.0   
 12422  USAZY71            -0.119            0.000               0.0   
 12423  USAZYI1             0.512            0.000               0.0   
 12424  USAZYJ1             2.889            0.000               0.0   
 12425  USAZYK1             0.226            0.000               0.0   
 12426  USAZYM1             0.345            0.000               0.0   
 12427  USAZYO1             0.683            0.000               0.0   
 12428  USAZYR1             1.002            0.000               0.0   
 12429  USAZYS1             0.095            0.000               0.0   
 12430  USAZYT1             0.047            0.000               0.0   
 12431  USAZYV1             2.889            0.000               0.0   
 12432  USAZYX1            -0.459            0.000               0.0   
 12433  USAZZ41             0.217            0.000               0.0   
 12434  USAZZ51             0.160            0.000               0.0   
 12435  USAZZ61            -0.290            0.000               0.0   
 12436  USAZZ71             0.219            0.000               0.0   
 12437  USAZZ81             0.576            0.000               0.0   
 12438  USAZZ91            -0.008            0.000               0.0   
 12439  USAZZA1            -0.037            0.000               0.0   
 12440  USAZZB1             0.102            0.000               0.0   
 12441  USAZZD1             2.889            0.000               0.0   
 12442  USAZZF1            -2.362            0.000               0.0   
 12443  USAZZI1            -0.985            0.000               0.0   
 12444  USAZZJ1             0.641            0.000               0.0   
 12445  USAZZL1             2.889            0.000               0.0   
 12446  USAZZP1             2.889            0.000               0.0   
 12447  USAZZR1             0.027            0.000               0.0   
 12448  USAZZX1             2.889            0.000               0.0   
 12449  USAZZY1            -0.495            0.000               0.0   
 12450  USAZZZ1             0.884            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.200           0.000  ...           NaN          NaN   
 1            -2.201           0.000  ...           NaN          NaN   
 2            -2.075           0.000  ...           NaN       6500.0   
 3            -2.143           0.000  ...           NaN          NaN   
 4            -2.031           0.000  ...           NaN       5956.0   
 5            -1.436           0.000  ...           NaN        255.0   
 6            -2.192           0.000  ...           NaN          NaN   
 7            -2.200           0.000  ...           NaN          NaN   
 8            -1.565           0.000  ...           NaN          NaN   
 9            -2.287           0.861  ...           NaN      29000.0   
 10           -2.072           0.000  ...           NaN          NaN   
 11           -2.077           0.000  ...           NaN          NaN   
 12           -2.201           0.000  ...           NaN          NaN   
 13           -2.087           0.000  ...           NaN          NaN   
 14           -2.201           0.000  ...           NaN          NaN   
 15           -2.171           0.000  ...           NaN          NaN   
 16           -1.731           0.000  ...           NaN       4815.0   
 17           -0.312           0.000  ...           NaN      45651.0   
 18           -1.587           0.000  ...           NaN          NaN   
 19           -2.089           0.000  ...           NaN          NaN   
 20           -1.242           0.000  ...           NaN          NaN   
 21           -1.896           1.000  ...           NaN          NaN   
 22           -1.964           0.000  ...           NaN          NaN   
 23           -2.066           0.000  ...           NaN      14920.0   
 24           -1.675           0.000  ...           NaN          NaN   
 25           -1.881           0.000  ...           NaN          NaN   
 26           -2.195           0.000  ...           NaN          NaN   
 27           -1.180           0.000  ...           NaN        225.0   
 28           -0.798           0.000  ...           NaN       5460.0   
 29           -1.480           0.000  ...           NaN       3000.0   
 ...             ...             ...  ...           ...          ...   
 12421        -1.022           0.000  ...           NaN          NaN   
 12422         0.421           0.000  ...           NaN        500.0   
 12423        -0.751           0.000  ...           NaN          NaN   
 12424         0.018           0.000  ...           NaN       5440.0   
 12425        -0.046           0.000  ...           NaN          NaN   
 12426        -1.130           0.000  ...           NaN       5700.0   
 12427        -0.895           0.000  ...           NaN      10500.0   
 12428        -0.289           0.000  ...           NaN     280395.0   
 12429        -0.475           0.000  ...           NaN          NaN   
 12430        -0.515           0.000  ...           NaN      17554.0   
 12431         0.182           0.000  ...           NaN      22500.0   
 12432        -2.195           0.000  ...           NaN       1900.0   
 12433        -1.385           0.000  ...           NaN       2000.0   
 12434        -0.921           0.000  ...           NaN          NaN   
 12435        -0.010           0.000  ...           NaN     121070.0   
 12436        -0.448           0.000  ...           NaN          NaN   
 12437        -1.847           1.000  ...           NaN      29200.0   
 12438         0.511           0.000  ...           NaN          NaN   
 12439        -0.689           0.000  ...           NaN          NaN   
 12440        -0.935           0.000  ...           NaN          NaN   
 12441        -0.131           0.000  ...           NaN   10724030.0   
 12442         0.111           0.000  ...           NaN       5192.0   
 12443        -1.184           1.000  ...           NaN        500.0   
 12444         0.060           0.000  ...           NaN          0.0   
 12445        -0.983           0.000  ...           NaN       3800.0   
 12446        -0.501           1.000  ...           NaN      22028.0   
 12447        -0.596           0.000  ...           NaN          NaN   
 12448         0.181           0.000  ...           NaN     577450.0   
 12449         0.567           0.000  ...           NaN     121200.0   
 12450        -2.102           0.000  ...           NaN      53100.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.730492e+10  0.160514   14.379573   10.251165   
 1             NaN     7.894514e+09  0.000000   17.474114   12.809124   
 2             NaN     6.908457e+10  2.439597   29.230710   25.824175   
 3             NaN     3.070768e+10  2.226841   23.071443   21.182291   
 4             NaN     5.424637e+10  2.320303   29.429363   25.910558   
 5             NaN     1.634053e+11  0.494153   31.500175   28.745870   
 6             NaN     1.458405e+10  5.552309   19.376550   14.141342   
 7             NaN     7.754273e+10  0.000000   24.803127   18.543861   
 8             NaN     1.521479e+10  0.596125   39.615364   32.483114   
 9             NaN     4.079790e+10  1.961962   17.235460   13.227690   
 10            NaN     2.839945e+10  0.000000   40.512059   31.470330   
 11            NaN     2.637030e+10  1.290620   14.340076   11.028991   
 12            NaN     6.359401e+09  2.432610   15.855471   11.508993   
 13            NaN     1.860568e+10  1.415929   23.866826   20.745968   
 14            NaN     1.381124e+10  1.142857   15.535589   11.081667   
 15            NaN     4.329529e+10  1.603206   24.902042   21.515064   
 16            NaN     4.329529e+10  1.603206   30.666121   27.827907   
 17            NaN     2.195870e+10  0.256684   24.065570   20.111884   
 18            NaN     3.073016e+10  2.036255   26.340340   23.234742   
 19            NaN     1.124412e+11  3.015454   32.680618   27.519889   
 20            NaN     1.310377e+11  0.000000   36.276838   32.619515   
 21            NaN     9.803608e+10  2.459420   26.913305   24.007667   
 22            NaN     1.686437e+10  0.000000   30.840095   28.606627   
 23            NaN     1.019286e+11  0.000000   23.212362   19.986454   
 24            NaN     4.416117e+10  3.265687   21.707081   18.416770   
 25            NaN     3.117102e+10  0.000000   26.530628   23.824709   
 26            NaN     9.131382e+09  1.651255   12.556649    9.263962   
 27            NaN     9.131382e+09  1.651255   36.155649   34.367399   
 28            NaN     6.725574e+10  2.965075   25.885334   23.160916   
 29            NaN     3.806155e+11  2.344666   20.964136   18.423526   
 ...           ...              ...       ...         ...         ...   
 12421         NaN     2.901340e+06  0.000000   69.212720   66.925261   
 12422      322.18     9.808000e+05  0.000000  100.544886   97.862616   
 12423         NaN     2.163250e+06  0.000000   96.144515   94.000363   
 12424      892.35     5.232760e+07  0.000000   94.110509   91.678417   
 12425         NaN     4.782610e+04       NaN   79.862644   77.152275   
 12426       93.01     1.059380e+06       NaN   70.379414   67.944391   
 12427      543.89     5.751780e+07  0.000000   71.900799   66.402371   
 12428   307830.27     2.589790e+07  0.000000   99.848169   97.723069   
 12429         NaN     5.030700e+01  0.000000   36.283826   29.213918   
 12430    23142.36     2.360575e+07  0.000000  122.225021  120.891570   
 12431     1077.19     1.669360e+06  0.000000  198.536250  197.198884   
 12432    28319.41     6.443272e+07  2.024291   34.027208   29.879858   
 12433     2888.31     1.452780e+06       NaN  145.276866  144.137143   
 12434         NaN     2.224200e+05  0.000000   48.371843   44.414469   
 12435     1255.79     1.112200e+06  0.000000  168.869798  167.435111   
 12436         NaN     1.312212e+07  0.000000   85.055770   82.562167   
 12437  1952078.18     3.247339e+10  4.841463   21.122682   17.402836   
 12438         NaN     1.591600e+03  0.000000   51.866418   42.435111   
 12439         NaN     2.065490e+06  0.000000   85.405641   83.196902   
 12440         NaN     5.584920e+06  0.000000   54.185487   50.133956   
 12441    89292.46     1.558116e+06       NaN   90.956774   88.726651   
 12442    22857.04     3.007680e+07       NaN   84.944281   81.441682   
 12443      155.73     3.807000e+05  0.000000   67.481012   65.005301   
 12444         NaN     1.159168e+07  0.000000   95.934512   91.566568   
 12445     9848.45     1.883640e+07  0.000000   78.207459   76.003687   
 12446     8497.99     5.617980e+06       NaN   86.393888   83.808056   
 12447         NaN     3.367200e+05       NaN   31.743925   25.666293   
 12448    20537.55     2.085041e+06  0.000000  190.664285  189.197400   
 12449  2208658.95     9.557685e+08  0.617761   41.837938   32.639763   
 12450  7333637.57     2.646089e+08       NaN   23.379479   14.210837   
 
        HistBeta  PredBeta  DataDate  
 0      0.000327  0.102781  20041116  
 1     -0.000182  0.077535  20041116  
 2      0.057553  0.125061  20041116  
 3      0.026471  0.253970  20041116  
 4      0.077618  0.186446  20041116  
 5      0.349211  0.688984  20041116  
 6      0.003923  0.028983  20041116  
 7      0.000494 -0.039164  20041116  
 8      0.290149  0.650067  20041116  
 9     -0.039275  0.002889  20041116  
 10     0.058846  0.441769  20041116  
 11     0.056450  0.183596  20041116  
 12    -0.000182  0.087326  20041116  
 13     0.052060  0.207729  20041116  
 14    -0.000182  0.039269  20041116  
 15     0.013541  0.206410  20041116  
 16     0.214386  0.387663  20041116  
 17     0.861930  0.931308  20041116  
 18     0.280025  0.484637  20041116  
 19     0.051341  0.192649  20041116  
 20     0.437504  0.592043  20041116  
 21     0.139304  0.314167  20041116  
 22     0.108353  0.292588  20041116  
 23     0.061659  0.234971  20041116  
 24     0.240241  0.434523  20041116  
 25     0.146073  0.344377  20041116  
 26     0.002872  0.180775  20041116  
 27     0.465829  0.682170  20041116  
 28     0.640144  0.759459  20041116  
 29     0.329012  0.446229  20041116  
 ...         ...       ...       ...  
 12421  0.537907  0.816883  20041116  
 12422  1.196414  1.314695  20041116  
 12423  0.661808  0.959624  20041116  
 12424  1.012481  1.245094  20041116  
 12425  0.983366  1.209041  20041116  
 12426  0.488547  0.696131  20041116  
 12427  0.596089  0.979311  20041116  
 12428  0.872212  1.025669  20041116  
 12429  0.787774  1.160312  20041116  
 12430  0.769381  1.020681  20041116  
 12431  1.087523  1.325907  20041116  
 12432  0.002894  0.096596  20041116  
 12433  0.372359  0.654111  20041116  
 12434  0.583974  0.899472  20041116  
 12435  0.999936  1.231970  20041116  
 12436  0.800079  1.027404  20041116  
 12437  0.161567  0.187253  20041116  
 12438  1.237370  1.360461  20041116  
 12439  0.689828  0.915102  20041116  
 12440  0.577555  0.885224  20041116  
 12441  0.944366  1.163182  20041116  
 12442  1.054842  1.334964  20041116  
 12443  0.464233  0.655899  20041116  
 12444  1.031590  1.204843  20041116  
 12445  0.555880  0.886165  20041116  
 12446  0.775866  0.968795  20041116  
 12447  0.732269  1.043439  20041116  
 12448  1.086644  1.307812  20041116  
 12449  1.262769  1.288341  20041116  
 12450  0.045141  0.005298  20041116  
 
 [12451 rows x 92 columns],
 '20041117':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.270            0.000               0.0   
 1      USA0011            -1.119            0.000               0.0   
 2      USA0031            -0.724            0.000               0.0   
 3      USA0062             0.043            0.430               0.0   
 4      USA00E2            -0.927            0.000               0.0   
 5      USA00F1             0.243            0.000               0.0   
 6      USA00G2            -0.669            0.000               0.0   
 7      USA00H1            -1.030            0.000               0.0   
 8      USA00I1             1.058            0.000               0.0   
 9      USA00J1             0.204            0.000               0.0   
 10     USA00K1            -2.728            0.000               0.0   
 11     USA00P1            -0.371            0.000               0.0   
 12     USA00R1            -0.385            0.000               0.0   
 13     USA00S1             0.038            0.000               0.0   
 14     USA00V1            -0.956            0.000               0.0   
 15     USA0131            -0.232            1.000               0.0   
 16     USA0161            -0.060            1.000               0.0   
 17     USA01I1             0.426            0.000               0.0   
 18     USA01J2             0.078            0.000               0.0   
 19     USA01L1             0.736            0.000               0.0   
 20     USA01P1             0.746            0.000               0.0   
 21     USA01Q1             0.743            0.000               0.0   
 22     USA0202             0.083            0.000               0.0   
 23     USA0231             0.072            0.000               0.0   
 24     USA0281             0.396            0.000               0.0   
 25     USA0291             0.518            0.000               0.0   
 26     USA02A1            -0.170            0.000               0.0   
 27     USA02B1             0.758            0.000               0.0   
 28     USA02H1             0.343            0.000               0.0   
 29     USA02P1            -0.563            0.143               0.0   
 ...        ...               ...              ...               ...   
 12423  USAZY61             0.113            0.000               0.0   
 12424  USAZY71             0.969            0.000               0.0   
 12425  USAZYI1             0.663            0.000               0.0   
 12426  USAZYJ1             0.572            0.000               0.0   
 12427  USAZYK1             0.657            0.000               0.0   
 12428  USAZYM1             0.746            0.000               0.0   
 12429  USAZYO1             1.540            0.000               0.0   
 12430  USAZYR1             2.672            0.000               0.0   
 12431  USAZYS1             0.557            0.000               0.0   
 12432  USAZYT1            -2.728            0.000               0.0   
 12433  USAZYV1             0.924            0.000               0.0   
 12434  USAZYX1            -1.545            0.000               0.0   
 12435  USAZZ41             0.798            0.000               0.0   
 12436  USAZZ51             0.253            0.000               0.0   
 12437  USAZZ61             0.672            0.000               0.0   
 12438  USAZZ71             0.650            0.000               0.0   
 12439  USAZZ81            -0.866            0.000               0.0   
 12440  USAZZ91             2.193            0.000               0.0   
 12441  USAZZA1             0.344            0.000               0.0   
 12442  USAZZB1             0.687            0.000               0.0   
 12443  USAZZD1             0.846            0.000               0.0   
 12444  USAZZF1             2.448            0.000               0.0   
 12445  USAZZI1             1.047            0.000               0.0   
 12446  USAZZJ1             2.672            0.000               0.0   
 12447  USAZZL1             2.672            0.000               0.0   
 12448  USAZZP1             1.211            0.000               0.0   
 12449  USAZZR1             0.291            0.000               0.0   
 12450  USAZZX1            -2.728            0.000               0.0   
 12451  USAZZY1            -0.932            0.000               0.0   
 12452  USAZZZ1            -2.226            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.185           0.000  ...           NaN          NaN   
 1            -2.186           0.000  ...           NaN          NaN   
 2            -2.064           0.000  ...           NaN       6500.0   
 3            -2.131           0.000  ...           NaN          NaN   
 4            -2.021           0.000  ...           NaN       5956.0   
 5            -1.429           0.000  ...           NaN        255.0   
 6            -2.179           0.000  ...           NaN          NaN   
 7            -2.185           0.000  ...           NaN          NaN   
 8            -1.559           0.000  ...           NaN          NaN   
 9            -2.272           0.861  ...           NaN      29000.0   
 10           -1.898           0.000  ...           NaN       8000.0   
 11           -2.064           0.000  ...           NaN          NaN   
 12           -2.186           0.000  ...           NaN          NaN   
 13           -2.075           0.000  ...           NaN          NaN   
 14           -2.186           0.000  ...           NaN          NaN   
 15           -2.159           0.000  ...           NaN          NaN   
 16           -1.721           0.000  ...           NaN         52.0   
 17           -0.319           0.000  ...           NaN      45651.0   
 18           -1.584           0.000  ...           NaN          NaN   
 19           -2.080           0.000  ...           NaN          NaN   
 20           -1.237           0.000  ...           NaN          NaN   
 21           -1.882           1.000  ...           NaN          NaN   
 22           -1.953           0.000  ...           NaN          NaN   
 23           -2.055           0.000  ...           NaN      14920.0   
 24           -1.668           0.000  ...           NaN          NaN   
 25           -1.872           0.000  ...           NaN          NaN   
 26           -2.180           0.000  ...           NaN          NaN   
 27           -1.181           0.000  ...           NaN          NaN   
 28           -0.801           0.000  ...           NaN       5460.0   
 29           -1.449           0.000  ...           NaN       3000.0   
 ...             ...             ...  ...           ...          ...   
 12423        -1.025           0.000  ...           NaN          NaN   
 12424         0.404           0.000  ...           NaN       1333.0   
 12425        -0.748           0.000  ...           NaN          NaN   
 12426         0.010           0.000  ...           NaN          NaN   
 12427        -0.048           0.000  ...           NaN          NaN   
 12428        -1.125           0.000  ...           NaN          NaN   
 12429        -0.894           0.000  ...           NaN          NaN   
 12430        -0.350           0.000  ...           NaN     105245.0   
 12431        -0.473           0.000  ...           NaN          NaN   
 12432        -0.451           0.000  ...           NaN     117228.0   
 12433         0.179           0.000  ...           NaN      10000.0   
 12434        -2.190           0.000  ...           NaN       3500.0   
 12435        -1.373           0.000  ...           NaN          NaN   
 12436        -0.919           0.000  ...           NaN          NaN   
 12437        -0.015           0.000  ...           NaN     121700.0   
 12438        -0.450           0.000  ...           NaN          NaN   
 12439        -1.780           1.000  ...           NaN      25000.0   
 12440         0.509           0.000  ...           NaN          NaN   
 12441        -0.689           0.000  ...           NaN          NaN   
 12442        -0.934           0.000  ...           NaN          NaN   
 12443        -0.134           0.000  ...           NaN    5960973.0   
 12444         0.090           0.000  ...           NaN       6270.0   
 12445        -1.180           1.000  ...           NaN          NaN   
 12446         0.004           0.000  ...           NaN          0.0   
 12447        -1.063           0.000  ...           NaN       4000.0   
 12448        -0.514           1.000  ...           NaN          NaN   
 12449        -0.596           0.000  ...           NaN          NaN   
 12450         0.216           0.000  ...           NaN     189950.0   
 12451         0.592           0.000  ...           NaN      86400.0   
 12452        -1.987           0.000  ...           NaN     101700.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.852828e+10  0.160514   14.350482   10.295149   
 1             NaN     7.830797e+09  0.000000   17.906126   13.238873   
 2             NaN     6.824036e+10  2.439597   29.337775   25.977194   
 3             NaN     3.084515e+10  2.226841   23.024936   21.205382   
 4             NaN     5.391300e+10  2.320303   29.567542   26.105560   
 5             NaN     1.645268e+11  0.494153   31.590086   28.876151   
 6             NaN     1.478253e+10  5.552309   19.342560   14.228397   
 7             NaN     7.758161e+10  0.000000   24.881224   18.769914   
 8             NaN     1.545534e+10  0.596125   39.839886   32.828903   
 9             NaN     4.097483e+10  1.961962   17.196679   13.242186   
 10            NaN     2.938225e+10  0.000000   41.207194   32.477458   
 11            NaN     2.676001e+10  1.290620   14.321330   11.138687   
 12            NaN     6.354982e+09  2.432610   15.908561   11.651593   
 13            NaN     1.844052e+10  1.415929   23.813833   20.801200   
 14            NaN     1.383910e+10  1.142857   15.812836   11.440622   
 15            NaN     4.389661e+10  1.603206   24.824355   21.551223   
 16            NaN     4.389661e+10  1.603206   30.596257   27.931396   
 17            NaN     2.206200e+10  0.256684   24.102024   20.223768   
 18            NaN     3.107206e+10  2.036255   26.299626   23.300502   
 19            NaN     1.142817e+11  3.015454   32.707231   27.717754   
 20            NaN     1.321195e+11  0.000000   36.442836   32.854420   
 21            NaN     9.810915e+10  2.459420   27.098887   24.213484   
 22            NaN     1.742698e+10  0.000000   30.931492   28.732100   
 23            NaN     1.014240e+11  0.000000   23.151484   20.048227   
 24            NaN     4.436122e+10  3.265687   21.682690   18.476211   
 25            NaN     3.267148e+10  0.000000   26.761340   24.080245   
 26            NaN     9.205901e+09  1.651255   12.538809    9.294662   
 27            NaN     9.205901e+09  1.651255   36.356160   34.562404   
 28            NaN     6.703285e+10  2.965075   25.933807   23.247911   
 29            NaN     3.832514e+11  2.344666   21.000695   18.529252   
 ...           ...              ...       ...         ...         ...   
 12423         NaN     2.901340e+06  0.000000   69.358516   67.115666   
 12424      312.52     9.808000e+05  0.000000  101.008436   98.365551   
 12425         NaN     2.163250e+06  0.000000   94.706833   92.570547   
 12426         NaN     5.232760e+07  0.000000   90.254493   87.670054   
 12427         NaN     4.782610e+04       NaN   80.226638   77.554273   
 12428         NaN     1.059380e+06       NaN   70.113945   67.719583   
 12429         NaN     5.751780e+07  0.000000   71.131166   65.533565   
 12430   309810.62     2.441802e+07  0.000000  100.510702   98.457270   
 12431         NaN     5.030700e+01  0.000000   36.252018   29.289348   
 12432    25431.06     2.561475e+07  0.000000  122.878282  121.548188   
 12433     1068.10     1.669360e+06  0.000000  199.194589  197.913294   
 12434    30348.50     6.438080e+07  2.024291   34.292086   30.073823   
 12435         NaN     1.452780e+06       NaN  148.364860  147.261297   
 12436         NaN     2.224200e+05  0.000000   48.347923   44.468357   
 12437     1077.37     1.112200e+06  0.000000  168.241748  166.807855   
 12438         NaN     1.312212e+07  0.000000   84.831190   82.375888   
 12439  1924755.18     3.309671e+10  4.841463   20.755517   17.015257   
 12440         NaN     1.591600e+03  0.000000   52.095154   42.777445   
 12441         NaN     2.065490e+06  0.000000   86.132007   83.949190   
 12442         NaN     5.584920e+06  0.000000   54.291500   50.056554   
 12443    89842.06     1.558116e+06       NaN   93.349370   91.311753   
 12444    23086.99     2.951286e+07       NaN   83.399550   79.777284   
 12445         NaN     3.807000e+05  0.000000   66.740933   64.235805   
 12446         NaN     1.128201e+07  0.000000   96.308114   92.079184   
 12447    10212.09     1.712400e+07  0.000000   79.862077   77.806324   
 12448         NaN     5.617980e+06       NaN   85.079008   82.609223   
 12449         NaN     3.367200e+05       NaN   31.691732   25.705181   
 12450    20715.17     2.414258e+06  0.000000  191.615974  190.199681   
 12451  2269348.95     9.789293e+08  0.617761   41.769180   32.808501   
 12452  7053171.07     2.744764e+08       NaN   24.195555   15.811312   
 
        HistBeta  PredBeta  DataDate  
 0      0.000297  0.102600  20041117  
 1     -0.000201  0.045247  20041117  
 2      0.055901  0.106479  20041117  
 3      0.025090  0.249967  20041117  
 4      0.075920  0.166245  20041117  
 5      0.348431  0.689773  20041117  
 6      0.003443  0.010150  20041117  
 7      0.000435 -0.064140  20041117  
 8      0.288384  0.669584  20041117  
 9     -0.039586 -0.000843  20041117  
 10     0.132381  0.466022  20041117  
 11     0.056067  0.168182  20041117  
 12    -0.000201  0.068926  20041117  
 13     0.051029  0.198090  20041117  
 14    -0.000201  0.013848  20041117  
 15     0.012363  0.191365  20041117  
 16     0.213847  0.372633  20041117  
 17     0.858595  0.933994  20041117  
 18     0.276818  0.473777  20041117  
 19     0.048902  0.201260  20041117  
 20     0.436588  0.603608  20041117  
 21     0.139990  0.319365  20041117  
 22     0.107155  0.286682  20041117  
 23     0.060051  0.237940  20041117  
 24     0.238425  0.436815  20041117  
 25     0.144338  0.346423  20041117  
 26     0.002632  0.171464  20041117  
 27     0.462073  0.688033  20041117  
 28     0.637288  0.761836  20041117  
 29     0.339169  0.438345  20041117  
 ...         ...       ...       ...  
 12423  0.533940  0.815112  20041117  
 12424  1.191596  1.334290  20041117  
 12425  0.661277  0.976272  20041117  
 12426  1.010131  1.320278  20041117  
 12427  0.983635  1.224917  20041117  
 12428  0.488214  0.707443  20041117  
 12429  0.594395  1.004933  20041117  
 12430  0.844513  1.034314  20041117  
 12431  0.787954  1.170215  20041117  
 12432  0.797946  0.997860  20041117  
 12433  1.088111  1.311346  20041117  
 12434 -0.001803  0.058740  20041117  
 12435  0.373933  0.673825  20041117  
 12436  0.582909  0.903862  20041117  
 12437  0.998807  1.251545  20041117  
 12438  0.798519  1.039364  20041117  
 12439  0.186564  0.188801  20041117  
 12440  1.239671  1.404169  20041117  
 12441  0.688605  0.921301  20041117  
 12442  0.575749  0.902379  20041117  
 12443  0.944059  1.134706  20041117  
 12444  1.047121  1.397511  20041117  
 12445  0.462977  0.691462  20041117  
 12446  1.007390  1.232916  20041117  
 12447  0.516745  0.849609  20041117  
 12448  0.769245  0.994234  20041117  
 12449  0.731367  1.049045  20041117  
 12450  1.104685  1.271366  20041117  
 12451  1.278054  1.290411  20041117  
 12452  0.091533  0.017897  20041117  
 
 [12453 rows x 92 columns],
 '20041118':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.501            0.000               0.0   
 1      USA0011             0.399            0.000               0.0   
 2      USA0031            -0.362            0.000               0.0   
 3      USA0062             0.243            0.430               0.0   
 4      USA00E2            -0.199            0.000               0.0   
 5      USA00F1             0.058            0.000               0.0   
 6      USA00G2            -0.173            0.000               0.0   
 7      USA00H1             0.307            0.000               0.0   
 8      USA00I1             0.742            0.000               0.0   
 9      USA00J1            -0.052            0.000               0.0   
 10     USA00K1             0.972            0.000               0.0   
 11     USA00P1             0.197            0.000               0.0   
 12     USA00R1             0.104            0.000               0.0   
 13     USA00S1            -0.456            0.000               0.0   
 14     USA00V1            -0.177            0.000               0.0   
 15     USA0131             0.313            1.000               0.0   
 16     USA0161            -1.887            1.000               0.0   
 17     USA01I1            -0.210            0.000               0.0   
 18     USA01J2             0.175            0.000               0.0   
 19     USA01L1             0.623            0.000               0.0   
 20     USA01P1             0.082            0.000               0.0   
 21     USA01Q1            -0.028            0.000               0.0   
 22     USA0202            -0.284            0.000               0.0   
 23     USA0231             0.321            0.000               0.0   
 24     USA0281             0.735            0.000               0.0   
 25     USA0291             0.054            0.000               0.0   
 26     USA02A1             0.389            0.000               0.0   
 27     USA02B1             0.835            0.000               0.0   
 28     USA02H1            -0.022            0.000               0.0   
 29     USA02P1             0.345            0.143               0.0   
 ...        ...               ...              ...               ...   
 12428  USAZY61            -0.324            0.000               0.0   
 12429  USAZY71            -2.854            0.000               0.0   
 12430  USAZYI1            -0.229            0.000               0.0   
 12431  USAZYJ1            -0.838            0.000               0.0   
 12432  USAZYK1            -0.251            0.000               0.0   
 12433  USAZYM1            -0.843            0.000               0.0   
 12434  USAZYO1             2.835            0.000               0.0   
 12435  USAZYR1             1.688            0.000               0.0   
 12436  USAZYS1            -0.084            0.000               0.0   
 12437  USAZYT1             2.194            0.000               0.0   
 12438  USAZYV1             2.532            0.000               0.0   
 12439  USAZYX1            -0.040            0.000               0.0   
 12440  USAZZ41            -2.854            0.000               0.0   
 12441  USAZZ51            -0.483            0.000               0.0   
 12442  USAZZ61            -0.563            0.000               0.0   
 12443  USAZZ71            -0.499            0.000               0.0   
 12444  USAZZ81            -0.191            0.000               0.0   
 12445  USAZZ91             0.212            0.000               0.0   
 12446  USAZZA1            -0.407            0.000               0.0   
 12447  USAZZB1            -0.367            0.000               0.0   
 12448  USAZZD1            -0.348            0.000               0.0   
 12449  USAZZF1             0.441            0.000               0.0   
 12450  USAZZI1            -0.651            0.000               0.0   
 12451  USAZZJ1            -2.162            0.000               0.0   
 12452  USAZZL1            -2.854            0.000               0.0   
 12453  USAZZP1             2.292            0.000               0.0   
 12454  USAZZR1            -0.226            0.000               0.0   
 12455  USAZZX1            -2.854            0.000               0.0   
 12456  USAZZY1            -1.193            0.000               0.0   
 12457  USAZZZ1            -0.428            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 12456               0.0              0.0           0.0          0.000   
 12457               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.187           0.000  ...           NaN          NaN   
 1            -2.188           0.000  ...           NaN          NaN   
 2            -2.066           0.000  ...           NaN       6500.0   
 3            -2.134           0.000  ...           NaN          NaN   
 4            -2.022           0.000  ...           NaN       5956.0   
 5            -1.429           0.000  ...           NaN        255.0   
 6            -2.180           0.000  ...           NaN          NaN   
 7            -2.186           0.000  ...           NaN          NaN   
 8            -1.560           0.000  ...           NaN          NaN   
 9            -2.274           0.861  ...           NaN      29000.0   
 10           -1.899           0.000  ...           NaN          NaN   
 11           -2.066           0.000  ...           NaN          NaN   
 12           -2.188           0.000  ...           NaN          NaN   
 13           -2.079           0.000  ...           NaN          NaN   
 14           -2.188           0.000  ...           NaN          NaN   
 15           -2.161           0.000  ...           NaN          NaN   
 16           -1.723           0.000  ...           NaN       1000.0   
 17           -0.321           0.000  ...           NaN      45651.0   
 18           -1.585           0.000  ...           NaN          NaN   
 19           -2.082           0.000  ...           NaN          NaN   
 20           -1.237           0.000  ...           NaN          NaN   
 21           -1.883           1.000  ...           NaN          NaN   
 22           -1.959           0.000  ...           NaN          NaN   
 23           -2.057           0.000  ...           NaN      14920.0   
 24           -1.670           0.000  ...           NaN          NaN   
 25           -1.874           0.000  ...           NaN          NaN   
 26           -2.182           0.000  ...           NaN          NaN   
 27           -1.186           0.000  ...           NaN        105.0   
 28           -0.805           0.000  ...           NaN       5460.0   
 29           -1.450           0.000  ...           NaN       3000.0   
 ...             ...             ...  ...           ...          ...   
 12428        -1.027           0.000  ...           NaN          NaN   
 12429         0.387           0.000  ...           NaN      11700.0   
 12430        -0.754           0.000  ...           NaN      15000.0   
 12431         0.009           0.000  ...           NaN          NaN   
 12432        -0.049           0.000  ...           NaN          NaN   
 12433        -1.132           0.000  ...           NaN          NaN   
 12434        -0.962           0.000  ...           NaN        155.0   
 12435        -0.341           0.000  ...           NaN      44685.0   
 12436        -0.475           0.000  ...           NaN          NaN   
 12437        -0.451           0.000  ...           NaN      57850.0   
 12438         0.179           0.000  ...           NaN       1000.0   
 12439        -2.189           0.000  ...           NaN        300.0   
 12440        -1.363           0.000  ...           NaN      12700.0   
 12441        -0.922           0.000  ...           NaN          NaN   
 12442        -0.005           0.000  ...           NaN      81610.0   
 12443        -0.456           0.000  ...           NaN          NaN   
 12444        -1.780           1.000  ...           NaN      19200.0   
 12445         0.509           0.000  ...           NaN       2500.0   
 12446        -0.691           0.000  ...           NaN          NaN   
 12447        -0.937           0.000  ...           NaN          NaN   
 12448        -0.135           0.000  ...           NaN    3136000.0   
 12449         0.090           0.000  ...           NaN      24642.0   
 12450        -1.181           1.000  ...           NaN          NaN   
 12451         0.009           0.000  ...           NaN          0.0   
 12452        -1.067           0.000  ...           NaN      10000.0   
 12453        -0.510           1.000  ...           NaN      31073.0   
 12454        -0.598           0.000  ...           NaN          NaN   
 12455         0.201           0.000  ...           NaN    1778076.0   
 12456         0.595           0.000  ...           NaN      82200.0   
 12457        -1.988           0.000  ...           NaN     110300.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.848817e+10  0.160514   14.246007   10.432049   
 1             NaN     7.837169e+09  0.000000   17.510224   13.340583   
 2             NaN     6.780262e+10  2.439597   29.299749   26.173587   
 3             NaN     3.096544e+10  2.226841   23.025751   21.333473   
 4             NaN     5.304623e+10  2.320303   29.475583   26.275960   
 5             NaN     1.643703e+11  0.494153   31.575758   29.026456   
 6             NaN     1.467932e+10  5.552309   19.096723   14.308729   
 7             NaN     7.785373e+10  0.000000   24.567787   18.886899   
 8             NaN     1.553803e+10  0.596125   39.715814   33.109750   
 9             NaN     4.091853e+10  1.961962   16.999310   13.298395   
 10            NaN     2.997532e+10  0.000000   40.839789   32.742607   
 11            NaN     2.683087e+10  1.290620   14.168614   11.200190   
 12            NaN     6.357192e+09  2.432610   15.709741   11.739773   
 13            NaN     1.813381e+10  1.415929   23.772461   20.952475   
 14            NaN     1.374033e+10  1.142857   15.700318   11.556053   
 15            NaN     4.397679e+10  1.603206   24.725260   21.689568   
 16            NaN     4.397679e+10  1.603206   31.030896   28.456936   
 17            NaN     2.221263e+10  0.256684   24.016636   20.358544   
 18            NaN     3.126353e+10  2.036255   26.228557   23.422618   
 19            NaN     1.146883e+11  3.015454   32.538739   27.924678   
 20            NaN     1.319843e+11  0.000000   36.425425   33.075655   
 21            NaN     9.810915e+10  2.459420   27.007926   24.322133   
 22            NaN     1.763281e+10  0.000000   31.003912   28.901543   
 23            NaN     1.014493e+11  0.000000   23.107249   20.202535   
 24            NaN     4.491136e+10  3.265687   21.772911   18.697680   
 25            NaN     3.349432e+10  0.000000   26.591558   24.128901   
 26            NaN     9.354938e+09  1.651255   12.325106    9.383063   
 27            NaN     9.354938e+09  1.651255   36.540580   34.829407   
 28            NaN     6.690686e+10  2.965075   25.879754   23.332876   
 29            NaN     3.883122e+11  2.344666   20.993590   18.662995   
 ...           ...              ...       ...         ...         ...   
 12428         NaN     2.901340e+06  0.000000   69.552026   67.453370   
 12429      263.52     1.471200e+06  0.000000  104.731360  102.280327   
 12430     3371.12     2.163250e+06  0.000000   96.255034   94.285630   
 12431         NaN     5.232760e+07  0.000000   90.812953   88.425007   
 12432         NaN     4.782610e+04       NaN   82.689289   80.251073   
 12433         NaN     1.059380e+06       NaN   71.647154   69.437860   
 12434      547.20     5.300660e+07  0.000000   71.463259   66.150907   
 12435   310602.87     2.367808e+07  0.000000  101.126592   99.211184   
 12436         NaN     5.030700e+01  0.000000   35.998451   29.433471   
 12437    26521.06     2.360575e+07  0.000000  124.037400  122.789680   
 12438     1053.73     1.430880e+06  0.000000  201.154590  199.852249   
 12439    29463.05     6.386160e+07  2.024291   34.169237   30.244578   
 12440     2518.06     1.660320e+06       NaN  151.453052  150.413331   
 12441         NaN     2.224200e+05  0.000000   48.179636   44.527696   
 12442      949.36     1.112200e+06  0.000000  168.738994  167.397712   
 12443         NaN     1.312212e+07  0.000000   86.449600   84.180199   
 12444  1852632.41     3.310303e+10  4.841463   20.631140   17.110057   
 12445        0.01     1.591600e+03  0.000000   51.710947   42.976993   
 12446         NaN     2.065490e+06  0.000000   86.165064   84.169866   
 12447         NaN     5.584920e+06  0.000000   54.187228   50.218055   
 12448    90000.21     1.558116e+06       NaN   95.955757   94.106344   
 12449    24487.46     2.913690e+07       NaN   84.429110   81.082200   
 12450         NaN     3.807000e+05  0.000000   66.304459   63.946340   
 12451         NaN     1.164115e+07  0.000000   96.625033   92.721812   
 12452    10325.72     1.798020e+07  0.000000   80.870274   79.148248   
 12453     5499.24     5.373720e+06       NaN   83.932256   81.649708   
 12454         NaN     3.367200e+05       NaN   31.493451   25.848858   
 12455    23113.62     3.292170e+06  0.000000  195.331376  194.016187   
 12456  2280375.86     9.934434e+08  0.617761   41.565761   33.134421   
 12457  6805808.50     2.773119e+08       NaN   23.734235   15.664211   
 
        HistBeta  PredBeta  DataDate  
 0      0.000300  0.105664  20041118  
 1     -0.000199  0.052062  20041118  
 2      0.055811  0.105795  20041118  
 3      0.024724  0.252693  20041118  
 4      0.075867  0.166019  20041118  
 5      0.348846  0.681973  20041118  
 6      0.003408  0.006625  20041118  
 7      0.000430 -0.051219  20041118  
 8      0.288504  0.672132  20041118  
 9     -0.039698 -0.006308  20041118  
 10     0.132583  0.492064  20041118  
 11     0.055980  0.171256  20041118  
 12    -0.000198  0.066887  20041118  
 13     0.049988  0.182773  20041118  
 14    -0.000198  0.014051  20041118  
 15     0.012102  0.192894  20041118  
 16     0.213468  0.338855  20041118  
 17     0.858373  0.920359  20041118  
 18     0.276932  0.469822  20041118  
 19     0.048704  0.207547  20041118  
 20     0.437059  0.593665  20041118  
 21     0.140256  0.308032  20041118  
 22     0.105268  0.270662  20041118  
 23     0.059987  0.244824  20041118  
 24     0.238176  0.445708  20041118  
 25     0.144363  0.341433  20041118  
 26     0.002616  0.171922  20041118  
 27     0.460681  0.691038  20041118  
 28     0.635712  0.758471  20041118  
 29     0.339226  0.445159  20041118  
 ...         ...       ...       ...  
 12428  0.533684  0.804709  20041118  
 12429  1.184114  1.264348  20041118  
 12430  0.659185  0.969382  20041118  
 12431  1.010407  1.294361  20041118  
 12432  0.983759  1.202736  20041118  
 12433  0.485569  0.678398  20041118  
 12434  0.563793  1.018601  20041118  
 12435  0.849153  1.071381  20041118  
 12436  0.787719  1.158803  20041118  
 12437  0.798508  1.020063  20041118  
 12438  1.088522  1.406533  20041118  
 12439 -0.000904  0.072891  20041118  
 12440  0.379037  0.619152  20041118  
 12441  0.582237  0.886463  20041118  
 12442  1.003917  1.231268  20041118  
 12443  0.796478  1.010586  20041118  
 12444  0.187279  0.188650  20041118  
 12445  1.240368  1.389589  20041118  
 12446  0.688079  0.905146  20041118  
 12447  0.574926  0.879905  20041118  
 12448  0.944129  1.111543  20041118  
 12449  1.047409  1.384971  20041118  
 12450  0.462725  0.667481  20041118  
 12451  1.010398  1.191755  20041118  
 12452  0.515207  0.755027  20041118  
 12453  0.771392  1.026266  20041118  
 12454  0.730934  1.037181  20041118  
 12455  1.098408  1.225911  20041118  
 12456  1.280047  1.278823  20041118  
 12457  0.091686  0.022315  20041118  
 
 [12458 rows x 92 columns],
 '20041119':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.048            0.000               0.0   
 1      USA0011            -0.072            0.000               0.0   
 2      USA0031             0.245            0.000               0.0   
 3      USA0062             0.466            0.430               0.0   
 4      USA00E2             0.058            0.000               0.0   
 5      USA00F1             0.110            0.000               0.0   
 6      USA00G2             0.590            0.000               0.0   
 7      USA00H1             0.185            0.000               0.0   
 8      USA00I1            -0.393            0.000               0.0   
 9      USA00J1            -0.083            0.000               0.0   
 10     USA00K1            -0.509            0.000               0.0   
 11     USA00P1            -0.127            0.000               0.0   
 12     USA00R1            -0.155            0.000               0.0   
 13     USA00S1             0.031            0.000               0.0   
 14     USA00V1             0.108            0.000               0.0   
 15     USA0131             0.417            1.000               0.0   
 16     USA0161             1.652            1.000               0.0   
 17     USA01I1            -0.378            0.000               0.0   
 18     USA01J2             0.040            0.000               0.0   
 19     USA01L1             1.805            0.000               0.0   
 20     USA01P1            -2.188            0.000               0.0   
 21     USA01Q1            -0.246            0.000               0.0   
 22     USA0202             0.366            0.000               0.0   
 23     USA0231            -0.149            0.000               0.0   
 24     USA0281             0.517            0.000               0.0   
 25     USA0291             0.155            0.000               0.0   
 26     USA02A1            -0.172            0.000               0.0   
 27     USA02B1            -1.847            0.000               0.0   
 28     USA02H1            -0.772            0.000               0.0   
 29     USA02P1            -0.052            0.143               0.0   
 ...        ...               ...              ...               ...   
 12430  USAZY61            -0.285            0.000               0.0   
 12431  USAZY71            -0.942            0.000               0.0   
 12432  USAZYI1             2.685            0.000               0.0   
 12433  USAZYJ1            -0.605            0.000               0.0   
 12434  USAZYK1            -0.441            0.000               0.0   
 12435  USAZYM1            -0.314            0.000               0.0   
 12436  USAZYO1            -2.670            0.000               0.0   
 12437  USAZYR1            -2.670            0.000               0.0   
 12438  USAZYS1            -0.911            0.000               0.0   
 12439  USAZYT1            -1.865            0.000               0.0   
 12440  USAZYV1            -0.916            0.000               0.0   
 12441  USAZYX1             0.041            0.000               0.0   
 12442  USAZZ41             2.685            0.000               0.0   
 12443  USAZZ51            -0.349            0.000               0.0   
 12444  USAZZ61            -0.872            0.000               0.0   
 12445  USAZZ71            -0.550            0.000               0.0   
 12446  USAZZ81             0.524            0.000               0.0   
 12447  USAZZ91             1.382            0.000               0.0   
 12448  USAZZA1            -0.533            0.000               0.0   
 12449  USAZZB1             0.082            0.000               0.0   
 12450  USAZZD1            -2.670            0.000               0.0   
 12451  USAZZF1             2.685            0.000               0.0   
 12452  USAZZI1            -0.120            0.000               0.0   
 12453  USAZZJ1             1.974            0.000               0.0   
 12454  USAZZL1            -0.027            0.000               0.0   
 12455  USAZZP1            -2.670            0.000               0.0   
 12456  USAZZR1            -0.683            0.000               0.0   
 12457  USAZZX1            -2.670            0.000               0.0   
 12458  USAZZY1            -0.664            0.000               0.0   
 12459  USAZZZ1             1.023            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 12456               0.0              0.0           0.0          0.000   
 12457               0.0              0.0           0.0          0.000   
 12458               0.0              0.0           0.0          0.000   
 12459               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.171           0.000  ...           NaN          NaN   
 1            -2.172           0.000  ...           NaN          NaN   
 2            -2.048           0.000  ...           NaN       6500.0   
 3            -2.112           0.000  ...           NaN          NaN   
 4            -2.006           0.000  ...           NaN       5956.0   
 5            -1.442           0.000  ...           NaN        255.0   
 6            -2.163           0.000  ...           NaN          NaN   
 7            -2.171           0.000  ...           NaN          NaN   
 8            -1.563           0.000  ...           NaN          NaN   
 9            -2.253           0.861  ...           NaN      29000.0   
 10           -1.870           0.000  ...           NaN      20750.0   
 11           -2.051           0.000  ...           NaN          NaN   
 12           -2.172           0.000  ...           NaN          NaN   
 13           -2.069           0.000  ...           NaN          NaN   
 14           -2.172           0.000  ...           NaN          NaN   
 15           -2.140           0.000  ...           NaN          NaN   
 16           -1.616           0.000  ...           NaN       1240.0   
 17           -0.359           0.000  ...           NaN      45651.0   
 18           -1.582           0.000  ...           NaN          NaN   
 19           -2.061           0.000  ...           NaN          NaN   
 20           -1.368           0.000  ...           NaN       1125.0   
 21           -1.884           1.000  ...           NaN          NaN   
 22           -1.942           0.000  ...           NaN          NaN   
 23           -2.039           0.000  ...           NaN      14920.0   
 24           -1.670           0.000  ...           NaN          NaN   
 25           -1.862           0.000  ...           NaN          NaN   
 26           -2.166           0.000  ...           NaN          NaN   
 27           -1.282           0.000  ...           NaN        210.0   
 28           -0.806           0.000  ...           NaN       5460.0   
 29           -1.451           0.000  ...           NaN       3000.0   
 ...             ...             ...  ...           ...          ...   
 12430        -1.008           0.000  ...           NaN          NaN   
 12431         0.391           0.000  ...           NaN      27850.0   
 12432        -0.523           0.000  ...           NaN      12100.0   
 12433         0.003           0.000  ...           NaN          NaN   
 12434        -0.048           0.000  ...           NaN          NaN   
 12435        -1.135           0.000  ...           NaN          NaN   
 12436        -1.054           0.000  ...           NaN      19000.0   
 12437        -0.391           0.000  ...           NaN      52338.0   
 12438        -0.470           0.000  ...           NaN          NaN   
 12439        -0.491           0.000  ...           NaN     150680.0   
 12440         0.175           0.000  ...           NaN          NaN   
 12441        -2.189           0.000  ...           NaN        300.0   
 12442        -1.273           0.000  ...           NaN       2500.0   
 12443        -0.902           0.000  ...           NaN          NaN   
 12444        -0.016           0.000  ...           NaN     186229.0   
 12445        -0.443           0.000  ...           NaN          NaN   
 12446        -1.726           1.000  ...           NaN      28700.0   
 12447         0.480           0.000  ...           NaN          NaN   
 12448        -0.676           0.000  ...           NaN       1000.0   
 12449        -0.902           0.000  ...           NaN          NaN   
 12450        -0.362           0.000  ...           NaN   75369130.0   
 12451         0.191           0.000  ...           NaN      29012.0   
 12452        -1.176           1.000  ...           NaN          NaN   
 12453        -0.017           0.000  ...           NaN          0.0   
 12454        -1.079           0.000  ...           NaN          NaN   
 12455        -0.625           1.000  ...           NaN      60591.0   
 12456        -0.586           0.000  ...           NaN          NaN   
 12457         0.008           0.000  ...           NaN     810483.0   
 12458         0.605           0.000  ...           NaN      64500.0   
 12459        -2.011           0.000  ...           NaN      96900.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.760574e+10  0.160514   13.921207   10.049035   
 1             NaN     7.792567e+09  0.000000   17.136284   12.844742   
 2             NaN     6.683334e+10  2.439597   28.344076   25.137749   
 3             NaN     3.046710e+10  2.226841   22.187573   20.437995   
 4             NaN     5.307290e+10  2.320303   28.474781   25.187671   
 5             NaN     1.611883e+11  0.494153   30.608042   27.844631   
 6             NaN     1.485398e+10  5.552309   18.660158   13.746447   
 7             NaN     7.752977e+10  0.000000   23.893201   18.127681   
 8             NaN     1.499679e+10  0.596125   38.555408   31.744643   
 9             NaN     4.041992e+10  1.961962   16.532466   12.745551   
 10            NaN     2.882307e+10  0.000000   39.772493   31.486690   
 11            NaN     2.656516e+10  1.290620   13.853813   10.800285   
 12            NaN     6.311902e+09  2.432610   15.365935   11.318073   
 13            NaN     1.786013e+10  1.415929   22.979980   20.134366   
 14            NaN     1.364155e+10  1.142857   15.372586   11.103244   
 15            NaN     4.311088e+10  1.603206   23.918189   20.792542   
 16            NaN     4.311088e+10  1.603206   30.059961   27.461118   
 17            NaN     2.205339e+10  0.256684   23.341363   19.550460   
 18            NaN     3.083273e+10  2.036255   25.369466   22.483768   
 19            NaN     1.153517e+11  3.015454   31.903930   26.999048   
 20            NaN     1.285359e+11  0.000000   35.574569   32.201852   
 21            NaN     9.676953e+10  2.459420   26.174288   23.446073   
 22            NaN     1.709765e+10  0.000000   29.982567   27.739937   
 23            NaN     1.007933e+11  0.000000   22.416043   19.426342   
 24            NaN     4.489135e+10  3.265687   21.149311   17.947213   
 25            NaN     3.262308e+10  0.000000   25.588912   23.054510   
 26            NaN     9.076927e+09  1.651255   12.261559    9.148733   
 27            NaN     9.076927e+09  1.651255   35.641197   33.855278   
 28            NaN     6.599591e+10  2.965075   25.170946   22.521991   
 29            NaN     3.824079e+11  2.344666   20.342953   17.908126   
 ...           ...              ...       ...         ...         ...   
 12430         NaN     2.901340e+06  0.000000   68.907683   66.753133   
 12431      339.47     1.471200e+06  0.000000  102.124726   99.573631   
 12432     3448.12     1.781500e+06  0.000000   96.006421   93.780038   
 12433         NaN     5.232760e+07  0.000000   90.110372   87.627663   
 12434         NaN     4.782610e+04       NaN   81.395157   78.838972   
 12435         NaN     1.059380e+06       NaN   71.413053   69.203259   
 12436      987.65     5.751780e+07  0.000000   70.015725   64.697211   
 12437   311294.82     2.441802e+07  0.000000   97.626014   95.567126   
 12438         NaN     5.030700e+01  0.000000   35.573250   28.727315   
 12439    29126.80     2.410800e+07  0.000000  119.394759  118.105633   
 12440         NaN     1.430880e+06  0.000000  193.604499  192.211752   
 12441    29632.14     6.412120e+07  2.024291   33.075605   29.056134   
 12442     2404.99     1.556550e+06       NaN  146.701335  145.655244   
 12443         NaN     2.224200e+05  0.000000   46.676358   42.809384   
 12444      831.55     1.112200e+06  0.000000  159.886428  158.411923   
 12445         NaN     1.312212e+07  0.000000   85.541138   83.179204   
 12446  1878044.41     3.292440e+10  4.841463   22.078730   18.866231   
 12447         NaN     1.591600e+03  0.000000   50.574087   41.269759   
 12448     5119.77     2.065490e+06  0.000000   85.499214   83.437785   
 12449         NaN     5.584920e+06  0.000000   52.334937   48.118607   
 12450   106977.15     2.596860e+06       NaN   92.905663   91.046850   
 12451    25437.72     2.782252e+07       NaN   82.871507   79.105356   
 12452         NaN     3.807000e+05  0.000000   65.527400   63.125982   
 12453         NaN     1.159814e+07  0.000000   93.397535   89.197708   
 12454         NaN     1.809780e+07  0.000000   77.958009   76.128194   
 12455     5709.50     6.106500e+06       NaN   82.707560   80.422611   
 12456         NaN     3.367200e+05       NaN   30.978785   25.030862   
 12457    24513.54     4.170082e+06  0.000000  188.576099  187.283642   
 12458  2328924.55     9.798557e+08  0.617761   40.675107   31.829161   
 12459  6566813.88     2.790132e+08       NaN   23.327856   15.017926   
 
        HistBeta  PredBeta  DataDate  
 0      0.000353  0.112891  20041119  
 1     -0.000146  0.062694  20041119  
 2      0.057330  0.119785  20041119  
 3      0.027842  0.262085  20041119  
 4      0.076610  0.180008  20041119  
 5      0.337662  0.680885  20041119  
 6      0.004264  0.030699  20041119  
 7      0.000568 -0.035361  20041119  
 8      0.281526  0.666608  20041119  
 9     -0.037327  0.004409  20041119  
 10     0.139846  0.487713  20041119  
 11     0.055991  0.176533  20041119  
 12    -0.000146  0.075718  20041119  
 13     0.047687  0.188553  20041119  
 14    -0.000146  0.030292  20041119  
 15     0.014639  0.205313  20041119  
 16     0.257097  0.420468  20041119  
 17     0.838097  0.896485  20041119  
 18     0.272607  0.466958  20041119  
 19     0.051330  0.234719  20041119  
 20     0.371655  0.503280  20041119  
 21     0.133305  0.300592  20041119  
 22     0.106296  0.297299  20041119  
 23     0.061337  0.243369  20041119  
 24     0.232239  0.443875  20041119  
 25     0.143567  0.343229  20041119  
 26     0.003021  0.184276  20041119  
 27     0.411477  0.620773  20041119  
 28     0.631491  0.744838  20041119  
 29     0.333387  0.442193  20041119  
 ...         ...       ...       ...  
 12430  0.538447  0.820465  20041119  
 12431  1.185294  1.304819  20041119  
 12432  0.762674  1.117735  20041119  
 12433  1.005730  1.296604  20041119  
 12434  0.982103  1.198521  20041119  
 12435  0.479655  0.683640  20041119  
 12436  0.517089  0.941588  20041119  
 12437  0.823532  0.994965  20041119  
 12438  0.786863  1.147044  20041119  
 12439  0.777171  0.993797  20041119  
 12440  1.085367  1.382160  20041119  
 12441 -0.007654  0.071983  20041119  
 12442  0.415678  0.681008  20041119  
 12443  0.587471  0.896350  20041119  
 12444  0.997114  1.243553  20041119  
 12445  0.799265  1.016044  20041119  
 12446  0.206047  0.218851  20041119  
 12447  1.226382  1.385618  20041119  
 12448  0.691855  0.919687  20041119  
 12449  0.587183  0.904559  20041119  
 12450  0.836908  0.983603  20041119  
 12451  1.092682  1.459471  20041119  
 12452  0.460744  0.677912  20041119  
 12453  0.996236  1.219084  20041119  
 12454  0.505210  0.802441  20041119  
 12455  0.715513  0.922917  20041119  
 12456  0.733501  1.039833  20041119  
 12457  1.008117  1.148086  20041119  
 12458  1.284066  1.280573  20041119  
 12459  0.074269  0.040578  20041119  
 
 [12460 rows x 92 columns],
 '20041122':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.741            0.000               0.0   
 1      USA0011             0.663            0.000               0.0   
 2      USA0031            -0.935            0.000               0.0   
 3      USA0062            -0.524            0.430               0.0   
 4      USA00E2            -0.897            0.000               0.0   
 5      USA00F1            -0.363            0.000               0.0   
 6      USA00G2            -0.914            0.000               0.0   
 7      USA00H1            -0.402            0.000               0.0   
 8      USA00I1            -1.086            0.000               0.0   
 9      USA00J1            -0.588            0.000               0.0   
 10     USA00K1            -1.662            0.000               0.0   
 11     USA00P1            -0.412            0.000               0.0   
 12     USA00R1            -0.262            0.000               0.0   
 13     USA00S1            -0.439            0.000               0.0   
 14     USA00V1            -0.094            0.000               0.0   
 15     USA0131            -0.390            1.000               0.0   
 16     USA0161             0.795            1.000               0.0   
 17     USA01I1            -0.247            0.000               0.0   
 18     USA01J2            -0.271            0.000               0.0   
 19     USA01L1             0.608            0.000               0.0   
 20     USA01P1            -0.543            0.000               0.0   
 21     USA01Q1            -0.734            0.000               0.0   
 22     USA0202            -0.455            0.000               0.0   
 23     USA0231            -0.494            0.000               0.0   
 24     USA0281            -0.221            0.000               0.0   
 25     USA0291            -0.388            0.000               0.0   
 26     USA02A1            -0.282            0.000               0.0   
 27     USA02B1             2.168            0.000               0.0   
 28     USA02H1            -0.422            0.000               0.0   
 29     USA02P1            -0.865            0.143               0.0   
 ...        ...               ...              ...               ...   
 12428  USAZY61             0.142            0.000               0.0   
 12429  USAZY71             2.804            0.000               0.0   
 12430  USAZYI1            -0.394            0.000               0.0   
 12431  USAZYJ1             0.915            0.000               0.0   
 12432  USAZYK1             0.021            0.000               0.0   
 12433  USAZYM1             0.065            0.000               0.0   
 12434  USAZYO1             0.860            0.000               0.0   
 12435  USAZYR1             2.675            0.000               0.0   
 12436  USAZYS1            -0.326            0.000               0.0   
 12437  USAZYT1             0.305            0.000               0.0   
 12438  USAZYV1            -0.128            0.000               0.0   
 12439  USAZYX1            -0.269            0.000               0.0   
 12440  USAZZ41             2.618            0.000               0.0   
 12441  USAZZ51            -0.221            0.000               0.0   
 12442  USAZZ61             0.499            0.000               0.0   
 12443  USAZZ71            -0.311            0.000               0.0   
 12444  USAZZ81             0.388            0.000               0.0   
 12445  USAZZ91             1.877            0.000               0.0   
 12446  USAZZA1            -2.844            0.000               0.0   
 12447  USAZZB1             0.678            0.000               0.0   
 12448  USAZZD1             2.781            0.000               0.0   
 12449  USAZZF1             0.594            0.000               0.0   
 12450  USAZZI1            -0.040            0.000               0.0   
 12451  USAZZJ1             2.810            0.000               0.0   
 12452  USAZZL1             0.728            0.000               0.0   
 12453  USAZZP1            -2.844            0.000               0.0   
 12454  USAZZR1             0.089            0.000               0.0   
 12455  USAZZX1             2.810            0.000               0.0   
 12456  USAZZY1             0.860            0.000               0.0   
 12457  USAZZZ1             2.520            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 12456               0.0              0.0           0.0          0.000   
 12457               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.179           0.000  ...           NaN          NaN   
 1            -2.180           0.000  ...           NaN          NaN   
 2            -2.059           0.000  ...           NaN       6500.0   
 3            -2.122           0.000  ...           NaN          NaN   
 4            -2.056           0.000  ...           NaN       5956.0   
 5            -1.449           0.000  ...           NaN        255.0   
 6            -2.172           0.000  ...           NaN        600.0   
 7            -2.179           0.000  ...           NaN          NaN   
 8            -1.573           0.000  ...           NaN          NaN   
 9            -2.262           0.861  ...           NaN      29000.0   
 10           -1.852           0.000  ...           NaN      17500.0   
 11           -2.059           0.000  ...           NaN          NaN   
 12           -2.180           0.000  ...           NaN          NaN   
 13           -2.072           0.000  ...           NaN          NaN   
 14           -2.180           0.000  ...           NaN          NaN   
 15           -2.151           0.000  ...           NaN          NaN   
 16           -1.658           0.000  ...           NaN        600.0   
 17           -0.366           0.000  ...           NaN      45651.0   
 18           -1.595           0.000  ...           NaN          NaN   
 19           -2.074           0.000  ...           NaN          NaN   
 20           -1.375           0.000  ...           NaN          NaN   
 21           -1.877           1.000  ...           NaN          NaN   
 22           -1.951           0.000  ...           NaN          NaN   
 23           -2.050           0.000  ...           NaN      14920.0   
 24           -1.680           0.000  ...           NaN          NaN   
 25           -1.867           0.000  ...           NaN          NaN   
 26           -2.174           0.000  ...           NaN          NaN   
 27           -1.372           0.000  ...           NaN        120.0   
 28           -0.814           0.000  ...           NaN       5460.0   
 29           -1.465           0.000  ...           NaN       3000.0   
 ...             ...             ...  ...           ...          ...   
 12428        -1.015           0.000  ...           NaN          NaN   
 12429         0.294           0.000  ...           NaN        500.0   
 12430        -0.525           0.000  ...           NaN          NaN   
 12431        -0.003           0.000  ...           NaN          NaN   
 12432        -0.049           0.000  ...           NaN          NaN   
 12433        -1.139           0.000  ...           NaN          NaN   
 12434        -1.074           0.000  ...           NaN       1000.0   
 12435        -0.621           0.000  ...           NaN    1334801.0   
 12436        -0.473           0.000  ...           NaN          NaN   
 12437        -0.502           0.000  ...           NaN      66140.0   
 12438         0.173           0.000  ...           NaN       8600.0   
 12439        -2.183           0.000  ...           NaN       2900.0   
 12440        -1.305           0.000  ...           NaN      57265.0   
 12441        -0.908           0.000  ...           NaN       8700.0   
 12442        -0.022           0.000  ...           NaN     245710.0   
 12443        -0.449           0.000  ...           NaN          NaN   
 12444        -1.762           1.000  ...           NaN      17200.0   
 12445         0.486           0.000  ...           NaN          NaN   
 12446        -0.654           0.000  ...           NaN      12800.0   
 12447        -0.913           0.000  ...           NaN          NaN   
 12448        -0.408           0.000  ...           NaN   38069730.0   
 12449         0.191           0.000  ...           NaN      12435.0   
 12450        -1.204           1.000  ...           NaN          NaN   
 12451        -0.039           0.000  ...           NaN          0.0   
 12452        -1.081           0.000  ...           NaN       6500.0   
 12453        -0.591           1.000  ...           NaN      84920.0   
 12454        -0.591           0.000  ...           NaN          NaN   
 12455        -0.124           0.000  ...           NaN     949650.0   
 12456         0.585           0.000  ...           NaN      45300.0   
 12457        -2.037           0.000  ...           NaN      53600.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.816728e+10  0.160514   14.049082   10.079602   
 1             NaN     8.028319e+09  0.000000   17.296833   12.956770   
 2             NaN     6.702094e+10  2.439597   28.448546   25.152631   
 3             NaN     3.063035e+10  2.226841   22.134611   20.368389   
 4             NaN     5.240616e+10  2.320303   28.522065   25.161687   
 5             NaN     1.639269e+11  0.494153   30.500714   27.774722   
 6             NaN     1.463962e+10  5.552309   18.978331   13.977882   
 7             NaN     7.822952e+10  0.000000   23.863931   18.043805   
 8             NaN     1.480886e+10  0.596125   38.483602   31.731277   
 9             NaN     4.042796e+10  1.961962   16.719995   12.840929   
 10            NaN     2.897557e+10  0.000000   39.817931   31.571290   
 11            NaN     2.681315e+10  1.290620   13.856412   10.758506   
 12            NaN     6.388122e+09  2.432610   15.411600   11.265072   
 13            NaN     1.802528e+10  1.415929   23.021081   20.115273   
 14            NaN     1.385937e+10  1.142857   15.331802   11.053132   
 15            NaN     4.327123e+10  1.603206   23.872038   20.713562   
 16            NaN     4.327123e+10  1.603206   29.991762   27.464919   
 17            NaN     2.217390e+10  0.256684   23.112716   19.489765   
 18            NaN     3.080538e+10  2.036255   25.323755   22.430635   
 19            NaN     1.172778e+11  3.015454   31.933641   26.979752   
 20            NaN     1.295501e+11  0.000000   35.372302   32.146578   
 21            NaN     9.711052e+10  2.459420   26.181016   23.452955   
 22            NaN     1.723487e+10  0.000000   29.784344   27.608864   
 23            NaN     1.014240e+11  0.000000   22.389468   19.334428   
 24            NaN     4.523144e+10  3.265687   21.085906   17.851612   
 25            NaN     3.252628e+10  0.000000   25.428376   22.881542   
 26            NaN     9.400796e+09  1.651255   12.130418    9.104487   
 27            NaN     9.400796e+09  1.651255   36.253009   34.561536   
 28            NaN     6.616065e+10  2.965075   25.011404   22.462212   
 29            NaN     3.805101e+11  2.344666   20.411192   17.939121   
 ...           ...              ...       ...         ...         ...   
 12428         NaN     2.901340e+06  0.000000   69.480599   67.329102   
 12429      356.23     1.103400e+06  0.000000   99.884784   97.299024   
 12430         NaN     1.781500e+06  0.000000   93.381900   90.981169   
 12431         NaN     5.232760e+07  0.000000   89.319750   86.853015   
 12432         NaN     4.782610e+04       NaN   81.131458   78.612461   
 12433         NaN     1.059380e+06       NaN   69.897208   67.624041   
 12434     1058.49     5.639000e+07  0.000000   70.723230   65.737993   
 12435   327868.10     1.849850e+07  0.000000  104.756098  102.829363   
 12436         NaN     5.030700e+01  0.000000   35.230971   28.533834   
 12437    30559.10     2.410800e+07  0.000000  118.791397  117.534530   
 12438      601.45     1.430880e+06  0.000000  192.684462  191.319066   
 12439    27675.38     6.464040e+07  2.024291   33.028985   28.880684   
 12440     2073.91     1.487370e+06       NaN  148.925853  147.834231   
 12441       12.43     2.224200e+05  0.000000   46.296185   42.416981   
 12442      688.84     1.112200e+06  0.000000  158.122964  156.644079   
 12443         NaN     1.312212e+07  0.000000   85.096444   82.744731   
 12444  1691777.19     3.245734e+10  4.841463   21.689439   18.400504   
 12445         NaN     1.591600e+03  0.000000   50.612579   41.226378   
 12446     5257.19     2.174200e+06  0.000000   85.589806   83.426175   
 12447         NaN     5.584920e+06  0.000000   52.373935   48.092628   
 12448   116503.59     2.077488e+06       NaN   90.351558   88.418719   
 12449    25328.35     2.782252e+07       NaN   83.359575   79.833872   
 12450         NaN     3.807000e+05  0.000000   64.596292   62.172068   
 12451         NaN     1.146479e+07  0.000000   93.308095   89.029531   
 12452     9721.47     1.801162e+07  0.000000   77.563290   75.698564   
 12453     5855.92     6.839280e+06       NaN   87.727284   85.537355   
 12454         NaN     3.367200e+05       NaN   30.784476   24.907777   
 12455    26841.73     2.853214e+06  0.000000  190.989010  189.742081   
 12456  2415122.19     9.810910e+08  0.617761   40.542023   31.761268   
 12457  6274797.56     2.773119e+08       NaN   23.643811   14.913895   
 
        HistBeta  PredBeta  DataDate  
 0      0.000325  0.099670  20041122  
 1     -0.000164  0.075759  20041122  
 2      0.055681  0.103594  20041122  
 3      0.026658  0.250357  20041122  
 4      0.057390  0.146291  20041122  
 5      0.336919  0.670186  20041122  
 6      0.003791  0.007227  20041122  
 7      0.000515 -0.038176  20041122  
 8      0.279947  0.632791  20041122  
 9     -0.037617 -0.006193  20041122  
 10     0.151306  0.464467  20041122  
 11     0.055590  0.170745  20041122  
 12    -0.000164  0.073184  20041122  
 13     0.049675  0.179256  20041122  
 14    -0.000164  0.032108  20041122  
 15     0.013492  0.190329  20041122  
 16     0.240614  0.410057  20041122  
 17     0.836217  0.887771  20041122  
 18     0.269605  0.459716  20041122  
 19     0.049037  0.235935  20041122  
 20     0.370820  0.503479  20041122  
 21     0.139623  0.289798  20041122  
 22     0.105380  0.273176  20041122  
 23     0.060006  0.242602  20041122  
 24     0.230638  0.437353  20041122  
 25     0.144064  0.334483  20041122  
 26     0.002794  0.167174  20041122  
 27     0.372228  0.634710  20041122  
 28     0.629546  0.747751  20041122  
 29     0.329514  0.423039  20041122  
 ...         ...       ...       ...  
 12428  0.536895  0.816063  20041122  
 12429  1.140502  1.326682  20041122  
 12430  0.762668  1.148365  20041122  
 12431  1.003231  1.307600  20041122  
 12432  0.982234  1.213172  20041122  
 12433  0.479887  0.687120  20041122  
 12434  0.509722  0.926642  20041122  
 12435  0.718780  0.968675  20041122  
 12436  0.786973  1.136596  20041122  
 12437  0.773432  1.006668  20041122  
 12438  1.084503  1.384537  20041122  
 12439 -0.001201  0.076972  20041122  
 12440  0.403346  0.717003  20041122  
 12441  0.586418  0.890551  20041122  
 12442  0.994448  1.260392  20041122  
 12443  0.797777  1.018345  20041122  
 12444  0.192888  0.218346  20041122  
 12445  1.228725  1.413994  20041122  
 12446  0.703518  0.893519  20041122  
 12447  0.583781  0.934687  20041122  
 12448  0.816642  1.059026  20041122  
 12449  1.092603  1.421693  20041122  
 12450  0.449798  0.664408  20041122  
 12451  0.986691  1.252900  20041122  
 12452  0.506534  0.813717  20041122  
 12453  0.732430  0.836981  20041122  
 12454  0.732349  1.042632  20041122  
 12455  0.947518  1.185052  20041122  
 12456  1.274440  1.292648  20041122  
 12457  0.065906  0.084558  20041122  
 
 [12458 rows x 92 columns],
 '20041123':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.868            0.000               0.0   
 1      USA0011             0.364            0.000               0.0   
 2      USA0031            -0.293            0.000               0.0   
 3      USA0062             0.118            0.430               0.0   
 4      USA00E2            -0.368            0.000               0.0   
 5      USA00F1             0.184            0.000               0.0   
 6      USA00G2            -0.515            0.000               0.0   
 7      USA00H1            -0.481            0.000               0.0   
 8      USA00I1            -0.616            0.000               0.0   
 9      USA00J1            -0.208            0.000               0.0   
 10     USA00K1            -0.898            0.000               0.0   
 11     USA00P1            -0.091            0.000               0.0   
 12     USA00R1            -0.182            0.000               0.0   
 13     USA00S1            -0.191            0.000               0.0   
 14     USA00V1            -0.151            0.000               0.0   
 15     USA0131             0.375            1.000               0.0   
 16     USA0161            -1.114            1.000               0.0   
 17     USA01I1             0.165            0.000               0.0   
 18     USA01J2             0.363            0.000               0.0   
 19     USA01L1             0.405            0.000               0.0   
 20     USA01P1             0.143            0.000               0.0   
 21     USA01Q1            -0.243            0.000               0.0   
 22     USA0202             0.382            0.000               0.0   
 23     USA0231            -2.746            0.000               0.0   
 24     USA0281             0.103            0.000               0.0   
 25     USA0291            -0.094            0.000               0.0   
 26     USA02A1            -0.322            0.000               0.0   
 27     USA02B1             0.278            0.000               0.0   
 28     USA02H1             0.057            0.000               0.0   
 29     USA02P1            -0.454            0.143               0.0   
 ...        ...               ...              ...               ...   
 12431  USAZY61             0.860            0.000               0.0   
 12432  USAZY71            -2.746            0.000               0.0   
 12433  USAZYI1            -0.039            0.000               0.0   
 12434  USAZYJ1            -1.193            0.000               0.0   
 12435  USAZYK1             0.025            0.000               0.0   
 12436  USAZYM1            -0.120            0.000               0.0   
 12437  USAZYO1            -0.343            0.000               0.0   
 12438  USAZYR1            -2.172            0.000               0.0   
 12439  USAZYS1            -0.039            0.000               0.0   
 12440  USAZYT1             2.449            0.000               0.0   
 12441  USAZYV1             0.206            0.000               0.0   
 12442  USAZYX1             0.541            0.000               0.0   
 12443  USAZZ41             1.857            0.000               0.0   
 12444  USAZZ51             0.460            0.000               0.0   
 12445  USAZZ61             0.286            0.000               0.0   
 12446  USAZZ71             0.245            0.000               0.0   
 12447  USAZZ81            -0.461            0.000               0.0   
 12448  USAZZ91             0.995            0.000               0.0   
 12449  USAZZA1            -2.630            0.000               0.0   
 12450  USAZZB1             0.617            0.000               0.0   
 12451  USAZZD1             0.265            0.000               0.0   
 12452  USAZZF1             0.658            0.000               0.0   
 12453  USAZZI1             0.448            0.000               0.0   
 12454  USAZZJ1             0.364            0.000               0.0   
 12455  USAZZL1             2.188            0.000               0.0   
 12456  USAZZP1             0.714            0.000               0.0   
 12457  USAZZR1             0.340            0.000               0.0   
 12458  USAZZX1            -2.207            0.000               0.0   
 12459  USAZZY1             1.170            0.000               0.0   
 12460  USAZZZ1             0.577            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 12456               0.0              0.0           0.0          0.000   
 12457               0.0              0.0           0.0          0.000   
 12458               0.0              0.0           0.0          0.000   
 12459               0.0              0.0           0.0          0.000   
 12460               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.180           0.000  ...           NaN          NaN   
 1            -2.181           0.000  ...           NaN          NaN   
 2            -2.060           0.000  ...           NaN       6500.0   
 3            -2.123           0.000  ...           NaN          NaN   
 4            -2.057           0.000  ...           NaN       5956.0   
 5            -1.450           0.000  ...           NaN        255.0   
 6            -2.173           0.000  ...           NaN          NaN   
 7            -2.180           0.000  ...           NaN          NaN   
 8            -1.573           0.000  ...           NaN          NaN   
 9            -2.263           0.861  ...           NaN      29000.0   
 10           -1.852           0.000  ...           NaN          NaN   
 11           -2.060           0.000  ...           NaN          NaN   
 12           -2.181           0.000  ...           NaN          NaN   
 13           -2.072           0.000  ...           NaN          NaN   
 14           -2.181           0.000  ...           NaN          NaN   
 15           -2.152           0.000  ...           NaN          NaN   
 16           -1.655           0.000  ...           NaN        715.0   
 17           -0.365           0.000  ...           NaN      45651.0   
 18           -1.596           0.000  ...           NaN          NaN   
 19           -2.075           0.000  ...           NaN          NaN   
 20           -1.376           0.000  ...           NaN       1000.0   
 21           -1.878           1.000  ...           NaN          NaN   
 22           -1.953           0.000  ...           NaN          NaN   
 23           -2.022           0.000  ...           NaN       1150.0   
 24           -1.680           0.000  ...           NaN          NaN   
 25           -1.868           0.000  ...           NaN          NaN   
 26           -2.175           0.000  ...           NaN          NaN   
 27           -1.373           0.000  ...           NaN          NaN   
 28           -0.814           0.000  ...           NaN       5460.0   
 29           -1.469           0.000  ...           NaN       3000.0   
 ...             ...             ...  ...           ...          ...   
 12431        -1.015           0.000  ...           NaN          NaN   
 12432         0.293           0.000  ...           NaN      11441.0   
 12433        -0.526           0.000  ...           NaN          NaN   
 12434        -0.002           0.000  ...           NaN       1000.0   
 12435        -0.048           0.000  ...           NaN          NaN   
 12436        -1.139           0.000  ...           NaN          NaN   
 12437        -1.076           0.000  ...           NaN          NaN   
 12438        -0.619           0.000  ...           NaN     368011.0   
 12439        -0.472           0.000  ...           NaN          NaN   
 12440        -0.501           0.000  ...           NaN      23200.0   
 12441         0.174           0.000  ...           NaN       2800.0   
 12442        -2.183           0.000  ...           NaN        200.0   
 12443        -1.305           0.000  ...           NaN      12600.0   
 12444        -0.907           0.000  ...           NaN          NaN   
 12445        -0.021           0.000  ...           NaN     120175.0   
 12446        -0.448           0.000  ...           NaN          NaN   
 12447        -1.762           1.000  ...           NaN      14800.0   
 12448         0.487           0.000  ...           NaN          NaN   
 12449        -0.636           0.000  ...           NaN      35100.0   
 12450        -0.913           0.000  ...           NaN          NaN   
 12451        -0.407           0.000  ...           NaN   44487810.0   
 12452         0.191           0.000  ...           NaN       9400.0   
 12453        -1.204           1.000  ...           NaN          NaN   
 12454        -0.037           0.000  ...           NaN          0.0   
 12455        -1.081           0.000  ...           NaN       7500.0   
 12456        -0.590           1.000  ...           NaN          NaN   
 12457        -0.591           0.000  ...           NaN          NaN   
 12458        -0.110           0.000  ...           NaN    3031996.0   
 12459         0.585           0.000  ...           NaN      65000.0   
 12460        -2.038           0.000  ...           NaN      37500.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.776618e+10  0.160514   13.912050    9.976940   
 1             NaN     8.072921e+09  0.000000   16.952659   12.590158   
 2             NaN     6.605166e+10  2.439597   27.656355   24.410757   
 3             NaN     3.069909e+10  2.226841   21.504452   19.770498   
 4             NaN     5.216613e+10  2.320303   27.729109   24.417314   
 5             NaN     1.674480e+11  0.494153   29.565200   26.900096   
 6             NaN     1.455230e+10  5.552309   18.549706   13.611717   
 7             NaN     7.768527e+10  0.000000   23.306504   17.525563   
 8             NaN     1.466228e+10  0.596125   37.539792   30.815746   
 9             NaN     4.037971e+10  1.961962   16.314432   12.499990   
 10            NaN     2.863668e+10  0.000000   38.867277   30.704772   
 11            NaN     2.661830e+10  1.290620   13.492747   10.438953   
 12            NaN     6.414633e+09  2.432610   15.014515   10.937290   
 13            NaN     1.825178e+10  1.415929   22.390746   19.529376   
 14            NaN     1.374033e+10  1.142857   14.961433   10.731026   
 15            NaN     4.355987e+10  1.603206   23.239545   20.123312   
 16            NaN     4.355987e+10  1.603206   29.324851   26.790636   
 17            NaN     2.199313e+10  0.256684   22.537739   18.914987   
 18            NaN     3.107548e+10  2.036255   24.660680   21.794307   
 19            NaN     1.167642e+11  3.015454   31.107714   26.220961   
 20            NaN     1.284683e+11  0.000000   34.457224   31.228086   
 21            NaN     9.672081e+10  2.459420   25.415641   22.734835   
 22            NaN     1.717998e+10  0.000000   28.958390   26.817834   
 23            NaN     1.019539e+11  0.000000   24.158624   21.172282   
 24            NaN     4.513142e+10  3.265687   20.515000   17.328338   
 25            NaN     3.242947e+10  0.000000   24.722428   22.182231   
 26            NaN     9.208767e+09  1.651255   11.962886    8.876249   
 27            NaN     9.208767e+09  1.651255   35.283743   33.583113   
 28            NaN     6.576332e+10  2.965075   24.366195   21.807551   
 29            NaN     3.775580e+11  2.344666   19.856563   17.411492   
 ...           ...              ...       ...         ...         ...   
 12431         NaN     2.901340e+06  0.000000   67.898618   65.746760   
 12432      371.24     1.471200e+06  0.000000   99.179864   96.706073   
 12433         NaN     1.781500e+06  0.000000   90.457392   88.056317   
 12434      960.53     5.413200e+07  0.000000   87.579799   85.188002   
 12435         NaN     4.782610e+04       NaN   78.920707   76.410213   
 12436         NaN     1.059380e+06       NaN   68.031055   65.758968   
 12437         NaN     5.639000e+07  0.000000   68.508017   63.476536   
 12438   321663.45     1.963468e+07  0.000000  101.930934  100.047331   
 12439         NaN     5.030700e+01  0.000000   34.324069   27.673194   
 12440    29665.68     2.360575e+07  0.000000  115.728259  114.414405   
 12441      577.93     1.430880e+06  0.000000  187.543971  186.186697   
 12442    26530.59     6.464040e+07  2.024291   32.228543   28.098052   
 12443     2003.70     1.856988e+06       NaN  144.909047  143.796474   
 12444         NaN     2.224200e+05  0.000000   44.980062   41.110293   
 12445      668.46     1.112200e+06  0.000000  153.734872  152.225992   
 12446         NaN     1.312212e+07  0.000000   83.076756   80.745767   
 12447  1642575.05     3.276708e+10  4.841463   19.970570   16.505883   
 12448         NaN     1.591600e+03  0.000000   49.315393   39.978890   
 12449     5417.09     2.717750e+06  0.000000   85.796561   83.708956   
 12450         NaN     5.584920e+06  0.000000   50.999417   46.720528   
 12451   119296.67     2.077488e+06       NaN   88.693306   86.883293   
 12452    24809.42     2.782252e+07       NaN   81.344577   77.859572   
 12453         NaN     3.807000e+05  0.000000   62.968442   60.555758   
 12454         NaN     1.162848e+07  0.000000   90.685733   86.549024   
 12455     9978.45     1.766690e+07  0.000000   75.589480   73.606555   
 12456         NaN     6.839280e+06       NaN   86.000619   83.919020   
 12457         NaN     3.367200e+05       NaN   30.058784   24.210900   
 12458    31823.46     4.938255e+06  0.000000  193.791763  192.628910   
 12459  2402143.82     9.699738e+08  0.617761   39.636753   30.955000   
 12460  5992702.95     2.767448e+08       NaN   22.550937   14.237008   
 
        HistBeta  PredBeta  DataDate  
 0      0.000324  0.087292  20041123  
 1     -0.000165  0.076494  20041123  
 2      0.055649  0.108313  20041123  
 3      0.026628  0.255539  20041123  
 4      0.057359  0.150570  20041123  
 5      0.336734  0.671742  20041123  
 6      0.003783  0.002296  20041123  
 7      0.000509 -0.043135  20041123  
 8      0.279835  0.633479  20041123  
 9     -0.037628 -0.005702  20041123  
 10     0.151329  0.462917  20041123  
 11     0.055574  0.173700  20041123  
 12    -0.000165  0.068614  20041123  
 13     0.050033  0.176117  20041123  
 14    -0.000165  0.030506  20041123  
 15     0.013491  0.198212  20041123  
 16     0.242084  0.396899  20041123  
 17     0.836280  0.895666  20041123  
 18     0.269530  0.466981  20041123  
 19     0.049013  0.239208  20041123  
 20     0.370637  0.511910  20041123  
 21     0.139648  0.288690  20041123  
 22     0.105165  0.288167  20041123  
 23     0.073152  0.230243  20041123  
 24     0.230744  0.441583  20041123  
 25     0.143996  0.334811  20041123  
 26     0.002789  0.172338  20041123  
 27     0.371998  0.640414  20041123  
 28     0.629564  0.751976  20041123  
 29     0.327870  0.419951  20041123  
 ...         ...       ...       ...  
 12431  0.537001  0.835121  20041123  
 12432  1.139287  1.234675  20041123  
 12433  0.762232  1.155739  20041123  
 12434  1.003569  1.281296  20041123  
 12435  0.982248  1.214966  20041123  
 12436  0.480038  0.688258  20041123  
 12437  0.508988  0.920904  20041123  
 12438  0.719279  0.944946  20041123  
 12439  0.787045  1.141971  20041123  
 12440  0.773510  1.053284  20041123  
 12441  1.084488  1.392337  20041123  
 12442 -0.001024  0.085479  20041123  
 12443  0.403516  0.730626  20041123  
 12444  0.586505  0.902289  20041123  
 12445  0.994468  1.263587  20041123  
 12446  0.797829  1.022461  20041123  
 12447  0.193154  0.208684  20041123  
 12448  1.228713  1.419296  20041123  
 12449  0.711634  0.896946  20041123  
 12450  0.583736  0.943658  20041123  
 12451  0.817069  1.016611  20041123  
 12452  1.092346  1.426659  20041123  
 12453  0.449798  0.668193  20041123  
 12454  0.987382  1.247812  20041123  
 12455  0.506353  0.839858  20041123  
 12456  0.732469  0.889377  20041123  
 12457  0.732397  1.051130  20041123  
 12458  0.953833  1.115620  20041123  
 12459  1.273579  1.307834  20041123  
 12460  0.065823  0.078862  20041123  
 
 [12461 rows x 92 columns],
 '20041124':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.385            0.000               0.0   
 1      USA0011             0.345            0.000               0.0   
 2      USA0031            -0.230            0.000               0.0   
 3      USA0062            -0.002            0.430               0.0   
 4      USA00E2            -0.299            0.000               0.0   
 5      USA00F1             0.219            0.000               0.0   
 6      USA00G2            -0.883            0.000               0.0   
 7      USA00H1            -0.457            0.000               0.0   
 8      USA00I1            -0.026            0.000               0.0   
 9      USA00J1            -0.166            0.000               0.0   
 10     USA00K1             0.241            0.000               0.0   
 11     USA00P1             0.126            0.000               0.0   
 12     USA00R1             0.114            0.000               0.0   
 13     USA00S1            -0.362            0.000               0.0   
 14     USA00V1            -0.090            0.000               0.0   
 15     USA0131            -0.363            1.000               0.0   
 16     USA0161             0.220            1.000               0.0   
 17     USA01I1             0.602            0.000               0.0   
 18     USA01J2             0.485            0.000               0.0   
 19     USA01L1             0.555            0.000               0.0   
 20     USA01P1             0.318            0.000               0.0   
 21     USA01Q1             0.118            0.000               0.0   
 22     USA0202             0.026            0.000               0.0   
 23     USA0231             0.112            0.000               0.0   
 24     USA0281             0.654            0.000               0.0   
 25     USA0291             0.157            0.000               0.0   
 26     USA02A1             0.225            0.000               0.0   
 27     USA02B1            -1.201            0.000               0.0   
 28     USA02H1             0.262            0.000               0.0   
 29     USA02P1            -0.195            0.143               0.0   
 ...        ...               ...              ...               ...   
 12430  USAZY61             0.631            0.000               0.0   
 12431  USAZY71            -2.666            0.000               0.0   
 12432  USAZYI1             0.609            0.000               0.0   
 12433  USAZYJ1            -2.903            0.000               0.0   
 12434  USAZYK1             0.805            0.000               0.0   
 12435  USAZYM1            -0.297            0.000               0.0   
 12436  USAZYO1            -0.208            0.000               0.0   
 12437  USAZYR1             0.200            0.000               0.0   
 12438  USAZYS1             0.776            0.000               0.0   
 12439  USAZYT1            -2.903            0.000               0.0   
 12440  USAZYV1             0.978            0.000               0.0   
 12441  USAZYX1             0.091            0.000               0.0   
 12442  USAZZ41             2.213            0.000               0.0   
 12443  USAZZ51             0.388            0.000               0.0   
 12444  USAZZ61             1.066            0.000               0.0   
 12445  USAZZ71             0.880            0.000               0.0   
 12446  USAZZ81            -0.409            0.000               0.0   
 12447  USAZZ91             1.288            0.000               0.0   
 12448  USAZZA1             0.714            0.000               0.0   
 12449  USAZZB1            -0.356            0.000               0.0   
 12450  USAZZD1             0.598            0.000               0.0   
 12451  USAZZF1            -0.016            0.000               0.0   
 12452  USAZZI1            -0.268            0.000               0.0   
 12453  USAZZJ1             0.849            0.000               0.0   
 12454  USAZZL1             0.524            0.000               0.0   
 12455  USAZZP1            -0.215            0.000               0.0   
 12456  USAZZR1             0.663            0.000               0.0   
 12457  USAZZX1             2.857            0.000               0.0   
 12458  USAZZY1            -1.161            0.000               0.0   
 12459  USAZZZ1            -2.836            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 12456               0.0              0.0           0.0          0.000   
 12457               0.0              0.0           0.0          0.000   
 12458               0.0              0.0           0.0          0.000   
 12459               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.184           0.000  ...           NaN          NaN   
 1            -2.185           0.000  ...           NaN          NaN   
 2            -2.066           0.000  ...           NaN       6500.0   
 3            -2.129           0.000  ...           NaN          NaN   
 4            -2.062           0.000  ...           NaN       5956.0   
 5            -1.452           0.000  ...           NaN        255.0   
 6            -2.177           0.000  ...           NaN          NaN   
 7            -2.184           0.000  ...           NaN          NaN   
 8            -1.577           0.000  ...           NaN          NaN   
 9            -2.267           0.861  ...           NaN      29000.0   
 10           -1.855           0.000  ...           NaN          NaN   
 11           -2.065           0.000  ...           NaN          NaN   
 12           -2.185           0.000  ...           NaN          NaN   
 13           -2.086           0.000  ...           NaN          NaN   
 14           -2.185           0.000  ...           NaN          NaN   
 15           -2.157           0.000  ...           NaN          NaN   
 16           -1.668           0.000  ...           NaN         90.0   
 17           -0.367           0.000  ...           NaN      45651.0   
 18           -1.601           0.000  ...           NaN          NaN   
 19           -2.081           0.000  ...           NaN          NaN   
 20           -1.378           0.000  ...           NaN          NaN   
 21           -1.880           1.000  ...           NaN          NaN   
 22           -1.957           0.000  ...           NaN          NaN   
 23           -2.028           0.000  ...           NaN       1150.0   
 24           -1.684           0.000  ...           NaN          NaN   
 25           -1.873           0.000  ...           NaN          NaN   
 26           -2.179           0.000  ...           NaN          NaN   
 27           -1.335           0.000  ...           NaN         40.0   
 28           -0.817           0.000  ...           NaN       5460.0   
 29           -1.473           0.000  ...           NaN       3000.0   
 ...             ...             ...  ...           ...          ...   
 12430        -1.015           0.000  ...           NaN          NaN   
 12431         0.300           0.000  ...           NaN       2100.0   
 12432        -0.525           0.000  ...           NaN          NaN   
 12433         0.136           0.000  ...           NaN       6500.0   
 12434        -0.050           0.000  ...           NaN          NaN   
 12435        -1.143           0.000  ...           NaN          NaN   
 12436        -1.080           0.000  ...           NaN       2900.0   
 12437        -0.616           0.000  ...           NaN      70775.0   
 12438        -0.472           0.000  ...           NaN        133.0   
 12439        -0.466           0.000  ...           NaN      56200.0   
 12440         0.191           0.000  ...           NaN       7300.0   
 12441        -2.205           0.000  ...           NaN        100.0   
 12442        -1.332           0.000  ...           NaN      63070.0   
 12443        -0.910           0.000  ...           NaN          NaN   
 12444        -0.021           0.000  ...           NaN      83175.0   
 12445        -0.451           0.000  ...           NaN          NaN   
 12446        -1.766           1.000  ...           NaN      19700.0   
 12447         0.489           0.000  ...           NaN          NaN   
 12448        -0.639           0.000  ...           NaN      11000.0   
 12449        -0.920           0.000  ...           NaN          NaN   
 12450        -0.421           0.000  ...           NaN    8129130.0   
 12451         0.195           0.000  ...           NaN      49850.0   
 12452        -1.208           1.000  ...           NaN          NaN   
 12453        -0.034           0.000  ...           NaN          0.0   
 12454        -1.077           0.000  ...           NaN          NaN   
 12455        -0.596           1.000  ...           NaN      30350.0   
 12456        -0.592           0.000  ...           NaN          NaN   
 12457        -0.120           0.000  ...           NaN     712080.0   
 12458         0.618           0.000  ...           NaN      45800.0   
 12459        -1.967           0.000  ...           NaN      77200.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.786646e+10  0.160514   13.488884    9.555234   
 1             NaN     8.092036e+09  0.000000   16.423389   12.053142   
 2             NaN     6.627053e+10  2.439597   26.605468   23.355346   
 3             NaN     3.080219e+10  2.226841   20.645692   18.901305   
 4             NaN     5.244616e+10  2.320303   26.771052   23.376740   
 5             NaN     1.675263e+11  0.494153   28.340939   25.686034   
 6             NaN     1.456817e+10  5.552309   18.073443   13.099819   
 7             NaN     7.830727e+10  0.000000   22.523944   16.776762   
 8             NaN     1.462469e+10  0.596125   36.158032   29.434849   
 9             NaN     4.037166e+10  1.961962   15.771869   11.949862   
 10            NaN     2.873835e+10  0.000000   37.562378   29.394295   
 11            NaN     2.680134e+10  1.290620   13.067729    9.999362   
 12            NaN     6.464342e+09  2.432610   14.651381   10.481562   
 13            NaN     1.813381e+10  1.415929   21.561352   18.699539   
 14            NaN     1.372766e+10  1.142857   14.463714   10.270232   
 15            NaN     4.339150e+10  1.603206   22.405374   19.277177   
 16            NaN     4.339150e+10  1.603206   28.163050   25.647249   
 17            NaN     2.215238e+10  0.256684   21.896356   18.133585   
 18            NaN     3.147551e+10  2.036255   23.757570   20.862417   
 19            NaN     1.168070e+11  3.015454   29.993256   25.116556   
 20            NaN     1.297530e+11  0.000000   33.167539   29.887723   
 21            NaN     9.694002e+10  2.459420   24.428437   21.734326   
 22            NaN     1.742698e+10  0.000000   27.796435   25.655482   
 23            NaN     1.028369e+11  0.000000   23.099626   20.270157   
 24            NaN     4.556152e+10  3.265687   19.919843   16.657898   
 25            NaN     3.235687e+10  0.000000   23.778087   21.121110   
 26            NaN     9.306214e+09  1.651255   11.605604    8.504692   
 27            NaN     9.306214e+09  1.651255   34.003795   32.255132   
 28            NaN     6.560827e+10  2.965075   23.486175   20.839773   
 29            NaN     3.757656e+11  2.344666   19.120259   16.656004   
 ...           ...              ...       ...         ...         ...   
 12430         NaN     2.901340e+06  0.000000   64.821877   62.615102   
 12431      377.45     1.593800e+06  0.000000   94.279396   91.692027   
 12432         NaN     2.327640e+06  0.000000   87.213610   84.747681   
 12433     1551.44     7.217600e+07  0.000000   86.052895   83.628292   
 12434         NaN     4.782610e+04       NaN   72.591998   69.766425   
 12435         NaN     1.059380e+06       NaN   65.340703   63.066441   
 12436     1076.29     5.639000e+07  0.000000   65.872313   60.829932   
 12437   287782.05     1.963468e+07  0.000000   97.759558   95.820449   
 12438         NaN     5.030700e+01  0.000000   33.406832   26.597902   
 12439    27172.96     2.511250e+07  0.000000  111.142730  109.817969   
 12440      536.34     1.430880e+06  0.000000  180.095236  178.673326   
 12441    26475.27     6.464040e+07  2.024291   30.968182   26.885699   
 12442     2091.10     1.768560e+06       NaN  140.012137  138.900148   
 12443         NaN     2.224200e+05  0.000000   43.214458   39.267666   
 12444      662.82     1.112200e+06  0.000000  147.667382  146.116297   
 12445         NaN     1.312212e+07  0.000000   79.670469   77.292103   
 12446  1767087.05     3.293872e+10  4.841463   20.481611   17.270096   
 12447         NaN     1.591600e+03  0.000000   47.768400   38.344290   
 12448     5365.91     2.717750e+06  0.000000   82.272644   80.235082   
 12449         NaN     5.584920e+06  0.000000   48.963792   44.655994   
 12450   120601.09     2.077488e+06       NaN   84.582563   82.729893   
 12451    27255.85     2.782252e+07       NaN   78.422248   74.934133   
 12452         NaN     3.807000e+05  0.000000   60.648638   58.264691   
 12453         NaN     1.166401e+07  0.000000   87.065941   82.888875   
 12454         NaN     1.766690e+07  0.000000   72.373683   70.455093   
 12455     5880.19     6.839280e+06       NaN   82.359773   80.248590   
 12456         NaN     3.367200e+05       NaN   29.191526   23.172512   
 12457    33169.81     4.609038e+06  0.000000  186.371774  185.160699   
 12458  2377551.09     9.928258e+08  0.617761   38.379251   29.727944   
 12459  5806692.80     2.863855e+08       NaN   22.365461   14.163104   
 
        HistBeta  PredBeta  DataDate  
 0      0.000298  0.085750  20041124  
 1     -0.000186  0.074382  20041124  
 2      0.054902  0.106751  20041124  
 3      0.025757  0.253692  20041124  
 4      0.056587  0.135172  20041124  
 5      0.337120  0.674501  20041124  
 6      0.003531 -0.010043  20041124  
 7      0.000468 -0.047691  20041124  
 8      0.279688  0.636290  20041124  
 9     -0.037900 -0.009655  20041124  
 10     0.151664  0.476778  20041124  
 11     0.054944  0.177792  20041124  
 12    -0.000186  0.070108  20041124  
 13     0.045265  0.164120  20041124  
 14    -0.000186  0.027039  20041124  
 15     0.012705  0.183515  20041124  
 16     0.237972  0.402981  20041124  
 17     0.836446  0.900555  20041124  
 18     0.268615  0.469899  20041124  
 19     0.047904  0.241197  20041124  
 20     0.371080  0.515670  20041124  
 21     0.140426  0.289550  20041124  
 22     0.104898  0.283915  20041124  
 23     0.072152  0.239988  20041124  
 24     0.230356  0.453148  20041124  
 25     0.143585  0.340540  20041124  
 26     0.002662  0.175701  20041124  
 27     0.391132  0.633168  20041124  
 28     0.629264  0.756186  20041124  
 29     0.327321  0.420615  20041124  
 ...         ...       ...       ...  
 12430  0.538083  0.839915  20041124  
 12431  1.143390  1.241715  20041124  
 12432  0.763923  1.166575  20041124  
 12433  1.067759  1.286859  20041124  
 12434  0.982404  1.291283  20041124  
 12435  0.479496  0.679648  20041124  
 12436  0.508325  0.918729  20041124  
 12437  0.721901  0.993773  20041124  
 12438  0.787874  1.172600  20041124  
 12439  0.790697  0.998759  20041124  
 12440  1.093223  1.419184  20041124  
 12441 -0.009359  0.075807  20041124  
 12442  0.392367  0.723020  20041124  
 12443  0.586715  0.902426  20041124  
 12444  0.995569  1.275634  20041124  
 12445  0.797556  1.037648  20041124  
 12446  0.192839  0.204287  20041124  
 12447  1.230293  1.426563  20041124  
 12448  0.711379  0.950252  20041124  
 12449  0.581771  0.939864  20041124  
 12450  0.811469  1.017808  20041124  
 12451  1.094809  1.418864  20041124  
 12452  0.449325  0.653950  20041124  
 12453  0.989655  1.258353  20041124  
 12454  0.509805  0.816119  20041124  
 12455  0.731253  0.872394  20041124  
 12456  0.732897  1.066941  20041124  
 12457  0.949934  1.199738  20041124  
 12458  1.289513  1.296498  20041124  
 12459  0.100176  0.065114  20041124  
 
 [12460 rows x 92 columns],
 '20041126':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.492            0.000               0.0   
 1      USA0011            -0.037            0.000               0.0   
 2      USA0031             0.799            0.000               0.0   
 3      USA0062             0.310            0.430               0.0   
 4      USA00E2             0.710            0.000               0.0   
 5      USA00F1             0.512            0.000               0.0   
 6      USA00G2             0.172            0.000               0.0   
 7      USA00H1            -0.055            0.000               0.0   
 8      USA00I1            -0.363            0.000               0.0   
 9      USA00J1             0.151            0.000               0.0   
 10     USA00K1             2.549            0.000               0.0   
 11     USA00P1            -0.249            0.000               0.0   
 12     USA00R1            -0.668            0.000               0.0   
 13     USA00S1             0.183            0.000               0.0   
 14     USA00V1            -0.146            0.000               0.0   
 15     USA0131             0.335            1.000               0.0   
 16     USA0161             1.798            1.000               0.0   
 17     USA01I1             0.589            0.000               0.0   
 18     USA01J2             0.526            0.000               0.0   
 19     USA01L1             1.213            0.000               0.0   
 20     USA01P1             0.515            0.000               0.0   
 21     USA01Q1             0.461            0.000               0.0   
 22     USA0202             0.684            0.000               0.0   
 23     USA0231            -0.213            0.000               0.0   
 24     USA0281             0.448            0.000               0.0   
 25     USA0291             0.098            0.000               0.0   
 26     USA02A1            -0.340            0.000               0.0   
 27     USA02B1            -1.088            0.000               0.0   
 28     USA02H1             0.391            0.000               0.0   
 29     USA02P1             0.072            0.143               0.0   
 ...        ...               ...              ...               ...   
 12430  USAZY61             0.827            0.000               0.0   
 12431  USAZY71             2.788            0.000               0.0   
 12432  USAZYI1             0.423            0.000               0.0   
 12433  USAZYJ1             1.247            0.000               0.0   
 12434  USAZYK1             0.516            0.000               0.0   
 12435  USAZYM1             0.386            0.000               0.0   
 12436  USAZYO1            -2.639            0.000               0.0   
 12437  USAZYR1             2.788            0.000               0.0   
 12438  USAZYS1             0.191            0.000               0.0   
 12439  USAZYT1             2.788            0.000               0.0   
 12440  USAZYV1             2.788            0.000               0.0   
 12441  USAZYX1             0.763            0.000               0.0   
 12442  USAZZ41            -2.777            0.000               0.0   
 12443  USAZZ51             0.483            0.000               0.0   
 12444  USAZZ61             0.187            0.000               0.0   
 12445  USAZZ71             0.308            0.000               0.0   
 12446  USAZZ81            -2.391            0.000               0.0   
 12447  USAZZ91             1.568            0.000               0.0   
 12448  USAZZA1             0.350            0.000               0.0   
 12449  USAZZB1             0.815            0.000               0.0   
 12450  USAZZD1             2.738            0.000               0.0   
 12451  USAZZF1            -2.134            0.000               0.0   
 12452  USAZZI1             0.857            0.000               0.0   
 12453  USAZZJ1            -1.535            0.000               0.0   
 12454  USAZZL1            -0.039            0.000               0.0   
 12455  USAZZP1             1.152            0.000               0.0   
 12456  USAZZR1             0.248            0.000               0.0   
 12457  USAZZX1            -2.369            0.000               0.0   
 12458  USAZZY1             2.061            0.000               0.0   
 12459  USAZZZ1             0.316            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 12456               0.0              0.0           0.0          0.000   
 12457               0.0              0.0           0.0          0.000   
 12458               0.0              0.0           0.0          0.000   
 12459               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.185           0.000  ...           NaN          NaN   
 1            -2.186           0.000  ...           NaN          NaN   
 2            -2.066           0.000  ...           NaN       6500.0   
 3            -2.130           0.000  ...           NaN          NaN   
 4            -2.063           0.000  ...           NaN       5956.0   
 5            -1.452           0.000  ...           NaN        255.0   
 6            -2.178           0.000  ...           NaN          NaN   
 7            -2.184           0.000  ...           NaN          NaN   
 8            -1.577           0.000  ...           NaN          NaN   
 9            -2.268           0.861  ...           NaN      29000.0   
 10           -1.859           0.000  ...           NaN       4000.0   
 11           -2.066           0.000  ...           NaN          NaN   
 12           -2.186           0.000  ...           NaN          NaN   
 13           -2.088           0.000  ...           NaN          NaN   
 14           -2.186           0.000  ...           NaN          NaN   
 15           -2.158           0.000  ...           NaN          NaN   
 16           -1.670           0.000  ...           NaN        310.0   
 17           -0.367           0.000  ...           NaN      45651.0   
 18           -1.602           0.000  ...           NaN          NaN   
 19           -2.082           0.000  ...           NaN          NaN   
 20           -1.379           0.000  ...           NaN       9750.0   
 21           -1.880           1.000  ...           NaN          NaN   
 22           -1.957           0.000  ...           NaN          NaN   
 23           -2.029           0.000  ...           NaN       1150.0   
 24           -1.685           0.000  ...           NaN          NaN   
 25           -1.874           0.000  ...           NaN          NaN   
 26           -2.180           0.000  ...           NaN          NaN   
 27           -1.332           0.000  ...           NaN        110.0   
 28           -0.818           0.000  ...           NaN       5460.0   
 29           -1.474           0.000  ...           NaN       3000.0   
 ...             ...             ...  ...           ...          ...   
 12430        -1.015           0.000  ...           NaN          NaN   
 12431         0.290           0.000  ...           NaN        100.0   
 12432        -0.524           0.000  ...           NaN        500.0   
 12433         0.136           0.000  ...           NaN          NaN   
 12434        -0.049           0.000  ...           NaN          NaN   
 12435        -1.142           0.000  ...           NaN          NaN   
 12436        -1.079           0.000  ...           NaN       5000.0   
 12437        -0.615           0.000  ...           NaN      45400.0   
 12438        -0.472           0.000  ...           NaN          NaN   
 12439        -0.469           0.000  ...           NaN      34250.0   
 12440         0.185           0.000  ...           NaN       5000.0   
 12441        -2.207           0.000  ...           NaN       1100.0   
 12442        -1.330           0.000  ...           NaN     150540.0   
 12443        -0.910           0.000  ...           NaN          NaN   
 12444        -0.020           0.000  ...           NaN       4000.0   
 12445        -0.451           0.000  ...           NaN          NaN   
 12446        -1.755           1.000  ...           NaN      31800.0   
 12447         0.489           0.000  ...           NaN      10000.0   
 12448        -0.639           0.000  ...           NaN          NaN   
 12449        -0.921           0.000  ...           NaN          NaN   
 12450        -0.420           0.000  ...           NaN    4015836.0   
 12451         0.201           0.000  ...           NaN      60695.0   
 12452        -1.213           1.000  ...           NaN          NaN   
 12453        -0.031           0.000  ...           NaN          0.0   
 12454        -1.077           0.000  ...           NaN          NaN   
 12455        -0.602           1.000  ...           NaN          NaN   
 12456        -0.592           0.000  ...           NaN          NaN   
 12457        -0.118           0.000  ...           NaN     331500.0   
 12458         0.612           0.000  ...           NaN      21000.0   
 12459        -1.967           0.000  ...           NaN      31000.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.790657e+10  0.160514   12.872733    9.058708   
 1             NaN     8.136638e+09  0.000000   15.673259   11.369794   
 2             NaN     6.658320e+10  2.439597   25.209769   22.012600   
 3             NaN     3.069050e+10  2.226841   19.532906   17.807896   
 4             NaN     5.253951e+10  2.320303   25.431213   22.098232   
 5             NaN     1.664308e+11  0.494153   26.878936   24.181405   
 6             NaN     1.444909e+10  5.552309   17.146047   12.341985   
 7             NaN     7.802219e+10  0.000000   21.396678   15.803122   
 8             NaN     1.453449e+10  0.596125   34.376319   27.732630   
 9             NaN     4.037166e+10  1.961962   14.972028   11.246941   
 10            NaN     2.878918e+10  0.000000   36.194117   28.078662   
 11            NaN     2.674230e+10  1.290620   12.420559    9.434569   
 12            NaN     6.463237e+09  2.432610   14.042984    9.985042   
 13            NaN     1.820459e+10  1.415929   20.441527   17.617303   
 14            NaN     1.369980e+10  1.142857   13.751125    9.683529   
 15            NaN     4.331132e+10  1.603206   21.206063   18.157616   
 16            NaN     4.331132e+10  1.603206   26.846346   24.287538   
 17            NaN     2.228150e+10  0.256684   21.029652   17.091543   
 18            NaN     3.172851e+10  2.036255   22.550686   19.663670   
 19            NaN     1.173634e+11  3.015454   28.492708   23.695574   
 20            NaN     1.300234e+11  0.000000   31.397581   28.162718   
 21            NaN     9.708616e+10  2.459420   23.131982   20.456596   
 22            NaN     1.715254e+10  0.000000   26.299963   24.190285   
 23            NaN     1.023828e+11  0.000000   21.863511   19.096788   
 24            NaN     4.547150e+10  3.265687   18.947879   15.707314   
 25            NaN     3.216326e+10  0.000000   22.460156   19.842409   
 26            NaN     9.220231e+09  1.651255   11.146650    8.056100   
 27            NaN     9.220231e+09  1.651255   32.161646   30.428913   
 28            NaN     6.565672e+10  2.965075   22.333172   19.588095   
 29            NaN     3.738678e+11  2.344666   18.160050   15.698606   
 ...           ...              ...       ...         ...         ...   
 12430         NaN     2.901340e+06  0.000000   61.075283   58.828336   
 12431      366.51     1.226000e+06  0.000000   88.594894   85.922724   
 12432     3328.58     2.327640e+06  0.000000   82.607452   80.114090   
 12433         NaN     7.217600e+07  0.000000   85.671332   83.379970   
 12434         NaN     4.782610e+04       NaN   68.356228   65.433949   
 12435         NaN     1.059380e+06       NaN   61.677862   59.429935   
 12436     1192.20     5.751780e+07  0.000000   62.850809   57.818213   
 12437   240429.45     1.925709e+07  0.000000   92.565135   90.485450   
 12438         NaN     5.030700e+01  0.000000   31.923656   25.014096   
 12439    24763.85     2.410800e+07  0.000000  105.157108  103.780164   
 12440      525.32     1.192400e+06  0.000000  170.643760  169.140820   
 12441    26801.43     6.412120e+07  2.024291   29.391105   25.368232   
 12442     2343.01     1.812774e+06       NaN  133.316746  132.251100   
 12443         NaN     2.224200e+05  0.000000   40.651889   36.620696   
 12444      495.12     1.112200e+06  0.000000  138.610170  137.036806   
 12445         NaN     1.312212e+07  0.000000   75.227432   72.828978   
 12446  1801958.57     3.409521e+10  4.841463   18.745082   15.180866   
 12447        0.06     1.591600e+03  0.000000   45.592499   36.160284   
 12448         NaN     2.717750e+06  0.000000   77.834790   75.781422   
 12449         NaN     5.584920e+06  0.000000   46.383651   42.063531   
 12450   120513.18     1.558116e+06       NaN   80.085799   78.117152   
 12451    30136.43     3.101835e+07       NaN   76.135597   72.694957   
 12452         NaN     3.807000e+05  0.000000   57.459524   55.099416   
 12453         NaN     1.197067e+07  0.000000   82.414158   78.209129   
 12454         NaN     1.766690e+07  0.000000   68.419541   66.474647   
 12455         NaN     6.839280e+06       NaN   77.832286   75.711658   
 12456         NaN     3.367200e+05       NaN   27.856570   21.858037   
 12457    33847.87     4.938255e+06  0.000000  176.011347  174.822888   
 12458  2248441.24     9.742971e+08  0.617761   37.012871   28.192717   
 12459  5573692.71     2.870660e+08       NaN   21.374782   13.605619   
 
        HistBeta  PredBeta  DataDate  
 0      0.000296  0.082956  20041126  
 1     -0.000189  0.070233  20041126  
 2      0.054777  0.125283  20041126  
 3      0.025643  0.257607  20041126  
 4      0.056467  0.152497  20041126  
 5      0.337180  0.681231  20041126  
 6      0.003509  0.004399  20041126  
 7      0.000466 -0.045848  20041126  
 8      0.279677  0.633178  20041126  
 9     -0.037927 -0.008725  20041126  
 10     0.150362  0.519349  20041126  
 11     0.054801  0.172227  20041126  
 12    -0.000188  0.054315  20041126  
 13     0.044732  0.164653  20041126  
 14    -0.000188  0.027114  20041126  
 15     0.012637  0.187861  20041126  
 16     0.237093  0.430168  20041126  
 17     0.836505  0.908980  20041126  
 18     0.268569  0.474310  20041126  
 19     0.047810  0.251099  20041126  
 20     0.370783  0.523688  20041126  
 21     0.140522  0.294979  20041126  
 22     0.104870  0.297021  20041126  
 23     0.072029  0.237367  20041126  
 24     0.230351  0.454655  20041126  
 25     0.143479  0.339828  20041126  
 26     0.002650  0.167202  20041126  
 27     0.392381  0.627862  20041126  
 28     0.629151  0.762322  20041126  
 29     0.327151  0.424582  20041126  
 ...         ...       ...       ...  
 12430  0.538150  0.851585  20041126  
 12431  1.138384  1.328566  20041126  
 12432  0.764032  1.169908  20041126  
 12433  1.067612  1.280506  20041126  
 12434  0.982424  1.300491  20041126  
 12435  0.479751  0.696980  20041126  
 12436  0.508741  0.880777  20041126  
 12437  0.722500  1.040823  20041126  
 12438  0.787990  1.177204  20041126  
 12439  0.789465  1.049098  20041126  
 12440  1.090393  1.453653  20041126  
 12441 -0.010009  0.083550  20041126  
 12442  0.393385  0.645191  20041126  
 12443  0.586815  0.916375  20041126  
 12444  0.996175  1.268409  20041126  
 12445  0.797600  1.034317  20041126  
 12446  0.198176  0.181784  20041126  
 12447  1.230285  1.431633  20041126  
 12448  0.711387  0.948631  20041126  
 12449  0.581645  0.957417  20041126  
 12450  0.811799  1.056114  20041126  
 12451  1.097497  1.393640  20041126  
 12452  0.447452  0.671301  20041126  
 12453  0.990699  1.227890  20041126  
 12454  0.509960  0.813878  20041126  
 12455  0.728105  0.896537  20041126  
 12456  0.732934  1.042353  20041126  
 12457  0.950729  1.123246  20041126  
 12458  1.286579  1.339246  20041126  
 12459  0.100357  0.083264  20041126  
 
 [12460 rows x 92 columns],
 '20041129':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.680            0.000               0.0   
 1      USA0011            -1.186            0.000               0.0   
 2      USA0031            -0.439            0.000               0.0   
 3      USA0062             0.087            0.430               0.0   
 4      USA00E2            -0.722            0.000               0.0   
 5      USA00F1            -0.270            0.000               0.0   
 6      USA00G2            -0.182            0.000               0.0   
 7      USA00H1            -0.285            0.000               0.0   
 8      USA00I1            -0.295            0.000               0.0   
 9      USA00J1            -0.386            0.000               0.0   
 10     USA00K1            -0.068            0.000               0.0   
 11     USA00P1            -0.399            0.000               0.0   
 12     USA00R1            -0.409            0.000               0.0   
 13     USA00S1            -0.086            0.000               0.0   
 14     USA00V1            -0.189            0.000               0.0   
 15     USA0131             0.250            1.000               0.0   
 16     USA0161             0.716            1.000               0.0   
 17     USA01I1             0.130            0.000               0.0   
 18     USA01J2            -0.599            0.000               0.0   
 19     USA01L1            -0.627            0.000               0.0   
 20     USA01P1             0.012            0.000               0.0   
 21     USA01Q1            -0.239            0.000               0.0   
 22     USA0202             0.054            0.000               0.0   
 23     USA0231            -0.197            0.000               0.0   
 24     USA0281             0.177            0.000               0.0   
 25     USA0291             0.331            0.000               0.0   
 26     USA02A1            -0.310            0.000               0.0   
 27     USA02B1             1.644            0.000               0.0   
 28     USA02H1            -0.231            0.000               0.0   
 29     USA02P1             2.372            0.143               0.0   
 ...        ...               ...              ...               ...   
 12430  USAZY61             2.778            0.000               0.0   
 12431  USAZY71             1.532            0.000               0.0   
 12432  USAZYI1             1.367            0.000               0.0   
 12433  USAZYJ1             1.333            0.000               0.0   
 12434  USAZYK1             1.683            0.000               0.0   
 12435  USAZYM1             1.578            0.000               0.0   
 12436  USAZYO1             2.778            0.000               0.0   
 12437  USAZYR1             2.778            0.000               0.0   
 12438  USAZYS1             1.330            0.000               0.0   
 12439  USAZYT1             2.778            0.000               0.0   
 12440  USAZYV1             1.622            0.000               0.0   
 12441  USAZYX1             0.767            0.000               0.0   
 12442  USAZZ41             1.597            0.000               0.0   
 12443  USAZZ51             1.297            0.000               0.0   
 12444  USAZZ61             1.940            0.000               0.0   
 12445  USAZZ71             1.575            0.000               0.0   
 12446  USAZZ81            -0.136            0.000               0.0   
 12447  USAZZ91             1.172            0.000               0.0   
 12448  USAZZA1             1.652            0.000               0.0   
 12449  USAZZB1             1.563            0.000               0.0   
 12450  USAZZD1             1.360            0.000               0.0   
 12451  USAZZF1             1.629            0.000               0.0   
 12452  USAZZI1             1.275            0.000               0.0   
 12453  USAZZJ1            -2.304            0.000               0.0   
 12454  USAZZL1            -1.510            0.000               0.0   
 12455  USAZZP1             2.778            0.000               0.0   
 12456  USAZZR1             1.218            0.000               0.0   
 12457  USAZZX1             1.612            0.000               0.0   
 12458  USAZZY1            -1.718            0.000               0.0   
 12459  USAZZZ1             1.563            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 12456               0.0              0.0           0.0          0.000   
 12457               0.0              0.0           0.0          0.000   
 12458               0.0              0.0           0.0          0.000   
 12459               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.200           0.000  ...           NaN          NaN   
 1            -2.201           0.000  ...           NaN          NaN   
 2            -2.080           0.000  ...           NaN       6500.0   
 3            -2.144           0.000  ...           NaN          NaN   
 4            -2.076           0.000  ...           NaN       5956.0   
 5            -1.466           0.000  ...           NaN        255.0   
 6            -2.192           0.000  ...           NaN          NaN   
 7            -2.200           0.000  ...           NaN          NaN   
 8            -1.590           0.000  ...           NaN          NaN   
 9            -2.283           0.861  ...           NaN      29000.0   
 10           -1.866           0.000  ...           NaN       3500.0   
 11           -2.082           0.000  ...           NaN          NaN   
 12           -2.201           0.000  ...           NaN          NaN   
 13           -2.104           0.000  ...           NaN          NaN   
 14           -2.201           0.000  ...           NaN          NaN   
 15           -2.172           0.000  ...           NaN          NaN   
 16           -1.680           0.000  ...           NaN        810.0   
 17           -0.376           0.000  ...           NaN      45651.0   
 18           -1.612           0.000  ...           NaN          NaN   
 19           -2.094           0.000  ...           NaN          NaN   
 20           -1.392           0.000  ...           NaN          NaN   
 21           -1.896           1.000  ...           NaN          NaN   
 22           -1.971           0.000  ...           NaN          NaN   
 23           -2.043           0.000  ...           NaN       1150.0   
 24           -1.697           0.000  ...           NaN          NaN   
 25           -1.890           0.000  ...           NaN          NaN   
 26           -2.195           0.000  ...           NaN          NaN   
 27           -1.327           0.000  ...           NaN        205.0   
 28           -0.825           0.000  ...           NaN       5460.0   
 29           -1.387           0.000  ...           NaN       1000.0   
 ...             ...             ...  ...           ...          ...   
 12430        -0.862           0.000  ...           NaN       2500.0   
 12431         0.296           0.000  ...           NaN       1700.0   
 12432        -0.532           0.000  ...           NaN      42600.0   
 12433         0.137           0.000  ...           NaN          NaN   
 12434        -0.052           0.000  ...           NaN          NaN   
 12435        -1.154           0.000  ...           NaN       2000.0   
 12436        -1.080           0.000  ...           NaN      10500.0   
 12437        -0.606           0.000  ...           NaN     428164.0   
 12438        -0.479           0.000  ...           NaN          NaN   
 12439        -0.469           0.000  ...           NaN     157256.0   
 12440         0.178           0.000  ...           NaN          NaN   
 12441        -2.225           0.000  ...           NaN        300.0   
 12442        -1.346           0.000  ...           NaN      30000.0   
 12443        -0.918           0.000  ...           NaN          NaN   
 12444        -0.024           0.000  ...           NaN      43660.0   
 12445        -0.456           0.000  ...           NaN          NaN   
 12446        -1.770           1.000  ...           NaN     274500.0   
 12447         0.489           0.000  ...           NaN          NaN   
 12448        -0.644           0.000  ...           NaN          NaN   
 12449        -0.928           0.000  ...           NaN          NaN   
 12450        -0.426           0.000  ...           NaN   25432960.0   
 12451         0.194           0.000  ...           NaN        630.0   
 12452        -1.226           1.000  ...           NaN          NaN   
 12453        -0.087           0.000  ...           NaN          0.0   
 12454        -1.149           0.000  ...           NaN       3200.0   
 12455        -0.571           1.000  ...           NaN      17818.0   
 12456        -0.599           0.000  ...           NaN          NaN   
 12457        -0.117           0.000  ...           NaN    1444495.0   
 12458         0.610           0.000  ...           NaN      75000.0   
 12459        -1.959           0.000  ...           NaN     125900.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.710436e+10  0.160514   13.103352    9.252830   
 1             NaN     7.773452e+09  0.000000   16.647538   12.220674   
 2             NaN     6.633307e+10  2.439597   25.282064   22.066961   
 3             NaN     3.057880e+10  2.226841   19.618855   17.878897   
 4             NaN     5.288621e+10  2.320303   25.573338   22.218615   
 5             NaN     1.663526e+11  0.494153   27.090455   24.307762   
 6             NaN     1.448878e+10  5.552309   17.224404   12.388944   
 7             NaN     7.870898e+10  0.000000   21.502000   15.870903   
 8             NaN     1.415863e+10  0.596125   34.592468   27.883432   
 9             NaN     4.023495e+10  1.961962   15.040039   11.276742   
 10            NaN     2.868751e+10  0.000000   36.240050   28.211848   
 11            NaN     2.668915e+10  1.290620   12.559126    9.537877   
 12            NaN     6.459923e+09  2.432610   14.238679   10.128256   
 13            NaN     1.811965e+10  1.415929   20.547741   17.695000   
 14            NaN     1.392775e+10  1.142857   13.870637    9.742790   
 15            NaN     4.299062e+10  1.603206   21.327007   18.221066   
 16            NaN     4.299062e+10  1.603206   27.002294   24.439498   
 17            NaN     2.222985e+10  0.256684   21.216135   17.146231   
 18            NaN     3.116780e+10  2.036255   22.891222   19.899008   
 19            NaN     1.169782e+11  3.015454   28.682756   23.851695   
 20            NaN     1.280626e+11  0.000000   31.572639   28.302095   
 21            NaN     9.672081e+10  2.459420   23.263187   20.561218   
 22            NaN     1.737209e+10  0.000000   26.409322   24.270667   
 23            NaN     1.029883e+11  0.000000   22.038873   19.173350   
 24            NaN     4.534147e+10  3.265687   19.066954   15.755920   
 25            NaN     3.233267e+10  0.000000   22.496540   19.898109   
 26            NaN     9.311947e+09  1.651255   11.170772    8.137328   
 27            NaN     9.311947e+09  1.651255   32.483494   30.634787   
 28            NaN     6.585054e+10  2.965075   22.456089   19.643427   
 29            NaN     3.721809e+11  2.344666   20.246817   17.596976   
 ...           ...              ...       ...         ...         ...   
 12430       11.90     2.231800e+06  0.000000   63.152289   60.611877   
 12431      388.01     1.226000e+06  0.000000   89.046583   86.296269   
 12432     3418.94     2.327640e+06  0.000000   82.708676   80.052397   
 12433         NaN     7.217600e+07  0.000000   85.933610   83.499704   
 12434         NaN     4.782610e+04       NaN   68.027518   64.825060   
 12435       29.67     1.059380e+06       NaN   61.574247   59.173571   
 12436     1498.97     5.639000e+07  0.000000   63.022647   57.759166   
 12437   248360.60     1.850191e+07  0.000000   93.396844   91.218534   
 12438         NaN     5.030700e+01  0.000000   32.568789   25.323536   
 12439    25925.48     2.360575e+07  0.000000  106.022241  104.458493   
 12440         NaN     1.192400e+06  0.000000  171.663897  170.150161   
 12441    17497.35     6.427696e+07  2.024291   29.561921   25.478064   
 12442     2218.09     1.812774e+06       NaN  134.046108  132.928126   
 12443         NaN     2.224200e+05  0.000000   41.099339   36.858830   
 12444      475.16     1.112200e+06  0.000000  139.599945  137.906700   
 12445         NaN     1.312212e+07  0.000000   75.149977   72.600824   
 12446  2271081.00     3.417893e+10  4.841463   18.828766   15.328714   
 12447         NaN     1.591600e+03  0.000000   45.957893   36.270302   
 12448         NaN     2.717750e+06  0.000000   78.143158   75.935725   
 12449         NaN     5.584920e+06  0.000000   46.974233   42.451192   
 12450   128901.85     1.558116e+06       NaN   79.550138   77.501802   
 12451    24113.56     3.101835e+07       NaN   77.767088   74.268982   
 12452         NaN     3.807000e+05  0.000000   57.281309   54.817403   
 12453         NaN     1.266158e+07  0.000000   83.112246   78.841974   
 12454     9660.25     1.939050e+07  0.000000   70.152789   68.278961   
 12455     3902.61     6.106500e+06       NaN   78.069099   75.758145   
 12456         NaN     3.367200e+05       NaN   28.351967   21.993596   
 12457    38470.47     4.938255e+06  0.000000  177.100941  175.848490   
 12458  2388822.05     9.749147e+08  0.617761   37.521592   28.458147   
 12459  3285584.85     2.835500e+08       NaN   21.526113   13.597452   
 
        HistBeta  PredBeta  DataDate  
 0      0.000311  0.069388  20041129  
 1     -0.000176  0.045647  20041129  
 2      0.055334  0.105385  20041129  
 3      0.025739  0.249564  20041129  
 4      0.057068  0.130164  20041129  
 5      0.335958  0.666245  20041129  
 6      0.003761 -0.004638  20041129  
 7      0.000488 -0.054639  20041129  
 8      0.279124  0.631812  20041129  
 9     -0.037548 -0.022586  20041129  
 10     0.153036  0.505933  20041129  
 11     0.054056  0.163812  20041129  
 12    -0.000176  0.051133  20041129  
 13     0.044289  0.157422  20041129  
 14    -0.000176  0.020815  20041129  
 15     0.013230  0.184046  20041129  
 16     0.237921  0.420760  20041129  
 17     0.833919  0.900267  20041129  
 18     0.268924  0.437697  20041129  
 19     0.048967  0.219012  20041129  
 20     0.369449  0.513334  20041129  
 21     0.139294  0.280597  20041129  
 22     0.104776  0.287717  20041129  
 23     0.072119  0.217897  20041129  
 24     0.230188  0.445313  20041129  
 25     0.141949  0.340577  20041129  
 26     0.002761  0.162950  20041129  
 27     0.399420  0.664089  20041129  
 28     0.628660  0.749752  20041129  
 29     0.372071  0.515478  20041129  
 ...         ...       ...       ...  
 12430  0.611583  0.951677  20041129  
 12431  1.141005  1.308708  20041129  
 12432  0.762562  1.184323  20041129  
 12433  1.068218  1.285444  20041129  
 12434  0.982045  1.322784  20041129  
 12435  0.478195  0.715091  20041129  
 12436  0.512193  0.962155  20041129  
 12437  0.728902  1.052378  20041129  
 12438  0.786612  1.197476  20041129  
 12439  0.791562  1.093355  20041129  
 12440  1.087272  1.431637  20041129  
 12441 -0.011247  0.080964  20041129  
 12442  0.390600  0.711299  20041129  
 12443  0.586106  0.932274  20041129  
 12444  0.994657  1.295520  20041129  
 12445  0.797499  1.052030  20041129  
 12446  0.196877  0.180681  20041129  
 12447  1.229285  1.421538  20041129  
 12448  0.711206  0.964419  20041129  
 12449  0.581646  0.976229  20041129  
 12450  0.811229  1.057080  20041129  
 12451  1.094483  1.385218  20041129  
 12452  0.445265  0.699043  20041129  
 12453  0.965892  1.175106  20041129  
 12454  0.480433  0.757656  20041129  
 12455  0.744821  0.936045  20041129  
 12456  0.731892  1.058594  20041129  
 12457  0.952489  1.189171  20041129  
 12458  1.284474  1.293575  20041129  
 12459  0.110682  0.108100  20041129  
 
 [12460 rows x 92 columns],
 '20041130':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.096            0.000               0.0   
 1      USA0011            -0.583            0.000               0.0   
 2      USA0031             0.033            0.000               0.0   
 3      USA0062            -0.063            0.428               0.0   
 4      USA00E2             0.120            0.000               0.0   
 5      USA00F1            -0.097            0.000               0.0   
 6      USA00G2             0.114            0.000               0.0   
 7      USA00H1            -0.545            0.000               0.0   
 8      USA00I1            -0.854            0.000               0.0   
 9      USA00J1            -0.280            0.000               0.0   
 10     USA00K1            -1.180            0.000               0.0   
 11     USA00P1            -0.253            0.000               0.0   
 12     USA00R1            -0.283            0.000               0.0   
 13     USA00S1            -0.387            0.000               0.0   
 14     USA00V1            -0.215            0.000               0.0   
 15     USA0131             0.344            1.000               0.0   
 16     USA0161             2.727            1.000               0.0   
 17     USA01I1             0.344            0.000               0.0   
 18     USA01J2             0.013            0.000               0.0   
 19     USA01L1            -0.159            0.000               0.0   
 20     USA01P1            -0.602            0.000               0.0   
 21     USA01Q1            -0.455            0.000               0.0   
 22     USA0202             0.060            0.000               0.0   
 23     USA0231            -0.330            0.000               0.0   
 24     USA0281             0.010            0.000               0.0   
 25     USA0291            -0.258            0.000               0.0   
 26     USA02A1            -0.279            0.000               0.0   
 27     USA02B1            -0.852            0.000               0.0   
 28     USA02H1             0.067            0.000               0.0   
 29     USA02P1             0.438            0.142               0.0   
 ...        ...               ...              ...               ...   
 12440  USAZY61            -0.040            0.000               0.0   
 12441  USAZY71            -2.791            0.000               0.0   
 12442  USAZYI1            -2.791            0.000               0.0   
 12443  USAZYJ1             0.278            0.000               0.0   
 12444  USAZYK1             2.820            0.000               0.0   
 12445  USAZYM1            -0.213            0.000               0.0   
 12446  USAZYO1            -2.593            0.000               0.0   
 12447  USAZYR1             1.595            0.000               0.0   
 12448  USAZYS1            -0.109            0.000               0.0   
 12449  USAZYT1             1.418            0.000               0.0   
 12450  USAZYV1            -0.273            0.000               0.0   
 12451  USAZYX1             0.267            0.000               0.0   
 12452  USAZZ41             0.022            0.000               0.0   
 12453  USAZZ51            -0.037            0.000               0.0   
 12454  USAZZ61            -0.365            0.000               0.0   
 12455  USAZZ71            -0.267            0.000               0.0   
 12456  USAZZ81            -0.145            0.000               0.0   
 12457  USAZZ91             0.510            0.000               0.0   
 12458  USAZZA1            -0.184            0.000               0.0   
 12459  USAZZB1            -2.629            0.000               0.0   
 12460  USAZZD1            -0.163            0.000               0.0   
 12461  USAZZF1             2.820            0.000               0.0   
 12462  USAZZI1            -1.352            0.000               0.0   
 12463  USAZZJ1             2.820            0.000               0.0   
 12464  USAZZL1             2.818            0.000               0.0   
 12465  USAZZP1             2.820            0.000               0.0   
 12466  USAZZR1            -0.103            0.000               0.0   
 12467  USAZZX1             2.820            0.000               0.0   
 12468  USAZZY1             1.123            0.000               0.0   
 12469  USAZZZ1            -0.338            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 12447               0.0              0.0           0.0          0.000   
 12448               0.0              0.0           0.0          0.000   
 12449               0.0              0.0           0.0          0.000   
 12450               0.0              0.0           0.0          0.000   
 12451               0.0              0.0           0.0          0.000   
 12452               0.0              0.0           0.0          0.000   
 12453               0.0              0.0           0.0          0.000   
 12454               0.0              0.0           0.0          0.000   
 12455               0.0              0.0           0.0          0.000   
 12456               0.0              0.0           0.0          0.000   
 12457               0.0              0.0           0.0          0.000   
 12458               0.0              0.0           0.0          0.000   
 12459               0.0              0.0           0.0          0.000   
 12460               0.0              0.0           0.0          0.000   
 12461               0.0              0.0           0.0          0.000   
 12462               0.0              0.0           0.0          0.000   
 12463               0.0              0.0           0.0          0.000   
 12464               0.0              0.0           0.0          0.000   
 12465               0.0              0.0           0.0          0.000   
 12466               0.0              0.0           0.0          0.000   
 12467               0.0              0.0           0.0          0.000   
 12468               0.0              0.0           0.0          0.000   
 12469               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.201            0.00  ...           NaN          0.0   
 1            -2.202            0.00  ...           NaN          0.0   
 2            -2.080            0.00  ...           NaN       6500.0   
 3            -2.151            0.00  ...           NaN      20820.0   
 4            -2.076            0.00  ...           NaN       5956.0   
 5            -1.470            0.00  ...           NaN        255.0   
 6            -2.192            0.00  ...           NaN        600.0   
 7            -2.200            0.00  ...           NaN          0.0   
 8            -1.593            0.00  ...           NaN       4140.0   
 9            -2.283            0.86  ...           NaN      29000.0   
 10           -1.870            0.00  ...           NaN          0.0   
 11           -2.083            0.00  ...           NaN          NaN   
 12           -2.202            0.00  ...           NaN          NaN   
 13           -2.111            0.00  ...           NaN      10255.0   
 14           -2.202            0.00  ...           NaN          NaN   
 15           -2.177            0.00  ...           NaN        150.0   
 16           -1.615            0.00  ...           NaN       1820.0   
 17           -0.387            0.00  ...           NaN      45651.0   
 18           -1.612            0.00  ...           NaN        500.0   
 19           -2.102            0.00  ...           NaN      14496.0   
 20           -1.397            0.00  ...           NaN      95975.0   
 21           -1.909            1.00  ...           NaN       1490.0   
 22           -1.973            0.00  ...           NaN          NaN   
 23           -2.043            0.00  ...           NaN       1150.0   
 24           -1.699            0.00  ...           NaN          NaN   
 25           -1.891            0.00  ...           NaN          0.0   
 26           -2.195            0.00  ...           NaN          0.0   
 27           -1.346            0.00  ...           NaN        210.0   
 28           -0.830            0.00  ...           NaN       5460.0   
 29           -1.389            0.00  ...           NaN       1000.0   
 ...             ...             ...  ...           ...          ...   
 12440        -0.867            0.00  ...           NaN        500.0   
 12441         0.229            0.00  ...           NaN      10500.0   
 12442        -0.628            0.00  ...           NaN          NaN   
 12443         0.139            0.00  ...           NaN          NaN   
 12444         0.063            0.00  ...           NaN      16400.0   
 12445        -1.158            0.00  ...           NaN          NaN   
 12446        -1.094            0.00  ...           NaN       1000.0   
 12447        -0.591            0.00  ...           NaN      42199.0   
 12448        -0.481            0.00  ...           NaN        133.0   
 12449        -0.454            0.00  ...           NaN      54764.0   
 12450         0.179            0.00  ...           NaN       6000.0   
 12451        -2.225            0.00  ...           NaN          NaN   
 12452        -1.353            0.00  ...           NaN       4000.0   
 12453        -0.919            0.00  ...           NaN          NaN   
 12454        -0.025            0.00  ...           NaN      54359.0   
 12455        -0.455            0.00  ...           NaN      32500.0   
 12456        -1.767            1.00  ...           NaN     141000.0   
 12457         0.489            0.00  ...           NaN      10000.0   
 12458        -0.643            0.00  ...           NaN          NaN   
 12459        -1.094            0.00  ...           NaN       5500.0   
 12460        -0.426            0.00  ...           NaN   18442790.0   
 12461         0.230            0.00  ...           NaN      45709.0   
 12462        -1.246            1.00  ...           NaN          NaN   
 12463        -0.009            0.00  ...           NaN          0.0   
 12464        -1.109            0.00  ...           NaN        900.0   
 12465        -0.535            1.00  ...           NaN     195185.0   
 12466        -0.599            0.00  ...           NaN          NaN   
 12467        -0.091            0.00  ...           NaN    1053325.0   
 12468         0.646            0.00  ...           NaN      73100.0   
 12469        -1.953            0.00  ...           NaN      72800.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.812717e+10  0.147189   13.175386    9.164923   
 1             NaN     7.798939e+09  0.000000   16.630743   12.092348   
 2             NaN     6.559829e+10  2.478551   25.134761   21.763391   
 3             NaN     3.035541e+10  2.122842   19.394898   17.623414   
 4             NaN     5.316625e+10  2.307499   25.429551   21.928153   
 5             NaN     1.652311e+11  0.473560   26.794600   23.972677   
 6             NaN     1.452848e+10  5.191257   17.255548   12.193244   
 7             NaN     7.780190e+10  0.000000   21.477990   15.701457   
 8             NaN     1.388801e+10  0.649526   34.590337   27.645145   
 9             NaN     4.028320e+10  1.956478   14.973035   11.129381   
 10            NaN     2.819611e+10  0.000000   36.295709   27.985557   
 11            NaN     2.688401e+10  1.361740   12.599038    9.474652   
 12            NaN     6.479807e+09  2.591204   14.219590   10.014029   
 13            NaN     1.771385e+10  1.491742   20.440230   17.503700   
 14            NaN     1.387456e+10  1.314348   13.961395    9.687992   
 15            NaN     4.295053e+10  1.493373   21.210087   17.948209   
 16            NaN     4.295053e+10  1.493373   27.579921   24.705921   
 17            NaN     2.250100e+10  0.229533   21.061124   16.934869   
 18            NaN     3.130114e+10  1.791371   22.671085   19.607104   
 19            NaN     1.168498e+11  2.930403   28.497416   23.520335   
 20            NaN     1.265075e+11  0.000000   31.307679   27.975491   
 21            NaN     9.574654e+10  2.543882   23.075665   20.288146   
 22            NaN     1.726231e+10  0.000000   26.123410   23.915371   
 23            NaN     1.022314e+11  0.000000   21.913463   18.942142   
 24            NaN     4.533147e+10  3.089144   18.899540   15.516023   
 25            NaN     3.247788e+10  0.000000   22.227699   19.537293   
 26            NaN     9.375001e+09  1.528585   11.287258    8.170163   
 27            NaN     9.375001e+09  1.528585   32.038246   30.209613   
 28            NaN     6.657737e+10  3.027656   22.225987   19.366647   
 29            NaN     3.728135e+11  2.262443   19.962310   17.333093   
 ...           ...              ...       ...         ...         ...   
 12440       13.64     2.231800e+06  0.000000   61.102407   58.468567   
 12441      401.40     1.593800e+06  0.000000   89.456665   86.728567   
 12442         NaN     3.018420e+06  0.000000   82.989221   80.416863   
 12443         NaN     7.217600e+07  0.000000   84.700855   82.212928   
 12444       12.38     6.832300e+03       NaN   68.507042   64.975179   
 12445         NaN     1.059380e+06       NaN   61.022670   58.553133   
 12446     1454.02     5.751780e+07  0.000000   62.747486   57.410767   
 12447   237992.19     1.812432e+07  0.000000   92.058864   89.868446   
 12448         NaN     5.030700e+01  0.000000   32.363113   24.958445   
 12449    25892.11     2.310350e+07  0.000000  104.522800  102.914955   
 12450      532.00     1.192400e+06  0.000000  169.219878  167.708172   
 12451         NaN     6.427696e+07  2.827141   29.367444   25.116287   
 12452     2124.72     1.812774e+06       NaN  132.538396  131.422427   
 12453         NaN     2.224200e+05  0.000000   40.342989   35.975853   
 12454      458.50     1.112200e+06  0.000000  137.695254  136.006905   
 12455      390.23     1.312212e+07  0.000000   75.449936   72.917510   
 12456  2386922.86     3.433756e+10  4.516496   18.712275   15.095444   
 12457        0.06     1.591600e+03  0.000000   45.515885   35.620772   
 12458         NaN     2.717750e+06  0.000000   77.688122   75.467300   
 12459       75.00     7.615800e+06  0.000000   53.646032   49.825257   
 12460   125695.19     1.558116e+06       NaN   78.853739   76.782160   
 12461    26300.22     2.970242e+07       NaN   76.483183   72.723507   
 12462         NaN     3.877500e+05  0.000000   56.757983   54.237192   
 12463         NaN     1.192587e+07  0.000000   82.682250   78.183469   
 12464     9309.10     1.852870e+07  0.000000   69.488722   67.347778   
 12465     5399.03     5.617980e+06       NaN   74.453743   71.822072   
 12466         NaN     3.367200e+05       NaN   28.057572   21.616206   
 12467    38732.70     4.609038e+06  0.000000  174.819237  173.400933   
 12468  2382978.14     9.573126e+08  0.516129   37.577114   28.161015   
 12469  3227027.48     2.829829e+08       NaN   21.284537   12.992172   
 
        HistBeta  PredBeta  DataDate  
 0      0.000347  0.075427  20041130  
 1     -0.000144  0.037094  20041130  
 2      0.055627  0.113480  20041130  
 3      0.023099  0.248007  20041130  
 4      0.057457  0.141721  20041130  
 5      0.333884  0.667214  20041130  
 6      0.004090 -0.004521  20041130  
 7      0.000545 -0.051370  20041130  
 8      0.277606  0.618709  20041130  
 9     -0.036992 -0.019087  20041130  
 10     0.151145  0.490345  20041130  
 11     0.054025  0.166316  20041130  
 12    -0.000144  0.056927  20041130  
 13     0.041274  0.157415  20041130  
 14    -0.000144  0.020368  20041130  
 15     0.011120  0.190587  20041130  
 16     0.267750  0.490201  20041130  
 17     0.828095  0.897547  20041130  
 18     0.268813  0.444223  20041130  
 19     0.045609  0.207434  20041130  
 20     0.366931  0.497346  20041130  
 21     0.133540  0.273013  20041130  
 22     0.104332  0.289453  20041130  
 23     0.072185  0.220304  20041130  
 24     0.229434  0.445327  20041130  
 25     0.141811  0.332244  20041130  
 26     0.002933  0.148808  20041130  
 27     0.390286  0.629706  20041130  
 28     0.625658  0.744619  20041130  
 29     0.370845  0.524976  20041130  
 ...         ...       ...       ...  
 12440  0.609075  0.934130  20041130  
 12441  1.109119  1.224248  20041130  
 12442  0.717990  1.077340  20041130  
 12443  1.068144  1.273588  20041130  
 12444  1.033156  1.402076  20041130  
 12445  0.475942  0.697159  20041130  
 12446  0.505406  0.895139  20041130  
 12447  0.734896  1.040243  20041130  
 12448  0.784987  1.185338  20041130  
 12449  0.797389  1.103650  20041130  
 12450  1.086300  1.396970  20041130  
 12451 -0.010754  0.090031  20041130  
 12452  0.386948  0.680797  20041130  
 12453  0.585308  0.917022  20041130  
 12454  0.993343  1.255314  20041130  
 12455  0.797164  1.048203  20041130  
 12456  0.198286  0.186438  20041130  
 12457  1.227877  1.406582  20041130  
 12458  0.711329  0.944048  20041130  
 12459  0.505308  0.837983  20041130  
 12460  0.810030  1.047251  20041130  
 12461  1.109659  1.429517  20041130  
 12462  0.436196  0.657010  20041130  
 12463  1.000437  1.250754  20041130  
 12464  0.498396  0.832042  20041130  
 12465  0.760508  1.051313  20041130  
 12466  0.731282  1.043380  20041130  
 12467  0.963154  1.206043  20041130  
 12468  1.299415  1.332616  20041130  
 12469  0.113171  0.214455  20041130  
 
 [12470 rows x 92 columns],
 '20041201':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.310            0.000               0.0   
 1      USA0011            -1.017            0.000               0.0   
 2      USA0031             0.145            0.000               0.0   
 3      USA0062             0.075            0.428               0.0   
 4      USA00E2             0.015            0.000               0.0   
 5      USA00F1             0.476            0.000               0.0   
 6      USA00G2             0.053            0.000               0.0   
 7      USA00H1            -0.456            0.000               0.0   
 8      USA00I1             0.422            0.000               0.0   
 9      USA00J1            -0.091            0.000               0.0   
 10     USA00K1             1.229            0.000               0.0   
 11     USA00P1            -0.029            0.000               0.0   
 12     USA00R1             0.237            0.000               0.0   
 13     USA00S1             0.295            0.000               0.0   
 14     USA00V1            -0.043            0.000               0.0   
 15     USA0131             0.144            1.000               0.0   
 16     USA0161             0.715            1.000               0.0   
 17     USA01I1             1.074            0.000               0.0   
 18     USA01J2            -0.094            0.000               0.0   
 19     USA01L1            -2.418            0.000               0.0   
 20     USA01P1             0.221            0.000               0.0   
 21     USA01Q1             0.112            0.000               0.0   
 22     USA0202            -0.339            0.000               0.0   
 23     USA0231             0.506            0.000               0.0   
 24     USA0281             0.155            0.000               0.0   
 25     USA0291             0.375            0.000               0.0   
 26     USA02A1            -0.005            0.000               0.0   
 27     USA02B1             0.357            0.000               0.0   
 28     USA02H1             0.982            0.000               0.0   
 29     USA02P1             0.070            0.142               0.0   
 ...        ...               ...              ...               ...   
 12413  USAZY61            -2.660            0.000               0.0   
 12414  USAZY71             2.560            0.000               0.0   
 12415  USAZYI1            -0.501            0.000               0.0   
 12416  USAZYJ1             2.444            0.000               0.0   
 12417  USAZYK1            -2.660            0.000               0.0   
 12418  USAZYM1            -0.059            0.000               0.0   
 12419  USAZYO1             1.304            0.000               0.0   
 12420  USAZYR1             0.624            0.000               0.0   
 12421  USAZYS1            -0.266            0.000               0.0   
 12422  USAZYT1            -2.534            0.000               0.0   
 12423  USAZYV1             0.259            0.000               0.0   
 12424  USAZYX1            -0.225            0.000               0.0   
 12425  USAZZ41            -2.160            0.000               0.0   
 12426  USAZZ51            -0.703            0.000               0.0   
 12427  USAZZ61             0.163            0.000               0.0   
 12428  USAZZ71            -0.004            0.000               0.0   
 12429  USAZZ81            -0.999            0.000               0.0   
 12430  USAZZ91            -1.706            0.000               0.0   
 12431  USAZZA1             2.276            0.000               0.0   
 12432  USAZZB1            -0.753            0.000               0.0   
 12433  USAZZD1            -2.660            0.000               0.0   
 12434  USAZZF1            -2.660            0.000               0.0   
 12435  USAZZI1            -0.950            0.000               0.0   
 12436  USAZZJ1            -2.660            0.000               0.0   
 12437  USAZZL1            -2.660            0.000               0.0   
 12438  USAZZP1            -0.646            0.000               0.0   
 12439  USAZZR1            -0.345            0.000               0.0   
 12440  USAZZX1            -2.660            0.000               0.0   
 12441  USAZZY1             0.224            0.000               0.0   
 12442  USAZZZ1            -1.795            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.194            0.00  ...           NaN          NaN   
 1            -2.195            0.00  ...           NaN          NaN   
 2            -2.084            0.00  ...           NaN       6500.0   
 3            -2.150            0.00  ...           NaN          NaN   
 4            -2.081            0.00  ...           NaN       5956.0   
 5            -1.486            0.00  ...           NaN        255.0   
 6            -2.189            0.00  ...           NaN          NaN   
 7            -2.194            0.00  ...           NaN          NaN   
 8            -1.615            0.00  ...           NaN          NaN   
 9            -2.274            0.86  ...           NaN      29000.0   
 10           -1.874            0.00  ...           NaN          NaN   
 11           -2.081            0.00  ...           NaN          NaN   
 12           -2.195            0.00  ...           NaN          NaN   
 13           -2.109            0.00  ...           NaN          NaN   
 14           -2.195            0.00  ...           NaN          NaN   
 15           -2.176            0.00  ...           NaN          NaN   
 16           -1.667            0.00  ...           NaN       1180.0   
 17           -0.433            0.00  ...           NaN      45651.0   
 18           -1.642            0.00  ...           NaN          NaN   
 19           -2.096            0.00  ...           NaN      68536.0   
 20           -1.420            0.00  ...           NaN          NaN   
 21           -1.909            1.00  ...           NaN          NaN   
 22           -1.971            0.00  ...           NaN          NaN   
 23           -2.051            0.00  ...           NaN       1150.0   
 24           -1.718            0.00  ...           NaN          NaN   
 25           -1.897            0.00  ...           NaN          NaN   
 26           -2.190            0.00  ...           NaN          NaN   
 27           -1.366            0.00  ...           NaN          5.0   
 28           -0.845            0.00  ...           NaN       5460.0   
 29           -1.441            0.00  ...           NaN       1000.0   
 ...             ...             ...  ...           ...          ...   
 12413        -0.070            0.00  ...           NaN       5000.0   
 12414        -0.007            0.00  ...           NaN      53000.0   
 12415        -0.633            0.00  ...           NaN          NaN   
 12416        -0.269            0.00  ...           NaN       1315.0   
 12417         0.176            0.00  ...           NaN      30250.0   
 12418        -1.159            0.00  ...           NaN          NaN   
 12419        -1.142            0.00  ...           NaN       7500.0   
 12420        -0.642            0.00  ...           NaN      24950.0   
 12421        -0.492            0.00  ...           NaN          NaN   
 12422        -0.391            0.00  ...           NaN      30881.0   
 12423         0.178            0.00  ...           NaN          NaN   
 12424        -2.224            0.00  ...           NaN       2100.0   
 12425        -1.302            0.00  ...           NaN      93500.0   
 12426        -0.930            0.00  ...           NaN          NaN   
 12427        -0.035            0.00  ...           NaN     444505.0   
 12428        -0.472            0.00  ...           NaN          NaN   
 12429        -1.693            1.00  ...           NaN      31700.0   
 12430         0.458            0.00  ...           NaN          NaN   
 12431        -0.724            0.00  ...           NaN        200.0   
 12432        -1.104            0.00  ...           NaN          NaN   
 12433        -0.271            0.00  ...           NaN   26734200.0   
 12434         0.808            0.00  ...           NaN     223279.0   
 12435        -1.265            1.00  ...           NaN          NaN   
 12436         0.009            0.00  ...           NaN          0.0   
 12437        -0.893            0.00  ...           NaN       4400.0   
 12438        -0.563            1.00  ...           NaN     200500.0   
 12439        -0.615            0.00  ...           NaN          NaN   
 12440         0.037            0.00  ...           NaN    1062000.0   
 12441         0.606            0.00  ...           NaN      49200.0   
 12442        -2.048            0.00  ...           NaN      94800.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.900197e+10  0.147189   13.845370    9.557454   
 1             NaN     7.963838e+09  0.000000   17.828936   12.837980   
 2             NaN     6.752004e+10  2.478551   26.300540   22.730779   
 3             NaN     3.122825e+10  2.122842   20.316062   18.434375   
 4             NaN     5.419266e+10  2.307499   26.567590   22.867953   
 5             NaN     1.688304e+11  0.473560   27.923187   25.087666   
 6             NaN     1.478964e+10  5.191257   18.071991   12.695172   
 7             NaN     7.863944e+10  0.000000   22.481217   16.353526   
 8             NaN     1.426868e+10  0.649526   36.133610   28.947546   
 9             NaN     4.059454e+10  1.956478   15.666920   11.584665   
 10            NaN     3.009271e+10  0.000000   38.593227   29.599236   
 11            NaN     2.692920e+10  1.361740   13.277727    9.920460   
 12            NaN     6.572495e+09  2.591204   15.075817   10.588312   
 13            NaN     1.794528e+10  1.491742   21.406676   18.292399   
 14            NaN     1.389540e+10  1.314348   14.649100   10.123756   
 15            NaN     4.370462e+10  1.493373   22.243541   18.787830   
 16            NaN     4.370462e+10  1.493373   28.842822   25.989252   
 17            NaN     2.303469e+10  0.229533   22.085173   17.995736   
 18            NaN     3.175413e+10  1.791371   23.619324   20.406658   
 19            NaN     1.139203e+11  2.930403   31.064213   25.009076   
 20            NaN     1.272743e+11  0.000000   32.668848   29.194860   
 21            NaN     9.649355e+10  2.543882   24.115398   21.195078   
 22            NaN     1.789426e+10  0.000000   27.223341   24.898853   
 23            NaN     1.032601e+11  0.000000   23.091218   19.877283   
 24            NaN     4.587342e+10  3.089144   19.797343   16.245154   
 25            NaN     3.373755e+10  0.000000   23.536834   20.624120   
 26            NaN     9.429311e+09  1.528585   12.011463    8.639203   
 27            NaN     9.429311e+09  1.528585   33.467984   31.666567   
 28            NaN     6.939870e+10  3.027656   23.508915   20.517733   
 29            NaN     3.803082e+11  2.262443   20.813021   18.141493   
 ...           ...              ...       ...         ...         ...   
 12413       47.73     3.347700e+06  0.000000   73.951697   71.008430   
 12414      519.58     1.226000e+06  0.000000   91.102459   88.417852   
 12415         NaN     3.018420e+06  0.000000   90.459913   88.181703   
 12416     1436.40     5.774080e+07  0.000000   87.815262   85.586774   
 12417        9.33     1.366460e+04       NaN   75.196061   71.896088   
 12418         NaN     1.059380e+06       NaN   65.364262   62.874230   
 12419     1624.47     5.639000e+07  0.000000   67.194052   61.860601   
 12420   234828.34     1.774673e+07  0.000000   95.693501   93.537279   
 12421         NaN     5.030700e+01  0.000000   33.470444   26.020986   
 12422    24692.29     2.410800e+07  0.000000  108.655777  107.034519   
 12423         NaN     1.192400e+06  0.000000  175.416033  173.888500   
 12424    16666.24     6.422504e+07  2.827141   30.780545   26.183879   
 12425     2292.32     1.856988e+06       NaN  137.733171  136.544872   
 12426         NaN     2.224200e+05  0.000000   41.901601   37.455766   
 12427      482.66     1.112200e+06  0.000000  142.310688  140.595193   
 12428         NaN     1.312212e+07  0.000000   79.942205   77.420863   
 12429  2422686.62     3.647131e+10  4.516496   19.760925   15.944907   
 12430         NaN     1.591600e+03  0.000000   47.855183   37.315614   
 12431     5028.50     2.609040e+06  0.000000   81.955449   79.691453   
 12432         NaN     7.615800e+06  0.000000   55.551636   51.584005   
 12433   130127.52     2.077488e+06       NaN   86.431387   84.317284   
 12434    45991.18     3.853795e+07       NaN   90.347424   86.464154   
 12435         NaN     3.877500e+05  0.000000   60.578030   58.082862   
 12436         NaN     1.222113e+07  0.000000   86.575958   81.717935   
 12437     9245.47     1.982140e+07  0.000000   72.937324   70.712057   
 12438     6599.53     5.617980e+06       NaN   79.794226   77.291150   
 12439         NaN     3.367200e+05       NaN   28.997614   22.545034   
 12440    33564.55     5.486950e+06  0.000000  181.250468  179.812107   
 12441  2392386.76     9.757396e+08  0.516129   38.761646   29.331192   
 12442  2809495.86     2.795803e+08       NaN   23.548498   13.512530   
 
        HistBeta  PredBeta  DataDate  
 0      0.000218  0.088545  20041201  
 1     -0.000235  0.032339  20041201  
 2      0.050822  0.127213  20041201  
 3      0.020774  0.260571  20041201  
 4      0.052381  0.150732  20041201  
 5      0.325560  0.662883  20041201  
 6      0.002913  0.007927  20041201  
 7      0.000357 -0.038354  20041201  
 8      0.266259  0.623548  20041201  
 9     -0.036514 -0.003562  20041201  
 10     0.147311  0.523896  20041201  
 11     0.052391  0.183376  20041201  
 12    -0.000235  0.080867  20041201  
 13     0.039477  0.175426  20041201  
 14    -0.000235  0.039516  20041201  
 15     0.008481  0.196411  20041201  
 16     0.242189  0.465713  20041201  
 17     0.808631  0.898488  20041201  
 18     0.253856  0.435046  20041201  
 19     0.045271  0.153390  20041201  
 20     0.355720  0.508368  20041201  
 21     0.131083  0.280281  20041201  
 22     0.102594  0.287277  20041201  
 23     0.066145  0.251743  20041201  
 24     0.218715  0.446362  20041201  
 25     0.136864  0.342963  20041201  
 26     0.002301  0.171919  20041201  
 27     0.380678  0.635772  20041201  
 28     0.619656  0.728635  20041201  
 29     0.346034  0.502045  20041201  
 ...         ...       ...       ...  
 12413  0.975237  1.210794  20041201  
 12414  1.004365  1.198451  20041201  
 12415  0.717119  0.995673  20041201  
 12416  0.883949  1.140829  20041201  
 12417  1.088403  1.363183  20041201  
 12418  0.475281  0.698438  20041201  
 12419  0.483491  0.910680  20041201  
 12420  0.712937  0.992363  20041201  
 12421  0.781828  1.166906  20041201  
 12422  0.827825  1.070744  20041201  
 12423  1.089090  1.395332  20041201  
 12424 -0.013423  0.092545  20041201  
 12425  0.409675  0.666646  20041201  
 12426  0.580758  0.890928  20041201  
 12427  0.991278  1.250135  20041201  
 12428  0.790638  1.030386  20041201  
 12429  0.230177  0.206237  20041201  
 12430  1.217849  1.327910  20041201  
 12431  0.675344  0.948027  20041201  
 12432  0.500847  0.772152  20041201  
 12433  0.883322  1.068652  20041201  
 12434  1.378331  1.608420  20041201  
 12435  0.426800  0.636077  20041201  
 12436  1.011587  1.195744  20041201  
 12437  0.597636  0.851477  20041201  
 12438  0.748981  0.989540  20041201  
 12439  0.725194  1.022162  20041201  
 12440  1.024606  1.148726  20041201  
 12441  1.285942  1.307685  20041201  
 12442  0.067314  0.137328  20041201  
 
 [12443 rows x 92 columns],
 '20041202':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.308            0.000               0.0   
 1      USA0011            -0.819            0.000               0.0   
 2      USA0031             1.266            0.000               0.0   
 3      USA0062             0.226            0.428               0.0   
 4      USA00E2             1.130            0.000               0.0   
 5      USA00F1             0.444            0.000               0.0   
 6      USA00G2             0.996            0.000               0.0   
 7      USA00H1             1.273            0.000               0.0   
 8      USA00I1             0.094            0.000               0.0   
 9      USA00J1             0.642            0.000               0.0   
 10     USA00K1             0.781            0.000               0.0   
 11     USA00P1             0.341            0.000               0.0   
 12     USA00R1             0.124            0.000               0.0   
 13     USA00S1             1.522            0.000               0.0   
 14     USA00V1             0.446            0.000               0.0   
 15     USA0131             0.144            1.000               0.0   
 16     USA0161            -0.530            1.000               0.0   
 17     USA01I1             0.609            0.000               0.0   
 18     USA01J2            -0.156            0.000               0.0   
 19     USA01L1            -1.895            0.000               0.0   
 20     USA01P1             1.018            0.000               0.0   
 21     USA01Q1             0.778            0.000               0.0   
 22     USA0202             0.588            0.000               0.0   
 23     USA0231             0.443            0.000               0.0   
 24     USA0281            -0.283            0.000               0.0   
 25     USA0291             0.574            0.000               0.0   
 26     USA02A1             0.001            0.000               0.0   
 27     USA02B1             0.277            0.000               0.0   
 28     USA02H1             0.186            0.000               0.0   
 29     USA02P1            -1.112            0.142               0.0   
 ...        ...               ...              ...               ...   
 12409  USAZY61             0.367            0.000               0.0   
 12410  USAZY71             0.361            0.000               0.0   
 12411  USAZYI1             0.726            0.000               0.0   
 12412  USAZYJ1            -0.008            0.000               0.0   
 12413  USAZYK1            -2.862            0.000               0.0   
 12414  USAZYM1             1.814            0.000               0.0   
 12415  USAZYO1             0.489            0.000               0.0   
 12416  USAZYR1            -2.290            0.000               0.0   
 12417  USAZYS1             0.956            0.000               0.0   
 12418  USAZYT1             2.852            0.000               0.0   
 12419  USAZYV1             2.852            0.000               0.0   
 12420  USAZYX1             0.058            0.000               0.0   
 12421  USAZZ41             0.736            0.000               0.0   
 12422  USAZZ51             1.013            0.000               0.0   
 12423  USAZZ61             1.002            0.000               0.0   
 12424  USAZZ71             1.120            0.000               0.0   
 12425  USAZZ81             0.748            0.000               0.0   
 12426  USAZZ91            -2.515            0.000               0.0   
 12427  USAZZA1             1.000            0.000               0.0   
 12428  USAZZB1             0.346            0.000               0.0   
 12429  USAZZD1             2.852            0.000               0.0   
 12430  USAZZF1             1.519            0.000               0.0   
 12431  USAZZI1             1.079            0.000               0.0   
 12432  USAZZJ1            -1.459            0.000               0.0   
 12433  USAZZL1             0.920            0.000               0.0   
 12434  USAZZP1             0.653            0.000               0.0   
 12435  USAZZR1             0.818            0.000               0.0   
 12436  USAZZX1             2.852            0.000               0.0   
 12437  USAZZY1            -1.852            0.000               0.0   
 12438  USAZZZ1            -0.738            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.204            0.00  ...           NaN          NaN   
 1            -2.205            0.00  ...           NaN          NaN   
 2            -2.088            0.00  ...           NaN       6500.0   
 3            -2.159            0.00  ...           NaN          NaN   
 4            -2.090            0.00  ...           NaN       5956.0   
 5            -1.494            0.00  ...           NaN        255.0   
 6            -2.198            0.00  ...           NaN          NaN   
 7            -2.204            0.00  ...           NaN          NaN   
 8            -1.622            0.00  ...           NaN          NaN   
 9            -2.284            0.86  ...           NaN      29000.0   
 10           -1.883            0.00  ...           NaN          NaN   
 11           -2.092            0.00  ...           NaN          NaN   
 12           -2.205            0.00  ...           NaN          NaN   
 13           -2.121            0.00  ...           NaN          NaN   
 14           -2.205            0.00  ...           NaN          NaN   
 15           -2.185            0.00  ...           NaN          NaN   
 16           -1.687            0.00  ...           NaN        200.0   
 17           -0.438            0.00  ...           NaN      45651.0   
 18           -1.649            0.00  ...           NaN          NaN   
 19           -2.105            0.00  ...           NaN          NaN   
 20           -1.427            0.00  ...           NaN          NaN   
 21           -1.919            1.00  ...           NaN          NaN   
 22           -1.981            0.00  ...           NaN          NaN   
 23           -2.059            0.00  ...           NaN       1150.0   
 24           -1.729            0.00  ...           NaN          NaN   
 25           -1.905            0.00  ...           NaN          NaN   
 26           -2.199            0.00  ...           NaN          NaN   
 27           -1.372            0.00  ...           NaN          NaN   
 28           -0.849            0.00  ...           NaN       5460.0   
 29           -1.459            0.00  ...           NaN       2000.0   
 ...             ...             ...  ...           ...          ...   
 12409        -0.083            0.00  ...           NaN          NaN   
 12410        -0.008            0.00  ...           NaN          NaN   
 12411        -0.636            0.00  ...           NaN       1000.0   
 12412        -0.270            0.00  ...           NaN          NaN   
 12413         0.145            0.00  ...           NaN      15650.0   
 12414        -1.178            0.00  ...           NaN          NaN   
 12415        -1.145            0.00  ...           NaN          NaN   
 12416        -0.668            0.00  ...           NaN     244224.0   
 12417        -0.495            0.00  ...           NaN          NaN   
 12418        -0.365            0.00  ...           NaN     181050.0   
 12419         0.190            0.00  ...           NaN     116100.0   
 12420        -2.234            0.00  ...           NaN          NaN   
 12421        -1.310            0.00  ...           NaN     185000.0   
 12422        -0.934            0.00  ...           NaN          NaN   
 12423        -0.038            0.00  ...           NaN     249838.0   
 12424        -0.475            0.00  ...           NaN          NaN   
 12425        -1.699            1.00  ...           NaN      36200.0   
 12426         0.460            0.00  ...           NaN          NaN   
 12427        -0.727            0.00  ...           NaN       2000.0   
 12428        -1.106            0.00  ...           NaN          NaN   
 12429        -0.250            0.00  ...           NaN   20387110.0   
 12430         0.806            0.00  ...           NaN     260375.0   
 12431        -1.273            1.00  ...           NaN          NaN   
 12432         0.022            0.00  ...           NaN          0.0   
 12433        -0.900            0.00  ...           NaN          NaN   
 12434        -0.566            1.00  ...           NaN          NaN   
 12435        -0.611            0.00  ...           NaN          NaN   
 12436         0.046            0.00  ...           NaN    2119152.0   
 12437         0.599            0.00  ...           NaN      38100.0   
 12438        -2.042            0.00  ...           NaN     162300.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.902206e+10  0.147189   14.039050    9.552384   
 1             NaN     7.899196e+09  0.000000   18.356590   13.070996   
 2             NaN     6.817573e+10  2.478551   26.964576   23.002221   
 3             NaN     3.091021e+10  2.122842   20.555221   18.410234   
 4             NaN     5.528638e+10  2.307499   27.191121   23.114191   
 5             NaN     1.699259e+11  0.473560   28.063362   25.088130   
 6             NaN     1.472607e+10  5.191257   18.700290   12.910334   
 7             NaN     8.124527e+10  0.000000   23.292659   16.659756   
 8             NaN     1.426868e+10  0.649526   36.470640   28.976726   
 9             NaN     4.050643e+10  1.956478   16.227248   11.662935   
 10            NaN     2.971910e+10  0.000000   39.230840   29.749728   
 11            NaN     2.681270e+10  1.361740   13.500402    9.973768   
 12            NaN     6.522787e+09  2.591204   15.313458   10.596510   
 13            NaN     1.881536e+10  1.491742   22.279660   18.670728   
 14            NaN     1.404322e+10  1.314348   14.912909   10.165353   
 15            NaN     4.383245e+10  1.493373   22.366316   18.752762   
 16            NaN     4.383245e+10  1.493373   28.957437   26.028914   
 17            NaN     2.302608e+10  0.229533   22.224370   17.990777   
 18            NaN     3.143882e+10  1.791371   23.677191   20.376366   
 19            NaN     1.117902e+11  2.930403   32.188275   25.445275   
 20            NaN     1.276066e+11  0.000000   32.944914   29.278523   
 21            NaN     9.807064e+10  2.543882   24.362191   21.261125   
 22            NaN     1.645882e+10  0.000000   27.342018   24.876353   
 23            NaN     1.034848e+11  0.000000   23.195511   19.927792   
 24            NaN     4.587342e+10  3.089144   20.176713   16.243897   
 25            NaN     3.472346e+10  0.000000   23.779708   20.670928   
 26            NaN     9.403517e+09  1.528585   12.198666    8.618580   
 27            NaN     9.403517e+09  1.528585   33.418482   31.549913   
 28            NaN     6.898250e+10  3.027656   23.563672   20.489191   
 29            NaN     3.794635e+11  2.262443   20.967606   18.269725   
 ...           ...              ...       ...         ...         ...   
 12409         NaN     3.347700e+06  0.000000   79.952838   77.375143   
 12410         NaN     1.226000e+06  0.000000   92.552054   89.933292   
 12411     2673.82     3.018420e+06  0.000000   91.705954   89.342567   
 12412         NaN     5.774080e+07  0.000000   83.867492   81.384582   
 12413       16.43     6.832299e+05       NaN   76.189195   72.840422   
 12414         NaN     1.059380e+06       NaN   66.195803   63.459331   
 12415         NaN     5.639000e+07  0.000000   67.738400   62.106047   
 12416   239077.49     1.925709e+07  0.000000   96.251826   94.045664   
 12417         NaN     5.030700e+01  0.000000   34.118318   26.391824   
 12418    27761.21     2.159675e+07  0.000000  110.287876  108.530735   
 12419      615.28     1.001616e+06  0.000000  177.248633  175.562476   
 12420         NaN     6.422504e+07  2.827141   30.914127   26.127224   
 12421     2500.95     1.856988e+06       NaN  138.242818  137.050872   
 12422         NaN     2.224200e+05  0.000000   42.369378   37.648845   
 12423      497.08     1.112200e+06  0.000000  137.758137  135.920877   
 12424         NaN     1.312212e+07  0.000000   81.072178   78.435108   
 12425  1858782.14     3.647670e+10  4.516496   20.042467   15.987822   
 12426         NaN     1.591600e+03  0.000000   49.085714   37.743316   
 12427     5016.68     2.609040e+06  0.000000   83.733407   81.404765   
 12428         NaN     7.615800e+06  0.000000   55.654458   51.421944   
 12429   129732.91     1.558116e+06       NaN   89.504009   87.287654   
 12430    68890.70     3.797398e+07       NaN   92.959551   89.124806   
 12431         NaN     3.877500e+05  0.000000   60.900668   58.313768   
 12432         NaN     1.207777e+07  0.000000   87.050044   81.736815   
 12433         NaN     1.982140e+07  0.000000   72.925853   70.700401   
 12434         NaN     5.617980e+06       NaN   80.459030   77.686026   
 12435         NaN     3.367200e+05       NaN   29.479195   22.746453   
 12436    33306.71     5.047994e+06  0.000000  183.227107  181.701083   
 12437  2397453.62     9.871970e+08  0.516129   39.349266   29.613345   
 12438  2610244.67     2.750435e+08       NaN   24.694492   13.832151   
 
        HistBeta  PredBeta  DataDate  
 0      0.000232  0.093666  20041202  
 1     -0.000223  0.025222  20041202  
 2      0.053353  0.137351  20041202  
 3      0.021022  0.227371  20041202  
 4      0.052201  0.160882  20041202  
 5      0.325111  0.660673  20041202  
 6      0.003007  0.016997  20041202  
 7      0.000322 -0.028299  20041202  
 8      0.266357  0.628559  20041202  
 9     -0.036419 -0.021270  20041202  
 10     0.147032  0.535793  20041202  
 11     0.051555  0.186495  20041202  
 12    -0.000223  0.080230  20041202  
 13     0.038240  0.186109  20041202  
 14    -0.000223  0.046879  20041202  
 15     0.008795  0.191347  20041202  
 16     0.236868  0.437749  20041202  
 17     0.807718  0.896973  20041202  
 18     0.254108  0.424454  20041202  
 19     0.045457  0.124436  20041202  
 20     0.355361  0.518736  20041202  
 21     0.130508  0.282337  20041202  
 22     0.102430  0.299425  20041202  
 23     0.066486  0.255417  20041202  
 24     0.217661  0.410230  20041202  
 25     0.136805  0.339422  20041202  
 26     0.002356  0.170446  20041202  
 27     0.380660  0.631513  20041202  
 28     0.619935  0.720017  20041202  
 29     0.340690  0.474422  20041202  
 ...         ...       ...       ...  
 12409  0.969995  1.140422  20041202  
 12410  1.004253  1.201231  20041202  
 12411  0.716985  1.000653  20041202  
 12412  0.884406  1.204307  20041202  
 12413  1.074170  1.350474  20041202  
 12414  0.469201  0.711313  20041202  
 12415  0.484469  0.917186  20041202  
 12416  0.702600  0.934278  20041202  
 12417  0.781471  1.180434  20041202  
 12418  0.841133  1.138055  20041202  
 12419  1.095030  1.449470  20041202  
 12420 -0.013366  0.085360  20041202  
 12421  0.409051  0.679850  20041202  
 12422  0.580817  0.901933  20041202  
 12423  0.990538  1.248491  20041202  
 12424  0.790902  1.038207  20041202  
 12425  0.230967  0.219644  20041202  
 12426  1.218367  1.304930  20041202  
 12427  0.675491  0.909781  20041202  
 12428  0.502369  0.761829  20041202  
 12429  0.893744  1.122397  20041202  
 12430  1.376591  1.583667  20041202  
 12431  0.425743  0.648261  20041202  
 12432  1.017862  1.173684  20041202  
 12433  0.596335  0.859016  20041202  
 12434  0.749094  0.999358  20041202  
 12435  0.728489  1.032029  20041202  
 12436  1.029009  1.226530  20041202  
 12437  1.281758  1.276707  20041202  
 12438  0.074227  0.139176  20041202  
 
 [12439 rows x 92 columns],
 '20041203':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.157            0.000               0.0   
 1      USA0011             0.281            0.000               0.0   
 2      USA0031            -0.081            0.000               0.0   
 3      USA0062             0.221            0.428               0.0   
 4      USA00E2             0.215            0.000               0.0   
 5      USA00F1             0.105            0.000               0.0   
 6      USA00G2             0.017            0.000               0.0   
 7      USA00H1            -0.403            0.000               0.0   
 8      USA00I1             1.596            0.000               0.0   
 9      USA00J1             0.566            0.000               0.0   
 10     USA00K1            -0.580            0.000               0.0   
 11     USA00P1             0.232            0.000               0.0   
 12     USA00R1             0.126            0.000               0.0   
 13     USA00S1            -0.342            0.000               0.0   
 14     USA00V1            -0.196            0.000               0.0   
 15     USA0131             0.332            1.000               0.0   
 16     USA0161            -0.916            1.000               0.0   
 17     USA01I1            -0.250            0.000               0.0   
 18     USA01J2             0.077            0.000               0.0   
 19     USA01L1             1.094            0.000               0.0   
 20     USA01P1            -1.390            0.000               0.0   
 21     USA01Q1             0.569            0.000               0.0   
 22     USA0202             0.225            0.000               0.0   
 23     USA0231             0.133            0.000               0.0   
 24     USA0281            -0.054            0.000               0.0   
 25     USA0291             0.026            0.000               0.0   
 26     USA02A1             0.220            0.000               0.0   
 27     USA02B1             0.167            0.000               0.0   
 28     USA02H1            -0.057            0.000               0.0   
 29     USA02P1            -0.251            0.142               0.0   
 ...        ...               ...              ...               ...   
 12412  USAZY61            -2.750            0.000               0.0   
 12413  USAZY71            -0.587            0.000               0.0   
 12414  USAZYI1            -0.332            0.000               0.0   
 12415  USAZYJ1            -2.750            0.000               0.0   
 12416  USAZYK1            -0.901            0.000               0.0   
 12417  USAZYM1            -1.131            0.000               0.0   
 12418  USAZYO1             0.651            0.000               0.0   
 12419  USAZYR1            -2.750            0.000               0.0   
 12420  USAZYS1            -0.437            0.000               0.0   
 12421  USAZYT1             2.754            0.000               0.0   
 12422  USAZYV1            -2.750            0.000               0.0   
 12423  USAZYX1             0.578            0.000               0.0   
 12424  USAZZ41             1.175            0.000               0.0   
 12425  USAZZ51            -0.279            0.000               0.0   
 12426  USAZZ61            -2.750            0.000               0.0   
 12427  USAZZ71            -0.747            0.000               0.0   
 12428  USAZZ81            -0.706            0.000               0.0   
 12429  USAZZ91             0.124            0.000               0.0   
 12430  USAZZA1            -0.843            0.000               0.0   
 12431  USAZZB1             0.107            0.000               0.0   
 12432  USAZZD1            -0.664            0.000               0.0   
 12433  USAZZF1             2.754            0.000               0.0   
 12434  USAZZI1             0.423            0.000               0.0   
 12435  USAZZJ1             2.754            0.000               0.0   
 12436  USAZZL1             2.347            0.000               0.0   
 12437  USAZZP1             2.754            0.000               0.0   
 12438  USAZZR1            -0.349            0.000               0.0   
 12439  USAZZX1             2.644            0.000               0.0   
 12440  USAZZY1             2.754            0.000               0.0   
 12441  USAZZZ1            -0.205            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.208            0.00  ...           NaN          NaN   
 1            -2.209            0.00  ...           NaN          NaN   
 2            -2.091            0.00  ...           NaN       6500.0   
 3            -2.162            0.00  ...           NaN          NaN   
 4            -2.094            0.00  ...           NaN       5956.0   
 5            -1.495            0.00  ...           NaN        255.0   
 6            -2.202            0.00  ...           NaN          NaN   
 7            -2.207            0.00  ...           NaN          NaN   
 8            -1.624            0.00  ...           NaN          NaN   
 9            -2.288            0.86  ...           NaN      29000.0   
 10           -1.858            0.00  ...           NaN      28000.0   
 11           -2.095            0.00  ...           NaN          NaN   
 12           -2.209            0.00  ...           NaN          NaN   
 13           -2.124            0.00  ...           NaN          NaN   
 14           -2.209            0.00  ...           NaN          NaN   
 15           -2.188            0.00  ...           NaN          NaN   
 16           -1.688            0.00  ...           NaN       1280.0   
 17           -0.439            0.00  ...           NaN      45651.0   
 18           -1.651            0.00  ...           NaN          NaN   
 19           -2.108            0.00  ...           NaN          NaN   
 20           -1.427            0.00  ...           NaN       3850.0   
 21           -1.922            1.00  ...           NaN          NaN   
 22           -1.984            0.00  ...           NaN          NaN   
 23           -2.062            0.00  ...           NaN       1150.0   
 24           -1.731            0.00  ...           NaN          NaN   
 25           -1.908            0.00  ...           NaN          NaN   
 26           -2.203            0.00  ...           NaN          NaN   
 27           -1.373            0.00  ...           NaN        690.0   
 28           -0.862            0.00  ...           NaN       5460.0   
 29           -1.461            0.00  ...           NaN       2000.0   
 ...             ...             ...  ...           ...          ...   
 12412        -0.083            0.00  ...           NaN       5000.0   
 12413        -0.008            0.00  ...           NaN       1000.0   
 12414        -0.635            0.00  ...           NaN      10000.0   
 12415        -0.266            0.00  ...           NaN       1375.0   
 12416         0.145            0.00  ...           NaN          NaN   
 12417        -1.202            0.00  ...           NaN       5000.0   
 12418        -1.147            0.00  ...           NaN          NaN   
 12419        -0.672            0.00  ...           NaN     186639.0   
 12420        -0.494            0.00  ...           NaN          NaN   
 12421        -0.362            0.00  ...           NaN      29982.0   
 12422         0.192            0.00  ...           NaN      11000.0   
 12423        -2.238            0.00  ...           NaN          NaN   
 12424        -1.305            0.00  ...           NaN     698500.0   
 12425        -0.932            0.00  ...           NaN          NaN   
 12426        -0.037            0.00  ...           NaN     623459.0   
 12427        -0.473            0.00  ...           NaN          NaN   
 12428        -1.700            1.00  ...           NaN      14500.0   
 12429         0.458            0.00  ...           NaN          NaN   
 12430        -0.726            0.00  ...           NaN        200.0   
 12431        -1.106            0.00  ...           NaN          NaN   
 12432        -0.249            0.00  ...           NaN    8693180.0   
 12433         0.807            0.00  ...           NaN      85729.0   
 12434        -1.272            1.00  ...           NaN          NaN   
 12435         0.017            0.00  ...           NaN          0.0   
 12436        -0.900            0.00  ...           NaN       1900.0   
 12437        -0.559            1.00  ...           NaN       4636.0   
 12438        -0.610            0.00  ...           NaN          NaN   
 12439         0.044            0.00  ...           NaN     909370.0   
 12440         0.598            0.00  ...           NaN      66600.0   
 12441        -2.045            0.00  ...           NaN      46800.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.926311e+10  0.147189   14.042973    9.636527   
 1             NaN     8.028479e+09  0.000000   18.275746   13.237691   
 2             NaN     6.780105e+10  2.478551   27.011864   23.190659   
 3             NaN     3.066953e+10  2.122842   20.640585   18.544991   
 4             NaN     5.543310e+10  2.307499   27.229342   23.289961   
 5             NaN     1.709170e+11  0.473560   28.234570   25.273420   
 6             NaN     1.471017e+10  5.191257   18.672409   13.013858   
 7             NaN     8.005846e+10  0.000000   23.185689   16.813641   
 8             NaN     1.462814e+10  0.649526   37.067383   29.468319   
 9             NaN     4.068265e+10  1.956478   16.263589   11.830866   
 10            NaN     3.034744e+10  0.000000   40.642250   30.695112   
 11            NaN     2.678940e+10  1.361740   13.531297   10.060572   
 12            NaN     6.677434e+09  2.591204   15.282102   10.694445   
 13            NaN     1.871606e+10  1.491742   22.363738   18.853671   
 14            NaN     1.407329e+10  1.314348   14.869896   10.260621   
 15            NaN     4.415205e+10  1.493373   22.430147   18.920764   
 16            NaN     4.415205e+10  1.493373   29.091061   26.307777   
 17            NaN     2.287114e+10  0.229533   22.305642   18.139458   
 18            NaN     3.116120e+10  1.791371   23.779450   20.530212   
 19            NaN     1.120245e+11  2.930403   32.257070   25.753558   
 20            NaN     1.295340e+11  0.000000   33.203501   29.623428   
 21            NaN     9.877427e+10  2.543882   24.535983   21.498346   
 22            NaN     1.657031e+10  0.000000   27.505835   25.088269   
 23            NaN     1.039841e+11  0.000000   23.276968   20.103940   
 24            NaN     4.563392e+10  3.089144   20.175918   16.368611   
 25            NaN     3.460323e+10  0.000000   23.788751   20.836894   
 26            NaN     9.386320e+09  1.528585   12.254442    8.702865   
 27            NaN     9.386320e+09  1.528585   33.678226   31.871929   
 28            NaN     6.937934e+10  3.027656   23.704945   20.663252   
 29            NaN     3.783021e+11  2.262443   20.981836   18.424607   
 ...           ...              ...       ...         ...         ...   
 12412       93.18     4.463600e+06  0.000000   82.374350   79.800701   
 12413      512.13     1.226000e+06  0.000000   93.607791   91.049627   
 12414     1613.91     3.018420e+06  0.000000   93.017446   90.703205   
 12415     1490.55     7.217600e+07  0.000000   84.770933   82.430343   
 12416         NaN     6.832300e+05       NaN   82.219269   79.438496   
 12417       43.59     1.059380e+06       NaN   67.316706   64.612300   
 12418         NaN     5.639000e+07  0.000000   68.988551   63.295631   
 12419   242002.66     2.001227e+07  0.000000   97.250568   95.092184   
 12420         NaN     5.030700e+01  0.000000   34.290312   26.650966   
 12421    28033.61     2.009000e+07  0.000000  111.789204  109.988110   
 12422      627.48     1.192400e+06  0.000000  180.055464  178.491843   
 12423         NaN     6.422504e+07  2.827141   31.173404   26.459937   
 12424     3740.88     1.812774e+06       NaN  140.117933  138.888861   
 12425         NaN     2.224200e+05  0.000000   42.553494   37.938723   
 12426      581.05     1.668300e+06  0.000000  136.775072  134.917326   
 12427         NaN     1.312212e+07  0.000000   81.921186   79.345012   
 12428  1854283.57     3.716928e+10  4.516496   20.059698   16.121223   
 12429         NaN     1.591600e+03  0.000000   48.940473   37.898357   
 12430     4510.68     2.609040e+06  0.000000   82.032109   79.694025   
 12431         NaN     7.615800e+06  0.000000   55.894051   51.738039   
 12432   129626.37     1.558116e+06       NaN   87.160080   84.862173   
 12433    75916.17     3.571810e+07       NaN   94.581058   90.837679   
 12434         NaN     3.877500e+05  0.000000   62.168586   59.647151   
 12435         NaN     1.134205e+07  0.000000   88.374834   83.162597   
 12436     8591.04     1.895960e+07  0.000000   73.763976   71.438412   
 12437     6247.98     5.373720e+06       NaN   82.594967   79.881843   
 12438         NaN     3.367200e+05       NaN   29.495902   22.887271   
 12439    34076.89     4.170082e+06  0.000000  186.102483  184.581437   
 12440  2357304.52     9.673788e+08  0.516129   40.721835   31.010986   
 12441  2460521.57     2.774253e+08       NaN   24.609436   13.947450   
 
        HistBeta  PredBeta  DataDate  
 0      0.000233  0.095291  20041203  
 1     -0.000222  0.034862  20041203  
 2      0.053444  0.127131  20041203  
 3      0.021189  0.226300  20041203  
 4      0.052272  0.157478  20041203  
 5      0.325413  0.651316  20041203  
 6      0.002996  0.010247  20041203  
 7      0.000323 -0.040791  20041203  
 8      0.266456  0.662702  20041203  
 9     -0.036421 -0.016414  20041203  
 10     0.159641  0.575367  20041203  
 11     0.051615  0.187629  20041203  
 12    -0.000221  0.078839  20041203  
 13     0.038503  0.169115  20041203  
 14    -0.000222  0.041679  20041203  
 15     0.008985  0.188323  20041203  
 16     0.237592  0.416973  20041203  
 17     0.807770  0.886835  20041203  
 18     0.254232  0.422026  20041203  
 19     0.045521  0.151792  20041203  
 20     0.356471  0.489804  20041203  
 21     0.130825  0.285037  20041203  
 22     0.102421  0.294429  20041203  
 23     0.066509  0.257139  20041203  
 24     0.217769  0.407336  20041203  
 25     0.136960  0.334581  20041203  
 26     0.002350  0.174199  20041203  
 27     0.381303  0.629052  20041203  
 28     0.614421  0.713704  20041203  
 29     0.341029  0.468881  20041203  
 ...         ...       ...       ...  
 12412  0.970181  1.098308  20041203  
 12413  1.004142  1.192703  20041203  
 12414  0.718169  0.987526  20041203  
 12415  0.886682  1.157037  20041203  
 12416  1.074291  1.262955  20041203  
 12417  0.459508  0.672191  20041203  
 12418  0.484192  0.927237  20041203  
 12419  0.701318  0.926604  20041203  
 12420  0.782499  1.169785  20041203  
 12421  0.842683  1.178542  20041203  
 12422  1.095445  1.359793  20041203  
 12423 -0.013650  0.088631  20041203  
 12424  0.412206  0.716754  20041203  
 12425  0.582386  0.895490  20041203  
 12426  0.991244  1.205804  20041203  
 12427  0.791969  1.023791  20041203  
 12428  0.231864  0.204387  20041203  
 12429  1.217252  1.311042  20041203  
 12430  0.676680  0.913117  20041203  
 12431  0.503306  0.760838  20041203  
 12432  0.894363  1.160007  20041203  
 12433  1.376478  1.602085  20041203  
 12434  0.427499  0.650966  20041203  
 12435  1.015994  1.224675  20041203  
 12436  0.597204  0.894161  20041203  
 12437  0.753005  1.043747  20041203  
 12438  0.729357  1.024720  20041203  
 12439  1.028294  1.223545  20041203  
 12440  1.281231  1.331600  20041203  
 12441  0.074455  0.140326  20041203  
 
 [12442 rows x 92 columns],
 '20041206':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.250            0.000               0.0   
 1      USA0011             0.936            0.000               0.0   
 2      USA0031            -0.364            0.000               0.0   
 3      USA0062            -0.031            0.428               0.0   
 4      USA00E2            -0.301            0.000               0.0   
 5      USA00F1            -0.094            0.000               0.0   
 6      USA00G2            -0.188            0.000               0.0   
 7      USA00H1             0.051            0.000               0.0   
 8      USA00I1             0.625            0.000               0.0   
 9      USA00J1            -0.536            0.000               0.0   
 10     USA00K1             0.314            0.000               0.0   
 11     USA00P1             0.359            0.000               0.0   
 12     USA00R1             0.097            0.000               0.0   
 13     USA00S1            -0.665            0.000               0.0   
 14     USA00V1            -0.112            0.000               0.0   
 15     USA0131            -0.436            1.000               0.0   
 16     USA0161            -0.387            1.000               0.0   
 17     USA01I1             0.106            0.000               0.0   
 18     USA01J2            -0.679            0.000               0.0   
 19     USA01L1            -0.099            0.000               0.0   
 20     USA01P1             0.380            0.000               0.0   
 21     USA01Q1            -0.596            0.000               0.0   
 22     USA0202             0.001            0.000               0.0   
 23     USA0231             0.919            0.000               0.0   
 24     USA0281            -0.082            0.000               0.0   
 25     USA0291             0.803            0.000               0.0   
 26     USA02A1             0.089            0.000               0.0   
 27     USA02B1             0.564            0.000               0.0   
 28     USA02H1             0.033            0.000               0.0   
 29     USA02P1            -1.366            0.142               0.0   
 ...        ...               ...              ...               ...   
 12410  USAZY61            -0.475            0.000               0.0   
 12411  USAZY71            -0.585            0.000               0.0   
 12412  USAZYI1            -0.434            0.000               0.0   
 12413  USAZYJ1             2.541            0.000               0.0   
 12414  USAZYK1            -0.871            0.000               0.0   
 12415  USAZYM1            -1.393            0.000               0.0   
 12416  USAZYO1            -0.124            0.000               0.0   
 12417  USAZYR1            -2.837            0.000               0.0   
 12418  USAZYS1            -0.132            0.000               0.0   
 12419  USAZYT1            -0.449            0.000               0.0   
 12420  USAZYV1             2.833            0.000               0.0   
 12421  USAZYX1             0.119            0.000               0.0   
 12422  USAZZ41            -2.837            0.000               0.0   
 12423  USAZZ51            -0.241            0.000               0.0   
 12424  USAZZ61            -0.193            0.000               0.0   
 12425  USAZZ71            -0.297            0.000               0.0   
 12426  USAZZ81            -0.539            0.000               0.0   
 12427  USAZZ91            -1.350            0.000               0.0   
 12428  USAZZA1            -0.140            0.000               0.0   
 12429  USAZZB1            -0.007            0.000               0.0   
 12430  USAZZD1            -2.837            0.000               0.0   
 12431  USAZZF1             2.833            0.000               0.0   
 12432  USAZZI1            -1.344            0.000               0.0   
 12433  USAZZJ1            -2.837            0.000               0.0   
 12434  USAZZL1             2.672            0.000               0.0   
 12435  USAZZP1            -2.837            0.000               0.0   
 12436  USAZZR1            -0.190            0.000               0.0   
 12437  USAZZX1            -2.837            0.000               0.0   
 12438  USAZZY1            -0.307            0.000               0.0   
 12439  USAZZZ1            -1.126            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.211            0.00  ...           NaN          NaN   
 1            -2.212            0.00  ...           NaN          NaN   
 2            -2.093            0.00  ...           NaN       6500.0   
 3            -2.176            0.00  ...           NaN          NaN   
 4            -2.096            0.00  ...           NaN       5956.0   
 5            -1.499            0.00  ...           NaN        255.0   
 6            -2.204            0.00  ...           NaN          NaN   
 7            -2.210            0.00  ...           NaN          NaN   
 8            -1.627            0.00  ...           NaN          NaN   
 9            -2.291            0.86  ...           NaN      29000.0   
 10           -1.861            0.00  ...           NaN          NaN   
 11           -2.099            0.00  ...           NaN          NaN   
 12           -2.212            0.00  ...           NaN          NaN   
 13           -2.126            0.00  ...           NaN          NaN   
 14           -2.212            0.00  ...           NaN          NaN   
 15           -2.191            0.00  ...           NaN          NaN   
 16           -1.692            0.00  ...           NaN          NaN   
 17           -0.443            0.00  ...           NaN      45651.0   
 18           -1.653            0.00  ...           NaN          NaN   
 19           -2.118            0.00  ...           NaN          NaN   
 20           -1.455            0.00  ...           NaN          NaN   
 21           -1.926            1.00  ...           NaN          NaN   
 22           -1.987            0.00  ...           NaN          NaN   
 23           -2.069            0.00  ...           NaN       1150.0   
 24           -1.734            0.00  ...           NaN          NaN   
 25           -1.915            0.00  ...           NaN          NaN   
 26           -2.206            0.00  ...           NaN          NaN   
 27           -1.376            0.00  ...           NaN        140.0   
 28           -0.867            0.00  ...           NaN       5460.0   
 29           -1.476            0.00  ...           NaN       3000.0   
 ...             ...             ...  ...           ...          ...   
 12410        -0.085            0.00  ...           NaN      10000.0   
 12411        -0.009            0.00  ...           NaN          NaN   
 12412        -0.637            0.00  ...           NaN      30000.0   
 12413        -0.233            0.00  ...           NaN        996.0   
 12414         0.144            0.00  ...           NaN          NaN   
 12415        -1.205            0.00  ...           NaN          NaN   
 12416        -1.150            0.00  ...           NaN      32950.0   
 12417        -0.687            0.00  ...           NaN     149734.0   
 12418        -0.497            0.00  ...           NaN          NaN   
 12419        -0.365            0.00  ...           NaN      27072.0   
 12420         0.213            0.00  ...           NaN      55170.0   
 12421        -2.238            0.00  ...           NaN       9800.0   
 12422        -1.317            0.00  ...           NaN      81250.0   
 12423        -0.935            0.00  ...           NaN       1000.0   
 12424        -0.039            0.00  ...           NaN     322600.0   
 12425        -0.474            0.00  ...           NaN          NaN   
 12426        -1.698            1.00  ...           NaN      13400.0   
 12427         0.456            0.00  ...           NaN       2000.0   
 12428        -0.727            0.00  ...           NaN          NaN   
 12429        -1.107            0.00  ...           NaN          NaN   
 12430        -0.270            0.00  ...           NaN   42944880.0   
 12431         0.819            0.00  ...           NaN       7300.0   
 12432        -1.274            1.00  ...           NaN          NaN   
 12433        -0.006            0.00  ...           NaN          0.0   
 12434        -0.862            0.00  ...           NaN       8000.0   
 12435        -0.566            1.00  ...           NaN      26492.0   
 12436        -0.613            0.00  ...           NaN          NaN   
 12437         0.037            0.00  ...           NaN     303200.0   
 12438         0.594            0.00  ...           NaN      40000.0   
 12439        -2.055            0.00  ...           NaN      34300.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.880109e+10  0.147189   13.852209    9.540330   
 1             NaN     8.157762e+09  0.000000   18.156842   13.198693   
 2             NaN     6.805083e+10  2.478551   26.604753   22.850448   
 3             NaN     3.031710e+10  2.122842   20.337294   18.252284   
 4             NaN     5.371249e+10  2.307499   26.780965   22.933238   
 5             NaN     1.704475e+11  0.473560   27.816613   24.905927   
 6             NaN     1.476580e+10  5.191257   18.378805   12.834247   
 7             NaN     8.109047e+10  0.000000   22.771776   16.559420   
 8             NaN     1.452219e+10  0.649526   36.549756   29.058765   
 9             NaN     4.025011e+10  1.956478   16.067420   11.763335   
 10            NaN     3.033046e+10  0.000000   39.937810   30.300087   
 11            NaN     2.667872e+10  1.361740   13.336280    9.925406   
 12            NaN     6.696213e+09  2.591204   15.018252   10.537646   
 13            NaN     1.859784e+10  1.491742   22.255205   18.709721   
 14            NaN     1.399562e+10  1.314348   14.608527   10.105370   
 15            NaN     4.374457e+10  1.493373   22.239477   18.694910   
 16            NaN     4.374457e+10  1.493373   28.656218   25.971654   
 17            NaN     2.295722e+10  0.229533   22.043736   17.866234   
 18            NaN     3.104125e+10  1.791371   23.591278   20.349131   
 19            NaN     1.124931e+11  2.930403   31.689016   25.400321   
 20            NaN     1.317272e+11  0.000000   32.702106   29.237484   
 21            NaN     9.799785e+10  2.543882   24.259290   21.256299   
 22            NaN     1.627765e+10  0.000000   27.136394   24.739270   
 23            NaN     1.039841e+11  0.000000   23.167962   19.933382   
 24            NaN     4.537447e+10  3.089144   19.892625   16.121602   
 25            NaN     3.558915e+10  0.000000   23.711214   20.657255   
 26            NaN     9.257348e+09  1.528585   12.161217    8.577987   
 27            NaN     9.257348e+09  1.528585   33.271525   31.396887   
 28            NaN     6.866309e+10  3.027656   23.403185   20.359827   
 29            NaN     3.766128e+11  2.262443   20.944535   18.437284   
 ...           ...              ...       ...         ...         ...   
 12410      192.86     4.463600e+06  0.000000   81.377698   78.862878   
 12411         NaN     1.226000e+06  0.000000   93.075709   90.523946   
 12412     1730.76     3.018420e+06  0.000000   90.572361   88.215396   
 12413     1580.24     6.315400e+07  0.000000   91.521434   89.314372   
 12414         NaN     6.832300e+05       NaN   81.082784   78.246893   
 12415         NaN     1.059380e+06       NaN   68.256024   65.640769   
 12416     2266.71     5.639000e+07  0.000000   68.382500   62.840149   
 12417   250213.25     2.076745e+07  0.000000   96.040833   93.911254   
 12418         NaN     5.030700e+01  0.000000   33.904153   26.240332   
 12419    28735.38     2.009000e+07  0.000000  110.167151  108.481547   
 12420      701.43     9.539200e+05  0.000000  178.794412  177.116144   
 12421    19656.25     6.401736e+07  2.827141   30.668681   26.054697   
 12422     3737.06     1.901202e+06       NaN  138.514652  137.307216   
 12423       13.86     2.224200e+05  0.000000   41.963758   37.326199   
 12424      481.31     1.668300e+06  0.000000  136.276846  134.540774   
 12425         NaN     1.312212e+07  0.000000   80.983323   78.392645   
 12426  1696554.45     3.706812e+10  4.516496   19.796260   15.885295   
 12427        0.07     1.591600e+03  0.000000   48.523214   37.537758   
 12428         NaN     2.609040e+06  0.000000   80.975371   78.586063   
 12429         NaN     7.615800e+06  0.000000   54.928516   50.713015   
 12430   143455.51     2.077488e+06       NaN   86.980807   84.734383   
 12431    77236.01     3.383820e+07       NaN   93.702555   89.846319   
 12432         NaN     3.877500e+05  0.000000   61.569000   59.042194   
 12433         NaN     1.177712e+07  0.000000   87.480132   82.369826   
 12434     9416.80     1.723600e+07  0.000000   73.873861   71.368666   
 12435     6193.91     5.617980e+06       NaN   81.774128   79.162516   
 12436         NaN     3.367200e+05       NaN   29.202036   22.534513   
 12437    35494.38     4.389560e+06  0.000000  183.920453  182.477282   
 12438  2354705.20     9.714044e+08  0.516129   40.027618   30.543469   
 12439  2278590.40     2.795803e+08       NaN   24.152240   13.631291   
 
        HistBeta  PredBeta  DataDate  
 0      0.000248  0.088224  20041206  
 1     -0.000209  0.047654  20041206  
 2      0.053718  0.117627  20041206  
 3      0.016033  0.214078  20041206  
 4      0.052606  0.147605  20041206  
 5      0.324861  0.637950  20041206  
 6      0.003153  0.005591  20041206  
 7      0.000345 -0.040030  20041206  
 8      0.266262  0.666181  20041206  
 9     -0.036230 -0.030038  20041206  
 10     0.159543  0.542958  20041206  
 11     0.051366  0.188559  20041206  
 12    -0.000209  0.076163  20041206  
 13     0.038824  0.150796  20041206  
 14    -0.000209  0.038425  20041206  
 15     0.009220  0.170459  20041206  
 16     0.236614  0.405167  20041206  
 17     0.806482  0.881942  20041206  
 18     0.254436  0.407654  20041206  
 19     0.042625  0.133426  20041206  
 20     0.344673  0.492907  20041206  
 21     0.130171  0.265011  20041206  
 22     0.102086  0.288297  20041206  
 23     0.064997  0.269777  20041206  
 24     0.217830  0.401905  20041206  
 25     0.135188  0.340709  20041206  
 26     0.002413  0.174562  20041206  
 27     0.380967  0.634827  20041206  
 28     0.613179  0.713470  20041206  
 29     0.335400  0.440537  20041206  
 ...         ...       ...       ...  
 12410  0.969769  1.144244  20041206  
 12411  1.004276  1.187691  20041206  
 12412  0.717853  0.990421  20041206  
 12413  0.902144  1.148490  20041206  
 12414  1.074056  1.264561  20041206  
 12415  0.458764  0.651422  20041206  
 12416  0.484047  0.936900  20041206  
 12417  0.694979  0.906713  20041206  
 12418  0.781892  1.166891  20041206  
 12419  0.842074  1.129125  20041206  
 12420  1.105634  1.468458  20041206  
 12421 -0.012314  0.086311  20041206  
 12422  0.407674  0.632877  20041206  
 12423  0.582230  0.891302  20041206  
 12424  0.990800  1.139789  20041206  
 12425  0.792092  1.028659  20041206  
 12426  0.234200  0.195190  20041206  
 12427  1.216408  1.286838  20041206  
 12428  0.676800  0.923251  20041206  
 12429  0.503729  0.761379  20041206  
 12430  0.885263  1.103176  20041206  
 12431  1.382199  1.625524  20041206  
 12432  0.427483  0.622843  20041206  
 12433  1.005791  1.186555  20041206  
 12434  0.615527  0.942369  20041206  
 12435  0.750448  0.947726  20041206  
 12436  0.728964  1.023123  20041206  
 12437  1.025511  1.158639  20041206  
 12438  1.279412  1.318094  20041206  
 12439  0.071240  0.122388  20041206  
 
 [12440 rows x 92 columns],
 '20041207':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.264            0.000               0.0   
 1      USA0011             0.240            0.000               0.0   
 2      USA0031             0.109            0.000               0.0   
 3      USA0062            -0.313            0.428               0.0   
 4      USA00E2             0.680            0.000               0.0   
 5      USA00F1             0.303            0.000               0.0   
 6      USA00G2             0.363            0.000               0.0   
 7      USA00H1             0.127            0.000               0.0   
 8      USA00I1             0.262            0.000               0.0   
 9      USA00J1             0.286            0.000               0.0   
 10     USA00K1             0.285            0.000               0.0   
 11     USA00P1             0.291            0.000               0.0   
 12     USA00R1             0.523            0.000               0.0   
 13     USA00S1             0.495            0.000               0.0   
 14     USA00V1             0.631            0.000               0.0   
 15     USA0131            -0.524            1.000               0.0   
 16     USA0161            -0.123            1.000               0.0   
 17     USA01I1            -0.160            0.000               0.0   
 18     USA01J2             0.376            0.000               0.0   
 19     USA01L1            -0.947            0.000               0.0   
 20     USA01P1            -1.640            0.000               0.0   
 21     USA01Q1             0.212            0.000               0.0   
 22     USA0202             0.354            0.000               0.0   
 23     USA0231            -0.056            0.000               0.0   
 24     USA0281            -0.516            0.000               0.0   
 25     USA0291            -0.112            0.000               0.0   
 26     USA02A1             0.291            0.000               0.0   
 27     USA02B1            -0.150            0.000               0.0   
 28     USA02H1             0.840            0.000               0.0   
 29     USA02P1             1.622            0.142               0.0   
 ...        ...               ...              ...               ...   
 12410  USAZY61            -1.195            0.000               0.0   
 12411  USAZY71            -2.760            0.000               0.0   
 12412  USAZYI1            -0.653            0.000               0.0   
 12413  USAZYJ1            -1.120            0.000               0.0   
 12414  USAZYK1            -0.605            0.000               0.0   
 12415  USAZYM1            -0.020            0.000               0.0   
 12416  USAZYO1             2.826            0.000               0.0   
 12417  USAZYR1             2.763            0.000               0.0   
 12418  USAZYS1            -0.517            0.000               0.0   
 12419  USAZYT1            -2.760            0.000               0.0   
 12420  USAZYV1            -1.078            0.000               0.0   
 12421  USAZYX1            -0.315            0.000               0.0   
 12422  USAZZ41            -2.173            0.000               0.0   
 12423  USAZZ51            -0.777            0.000               0.0   
 12424  USAZZ61            -0.990            0.000               0.0   
 12425  USAZZ71            -0.958            0.000               0.0   
 12426  USAZZ81             0.402            0.000               0.0   
 12427  USAZZ91            -2.760            0.000               0.0   
 12428  USAZZA1            -0.697            0.000               0.0   
 12429  USAZZB1            -1.241            0.000               0.0   
 12430  USAZZD1             2.826            0.000               0.0   
 12431  USAZZF1            -2.243            0.000               0.0   
 12432  USAZZI1            -0.468            0.000               0.0   
 12433  USAZZJ1            -1.143            0.000               0.0   
 12434  USAZZL1            -0.754            0.000               0.0   
 12435  USAZZP1            -1.281            0.000               0.0   
 12436  USAZZR1            -0.947            0.000               0.0   
 12437  USAZZX1             0.163            0.000               0.0   
 12438  USAZZY1             1.621            0.000               0.0   
 12439  USAZZZ1            -1.245            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.216            0.00  ...           NaN       2500.0   
 1            -2.214            0.00  ...           NaN          NaN   
 2            -2.096            0.00  ...           NaN       6500.0   
 3            -2.173            0.00  ...           NaN          NaN   
 4            -2.046            0.00  ...           NaN       1000.0   
 5            -1.527            0.00  ...           NaN        255.0   
 6            -2.206            0.00  ...           NaN          NaN   
 7            -2.213            0.00  ...           NaN          NaN   
 8            -1.649            0.00  ...           NaN          NaN   
 9            -2.289            0.86  ...           NaN      29000.0   
 10           -1.876            0.00  ...           NaN          NaN   
 11           -2.101            0.00  ...           NaN          NaN   
 12           -2.214            0.00  ...           NaN          NaN   
 13           -2.131            0.00  ...           NaN          NaN   
 14           -2.214            0.00  ...           NaN          NaN   
 15           -2.160            0.00  ...           NaN          NaN   
 16           -1.664            0.00  ...           NaN        110.0   
 17           -0.491            0.00  ...           NaN      45651.0   
 18           -1.668            0.00  ...           NaN          NaN   
 19           -2.115            0.00  ...           NaN          NaN   
 20           -1.630            0.00  ...           NaN      14790.0   
 21           -1.945            1.00  ...           NaN          NaN   
 22           -1.994            0.00  ...           NaN          NaN   
 23           -2.067            0.00  ...           NaN       1150.0   
 24           -1.749            0.00  ...           NaN          NaN   
 25           -1.920            0.00  ...           NaN          NaN   
 26           -2.208            0.00  ...           NaN       8725.0   
 27           -1.396            0.00  ...           NaN          NaN   
 28           -0.834            0.00  ...           NaN        561.0   
 29           -1.349            0.00  ...           NaN       7600.0   
 ...             ...             ...  ...           ...          ...   
 12410        -0.103            0.00  ...           NaN        600.0   
 12411        -0.234            0.00  ...           NaN      18500.0   
 12412        -0.634            0.00  ...           NaN      17670.0   
 12413        -0.244            0.00  ...           NaN          NaN   
 12414         0.143            0.00  ...           NaN          NaN   
 12415        -1.238            0.00  ...           NaN          NaN   
 12416        -0.877            0.00  ...           NaN      15100.0   
 12417        -0.546            0.00  ...           NaN      86583.0   
 12418        -0.506            0.00  ...           NaN          NaN   
 12419        -0.568            0.00  ...           NaN      92132.0   
 12420         0.206            0.00  ...           NaN      10500.0   
 12421        -2.194            0.00  ...           NaN       4200.0   
 12422        -1.412            0.00  ...           NaN      90900.0   
 12423        -0.935            0.00  ...           NaN          NaN   
 12424        -0.044            0.00  ...           NaN     141575.0   
 12425        -0.469            0.00  ...           NaN          NaN   
 12426        -1.655            1.00  ...           NaN      20800.0   
 12427         0.452            0.00  ...           NaN          NaN   
 12428        -0.725            0.00  ...           NaN          NaN   
 12429        -1.074            0.00  ...           NaN          NaN   
 12430        -0.127            0.00  ...           NaN   14368890.0   
 12431         0.800            0.00  ...           NaN      67142.0   
 12432        -1.312            1.00  ...           NaN          NaN   
 12433         0.068            0.00  ...           NaN          0.0   
 12434        -0.900            0.00  ...           NaN       2600.0   
 12435        -0.580            1.00  ...           NaN          NaN   
 12436        -0.615            0.00  ...           NaN          NaN   
 12437         0.056            0.00  ...           NaN     910900.0   
 12438         0.762            0.00  ...           NaN      66200.0   
 12439        -2.046            0.00  ...           NaN      29700.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.753555e+10  0.147189   13.801645    9.425380   
 1             NaN     8.073728e+09  0.000000   18.015754   13.018238   
 2             NaN     6.798839e+10  2.478551   26.310304   22.530982   
 3             NaN     2.973260e+10  2.122842   20.218862   18.101438   
 4             NaN     5.364580e+10  2.307499   26.583498   22.706346   
 5             NaN     1.688826e+11  0.473560   27.516153   24.552644   
 6             NaN     1.473401e+10  5.191257   18.243073   12.653967   
 7             NaN     7.991655e+10  0.000000   22.585997   16.351330   
 8             NaN     1.426489e+10  0.649526   36.187354   28.686837   
 9             NaN     4.020205e+10  1.956478   15.914026   11.611437   
 10            NaN     2.977004e+10  0.000000   39.566974   29.918859   
 11            NaN     2.639912e+10  1.361740   13.271291    9.787433   
 12            NaN     6.628831e+09  2.591204   15.082277   10.452727   
 13            NaN     1.864985e+10  1.491742   22.198247   18.505227   
 14            NaN     1.395553e+10  1.314348   14.584322   10.001833   
 15            NaN     4.294558e+10  1.493373   22.211795   18.591340   
 16            NaN     4.294558e+10  1.493373   28.426756   25.659384   
 17            NaN     2.246657e+10  0.229533   21.843810   17.648608   
 18            NaN     3.112693e+10  1.791371   23.311271   20.012848   
 19            NaN     1.110446e+11  2.930403   31.616101   25.160425   
 20            NaN     1.306638e+11  0.000000   32.686089   29.312803   
 21            NaN     9.743981e+10  2.543882   23.993654   20.969609   
 22            NaN     1.594317e+10  0.000000   26.894689   24.423869   
 23            NaN     1.028606e+11  0.000000   22.879148   19.712208   
 24            NaN     4.489548e+10  3.089144   20.031286   16.112481   
 25            NaN     3.486774e+10  0.000000   23.547506   20.479945   
 26            NaN     9.050992e+09  1.528585   12.163174    8.467139   
 27            NaN     9.050992e+09  1.528585   32.938460   31.010005   
 28            NaN     6.813074e+10  3.027656   23.474950   20.185907   
 29            NaN     3.728118e+11  2.262443   21.246405   18.543047   
 ...           ...              ...       ...         ...         ...   
 12410      189.55     4.463600e+06  0.000000   80.608937   78.003049   
 12411      534.87     1.716400e+06  0.000000   91.734250   89.243545   
 12412     1796.66     3.018420e+06  0.000000   88.976910   86.532603   
 12413         NaN     6.315400e+07  0.000000   88.553250   86.330671   
 12414         NaN     6.832300e+05       NaN   80.944702   78.024405   
 12415         NaN     1.059380e+06       NaN   68.322773   65.728551   
 12416     2451.95     4.736760e+07  0.000000   70.206006   64.231050   
 12417   240886.43     1.963468e+07  0.000000   95.563714   93.210099   
 12418         NaN     5.030700e+01  0.000000   33.823904   26.040985   
 12419    29271.87     2.209900e+07  0.000000  110.358292  108.755117   
 12420      679.09     9.539200e+05  0.000000  178.132470  176.507697   
 12421    21170.24     6.360200e+07  2.827141   30.487331   25.800540   
 12422     3753.12     1.989630e+06       NaN  137.747003  136.591314   
 12423         NaN     2.224200e+05  0.000000   41.717135   36.994041   
 12424      478.73     1.668300e+06  0.000000  134.846750  133.048227   
 12425         NaN     1.312212e+07  0.000000   80.617575   77.931898   
 12426  1657910.90     3.677423e+10  4.516496   19.634865   15.694421   
 12427         NaN     1.591600e+03  0.000000   49.277743   38.001078   
 12428         NaN     2.609040e+06  0.000000   80.625822   78.179007   
 12429         NaN     7.615800e+06  0.000000   54.624936   50.254034   
 12430   138894.19     1.558116e+06       NaN   90.447592   88.112677   
 12431    79218.72     3.383820e+07       NaN   92.131758   88.204165   
 12432         NaN     3.877500e+05  0.000000   61.243919   58.756748   
 12433         NaN     1.146715e+07  0.000000   86.921406   81.598395   
 12434     9225.13     1.723600e+07  0.000000   73.152763   70.742397   
 12435         NaN     5.617980e+06       NaN   82.046746   79.451530   
 12436         NaN     3.367200e+05       NaN   29.336391   22.604761   
 12437    35533.89     4.279821e+06  0.000000  183.389715  181.912510   
 12438  2358389.71     9.320775e+08  0.516129   40.496441   30.452925   
 12439  2212140.38     2.790132e+08       NaN   24.438931   13.935646   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000957  0.102085  20041207  
 1     -0.000118  0.058228  20041207  
 2      0.053985  0.131080  20041207  
 3      0.018644  0.221525  20041207  
 4      0.076440  0.188029  20041207  
 5      0.312682  0.629142  20041207  
 6      0.003919  0.024330  20041207  
 7      0.000487 -0.023181  20041207  
 8      0.257247  0.649537  20041207  
 9     -0.034035 -0.009821  20041207  
 10     0.153697  0.540649  20041207  
 11     0.051286  0.196831  20041207  
 12    -0.000118  0.093005  20041207  
 13     0.037858  0.164129  20041207  
 14    -0.000118  0.057510  20041207  
 15     0.024847  0.172899  20041207  
 16     0.250396  0.420810  20041207  
 17     0.784496  0.852409  20041207  
 18     0.248747  0.414069  20041207  
 19     0.045207  0.135418  20041207  
 20     0.265803  0.391444  20041207  
 21     0.122576  0.269183  20041207  
 22     0.100198  0.297871  20041207  
 23     0.067184  0.290482  20041207  
 24     0.211903  0.396867  20041207  
 25     0.133718  0.340884  20041207  
 26     0.002802  0.187109  20041207  
 27     0.372232  0.620732  20041207  
 28     0.628073  0.743938  20041207  
 29     0.393724  0.530257  20041207  
 ...         ...       ...       ...  
 12410  0.960732  1.114973  20041207  
 12411  0.901543  1.056623  20041207  
 12412  0.719248  0.991067  20041207  
 12413  0.896895  1.126725  20041207  
 12414  1.072924  1.261800  20041207  
 12415  0.444215  0.636893  20041207  
 12416  0.608669  1.077259  20041207  
 12417  0.759333  1.024871  20041207  
 12418  0.777515  1.144871  20041207  
 12419  0.749323  1.003305  20041207  
 12420  1.101664  1.393675  20041207  
 12421  0.009132  0.113456  20041207  
 12422  0.365287  0.548187  20041207  
 12423  0.582183  0.878969  20041207  
 12424  0.987753  1.127532  20041207  
 12425  0.794247  1.016928  20041207  
 12426  0.254514  0.235519  20041207  
 12427  1.213412  1.256946  20041207  
 12428  0.677746  0.920023  20041207  
 12429  0.519173  0.764111  20041207  
 12430  0.949828  1.167172  20041207  
 12431  1.372168  1.562797  20041207  
 12432  0.410723  0.607679  20041207  
 12433  1.038972  1.209544  20041207  
 12434  0.598313  0.887749  20041207  
 12435  0.743921  0.961018  20041207  
 12436  0.727677  1.007099  20041207  
 12437  1.033236  1.204764  20041207  
 12438  1.354876  1.403064  20041207  
 12439  0.076366  0.134800  20041207  
 
 [12440 rows x 92 columns],
 '20041208':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.473            0.000               0.0   
 1      USA0011            -0.624            0.000               0.0   
 2      USA0031             0.374            0.000               0.0   
 3      USA0062            -0.766            0.428               0.0   
 4      USA00E2             0.322            0.000               0.0   
 5      USA00F1            -0.377            0.000               0.0   
 6      USA00G2            -0.388            0.000               0.0   
 7      USA00H1             1.180            0.000               0.0   
 8      USA00I1            -2.120            0.000               0.0   
 9      USA00J1             0.011            0.000               0.0   
 10     USA00K1            -2.162            0.000               0.0   
 11     USA00P1            -0.175            0.000               0.0   
 12     USA00R1             0.288            0.000               0.0   
 13     USA00S1            -0.641            0.000               0.0   
 14     USA00V1             0.903            0.000               0.0   
 15     USA0131            -1.301            1.000               0.0   
 16     USA0161            -0.330            1.000               0.0   
 17     USA01I1             0.584            0.000               0.0   
 18     USA01J2            -0.505            0.000               0.0   
 19     USA01L1             0.174            0.000               0.0   
 20     USA01P1            -0.415            0.000               0.0   
 21     USA01Q1            -0.204            0.000               0.0   
 22     USA0202            -0.194            0.000               0.0   
 23     USA0231            -0.386            0.000               0.0   
 24     USA0281            -0.123            0.000               0.0   
 25     USA0291            -0.487            0.000               0.0   
 26     USA02A1            -0.332            0.000               0.0   
 27     USA02B1            -0.501            0.000               0.0   
 28     USA02H1            -0.272            0.000               0.0   
 29     USA02P1            -0.035            0.142               0.0   
 ...        ...               ...              ...               ...   
 12410  USAZY61             0.299            0.000               0.0   
 12411  USAZY71             2.751            0.000               0.0   
 12412  USAZYI1            -0.537            0.000               0.0   
 12413  USAZYJ1             0.401            0.000               0.0   
 12414  USAZYK1             0.219            0.000               0.0   
 12415  USAZYM1            -0.271            0.000               0.0   
 12416  USAZYO1            -2.778            0.000               0.0   
 12417  USAZYR1            -1.567            0.000               0.0   
 12418  USAZYS1            -0.416            0.000               0.0   
 12419  USAZYT1             2.824            0.000               0.0   
 12420  USAZYV1            -0.214            0.000               0.0   
 12421  USAZYX1             0.612            0.000               0.0   
 12422  USAZZ41            -2.778            0.000               0.0   
 12423  USAZZ51            -0.351            0.000               0.0   
 12424  USAZZ61             0.175            0.000               0.0   
 12425  USAZZ71            -0.086            0.000               0.0   
 12426  USAZZ81             0.548            0.000               0.0   
 12427  USAZZ91            -2.778            0.000               0.0   
 12428  USAZZA1            -2.778            0.000               0.0   
 12429  USAZZB1            -0.076            0.000               0.0   
 12430  USAZZD1             0.748            0.000               0.0   
 12431  USAZZF1            -1.952            0.000               0.0   
 12432  USAZZI1             2.798            0.000               0.0   
 12433  USAZZJ1             2.824            0.000               0.0   
 12434  USAZZL1             0.955            0.000               0.0   
 12435  USAZZP1             2.824            0.000               0.0   
 12436  USAZZR1            -0.198            0.000               0.0   
 12437  USAZZX1            -2.652            0.000               0.0   
 12438  USAZZY1            -1.664            0.000               0.0   
 12439  USAZZZ1            -0.718            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.221            0.00  ...           NaN          NaN   
 1            -2.219            0.00  ...           NaN          NaN   
 2            -2.103            0.00  ...           NaN       6500.0   
 3            -2.181            0.00  ...           NaN          NaN   
 4            -2.053            0.00  ...           NaN       1000.0   
 5            -1.532            0.00  ...           NaN        255.0   
 6            -2.211            0.00  ...           NaN          NaN   
 7            -2.218            0.00  ...           NaN          NaN   
 8            -1.657            0.00  ...           NaN          NaN   
 9            -2.294            0.86  ...           NaN      29000.0   
 10           -1.883            0.00  ...           NaN          NaN   
 11           -2.108            0.00  ...           NaN          NaN   
 12           -2.219            0.00  ...           NaN          NaN   
 13           -2.135            0.00  ...           NaN          NaN   
 14           -2.219            0.00  ...           NaN          NaN   
 15           -2.167            0.00  ...           NaN          NaN   
 16           -1.693            0.00  ...           NaN       1980.0   
 17           -0.496            0.00  ...           NaN      45651.0   
 18           -1.676            0.00  ...           NaN          NaN   
 19           -2.123            0.00  ...           NaN          NaN   
 20           -1.636            0.00  ...           NaN          NaN   
 21           -1.949            1.00  ...           NaN          NaN   
 22           -2.001            0.00  ...           NaN          NaN   
 23           -2.074            0.00  ...           NaN       1150.0   
 24           -1.755            0.00  ...           NaN          NaN   
 25           -1.927            0.00  ...           NaN          NaN   
 26           -2.213            0.00  ...           NaN          NaN   
 27           -1.403            0.00  ...           NaN          NaN   
 28           -0.838            0.00  ...           NaN        561.0   
 29           -1.357            0.00  ...           NaN       7600.0   
 ...             ...             ...  ...           ...          ...   
 12410        -0.110            0.00  ...           NaN          NaN   
 12411        -0.306            0.00  ...           NaN       5000.0   
 12412        -0.640            0.00  ...           NaN          NaN   
 12413        -0.249            0.00  ...           NaN          NaN   
 12414         0.152            0.00  ...           NaN          NaN   
 12415        -1.248            0.00  ...           NaN          NaN   
 12416        -0.803            0.00  ...           NaN        200.0   
 12417        -0.541            0.00  ...           NaN       7900.0   
 12418        -0.512            0.00  ...           NaN          NaN   
 12419        -0.621            0.00  ...           NaN     140100.0   
 12420         0.211            0.00  ...           NaN      12000.0   
 12421        -2.200            0.00  ...           NaN       2700.0   
 12422        -0.969            0.00  ...           NaN    1946123.0   
 12423        -0.946            0.00  ...           NaN          NaN   
 12424        -0.042            0.00  ...           NaN     706848.0   
 12425        -0.467            0.00  ...           NaN          NaN   
 12426        -1.676            1.00  ...           NaN      22800.0   
 12427         0.552            0.00  ...           NaN     321625.0   
 12428        -0.717            0.00  ...           NaN      26000.0   
 12429        -1.089            0.00  ...           NaN          NaN   
 12430        -0.135            0.00  ...           NaN   12015100.0   
 12431         0.824            0.00  ...           NaN      21500.0   
 12432        -1.372            1.00  ...           NaN        200.0   
 12433        -0.049            0.00  ...           NaN          0.0   
 12434        -0.901            0.00  ...           NaN          NaN   
 12435        -0.603            1.00  ...           NaN       7682.0   
 12436        -0.624            0.00  ...           NaN          NaN   
 12437         0.071            0.00  ...           NaN     164000.0   
 12438         0.776            0.00  ...           NaN      97600.0   
 12439        -1.988            0.00  ...           NaN     243600.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.845960e+10  0.147189   14.002951    9.497360   
 1             NaN     7.944445e+09  0.000000   18.297496   13.041257   
 2             NaN     6.847235e+10  2.478551   26.383766   22.482797   
 3             NaN     2.970681e+10  2.122842   20.406699   18.182370   
 4             NaN     5.395257e+10  2.307499   26.696274   22.638978   
 5             NaN     1.688826e+11  0.473560   27.491717   24.537300   
 6             NaN     1.470223e+10  5.191257   18.428897   12.670152   
 7             NaN     8.136137e+10  0.000000   23.380756   16.876098   
 8             NaN     1.367462e+10  0.649526   36.761401   28.943127   
 9             NaN     4.037026e+10  1.956478   15.975857   11.576949   
 10            NaN     2.932850e+10  0.000000   40.120865   30.167740   
 11            NaN     2.631757e+10  1.361740   13.603586    9.749615   
 12            NaN     6.640981e+09  2.591204   15.309129   10.483909   
 13            NaN     1.791691e+10  1.491742   22.408001   18.508937   
 14            NaN     1.404322e+10  1.314348   15.061521   10.381114   
 15            NaN     4.218654e+10  1.493373   22.797986   18.837520   
 16            NaN     4.218654e+10  1.493373   28.550264   25.575754   
 17            NaN     2.332735e+10  0.229533   21.872445   17.629522   
 18            NaN     3.106181e+10  1.791371   23.327588   19.952626   
 19            NaN     1.122375e+11  2.930403   31.700994   25.055390   
 20            NaN     1.315943e+11  0.000000   32.576553   29.198330   
 21            NaN     9.799785e+10  2.543882   23.941093   20.861223   
 22            NaN     1.553902e+10  0.000000   26.857753   24.324152   
 23            NaN     1.045084e+11  0.000000   22.865834   19.629518   
 24            NaN     4.531459e+10  3.089144   20.015011   16.039044   
 25            NaN     3.460323e+10  0.000000   23.530740   20.355757   
 26            NaN     9.099715e+09  1.528585   12.235653    8.447897   
 27            NaN     9.099715e+09  1.528585   32.912472   31.006396   
 28            NaN     6.764679e+10  3.027656   23.267776   20.095500   
 29            NaN     3.770351e+11  2.262443   21.073602   18.464918   
 ...           ...              ...       ...         ...         ...   
 12410         NaN     4.463600e+06  0.000000   81.144067   78.564938   
 12411      527.48     1.226000e+06  0.000000   96.428720   93.916653   
 12412         NaN     3.018420e+06  0.000000   90.265412   87.821442   
 12413         NaN     6.315400e+07  0.000000   89.456944   87.230984   
 12414         NaN     6.832300e+05       NaN   82.719161   79.862151   
 12415         NaN     1.059380e+06       NaN   68.772009   66.117819   
 12416     2435.13     5.526220e+07  0.000000   71.177798   65.081962   
 12417   239502.79     2.001227e+07  0.000000   95.233011   92.935825   
 12418         NaN     5.030700e+01  0.000000   33.772991   25.976997   
 12419    31342.55     2.009000e+07  0.000000  110.856665  109.231435   
 12420      472.19     9.539200e+05  0.000000  177.541755  175.895863   
 12421    22390.95     6.360200e+07  2.827141   30.602153   25.743014   
 12422    10703.11     3.537120e+06       NaN  152.823381  151.624099   
 12423         NaN     2.224200e+05  0.000000   41.674082   36.866850   
 12424      562.52     1.668300e+06  0.000000  133.407928  131.582342   
 12425         NaN     1.312212e+07  0.000000   81.575152   78.889670   
 12426  1661745.67     3.643446e+10  4.516496   19.617894   15.659721   
 12427      146.26     1.591600e+05  0.000000   49.830033   38.191032   
 12428     4431.82     2.717750e+06  0.000000   82.906361   80.448252   
 12429         NaN     7.615800e+06  0.000000   54.516350   50.062782   
 12430   126127.85     1.558116e+06       NaN   88.504829   85.925878   
 12431    80285.04     3.477815e+07       NaN   92.375012   88.472235   
 12432      169.82     3.642500e+05  0.000000   61.867518   59.254476   
 12433         NaN     1.058140e+07  0.000000   87.956511   82.579268   
 12434         NaN     1.723600e+07  0.000000   73.073300   70.527950   
 12435     5972.72     5.373720e+06       NaN   82.651073   79.987312   
 12436         NaN     3.367200e+05       NaN   29.300113   22.545502   
 12437    35216.98     4.609038e+06  0.000000  182.500318  180.904617   
 12438  2455746.14     9.487992e+08  0.516129   40.475389   30.551367   
 12439  2356654.81     2.872929e+08       NaN   24.433625   13.122818   
 
        HistBeta  PredBeta  DataDate  
 0     -0.000991  0.114302  20041208  
 1     -0.000146  0.045773  20041208  
 2      0.052747  0.146107  20041208  
 3      0.017106  0.218252  20041208  
 4      0.075177  0.196180  20041208  
 5      0.311878  0.624865  20041208  
 6      0.003618  0.014108  20041208  
 7      0.000417  0.007052  20041208  
 8      0.255159  0.600126  20041208  
 9     -0.034270 -0.002827  20041208  
 10     0.152667  0.498512  20041208  
 11     0.050468  0.174082  20041208  
 12    -0.000146  0.099906  20041208  
 13     0.037786  0.156868  20041208  
 14    -0.000146  0.074334  20041208  
 15     0.023581  0.139530  20041208  
 16     0.238615  0.404790  20041208  
 17     0.782404  0.863076  20041208  
 18     0.246612  0.408869  20041208  
 19     0.043602  0.157042  20041208  
 20     0.264728  0.401419  20041208  
 21     0.122700  0.268961  20041208  
 22     0.098939  0.293522  20041208  
 23     0.065680  0.292946  20041208  
 24     0.210805  0.401319  20041208  
 25     0.132501  0.325409  20041208  
 26     0.002649  0.179118  20041208  
 27     0.370402  0.611344  20041208  
 28     0.626959  0.738725  20041208  
 29     0.391527  0.522883  20041208  
 ...         ...       ...       ...  
 12410  0.957674  1.139851  20041208  
 12411  0.868893  1.057660  20041208  
 12412  0.717131  0.990289  20041208  
 12413  0.894469  1.146935  20041208  
 12414  1.076799  1.284650  20041208  
 12415  0.440891  0.635513  20041208  
 12416  0.643067  1.051657  20041208  
 12417  0.762184  0.984411  20041208  
 12418  0.775105  1.133219  20041208  
 12419  0.725909  1.046995  20041208  
 12420  1.103417  1.409904  20041208  
 12421  0.008394  0.127965  20041208  
 12422  0.567616  0.699979  20041208  
 12423  0.577889  0.874217  20041208  
 12424  0.988609  1.151242  20041208  
 12425  0.795744  1.032854  20041208  
 12426  0.246335  0.243373  20041208  
 12427  1.258344  1.279922  20041208  
 12428  0.682085  0.893525  20041208  
 12429  0.513134  0.779418  20041208  
 12430  0.946323  1.257540  20041208  
 12431  1.382290  1.555116  20041208  
 12432  0.384742  0.641139  20041208  
 12433  0.985627  1.230578  20041208  
 12434  0.598610  0.926383  20041208  
 12435  0.733895  1.005813  20041208  
 12436  0.724239  1.009273  20041208  
 12437  1.040096  1.160845  20041208  
 12438  1.360188  1.362297  20041208  
 12439  0.104640  0.196334  20041208  
 
 [12440 rows x 92 columns],
 '20041209':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.194            0.000               0.0   
 1      USA0011            -0.024            0.000               0.0   
 2      USA0031             0.118            0.000               0.0   
 3      USA0062            -0.138            0.428               0.0   
 4      USA00E2             0.290            0.000               0.0   
 5      USA00F1             0.222            0.000               0.0   
 6      USA00G2            -0.527            0.000               0.0   
 7      USA00H1             0.493            0.000               0.0   
 8      USA00I1            -1.299            0.000               0.0   
 9      USA00J1             0.317            0.000               0.0   
 10     USA00K1            -1.319            0.000               0.0   
 11     USA00P1             0.099            0.000               0.0   
 12     USA00R1            -0.138            0.000               0.0   
 13     USA00S1             1.154            0.000               0.0   
 14     USA00V1             0.358            0.000               0.0   
 15     USA0131             0.168            1.000               0.0   
 16     USA0161             1.973            1.000               0.0   
 17     USA01I1             0.570            0.000               0.0   
 18     USA01J2            -2.763            0.000               0.0   
 19     USA01L1             0.257            0.000               0.0   
 20     USA01P1            -0.624            0.000               0.0   
 21     USA01Q1             0.462            0.000               0.0   
 22     USA0202            -0.587            0.000               0.0   
 23     USA0231            -0.071            0.000               0.0   
 24     USA0281             0.468            0.000               0.0   
 25     USA0291            -0.468            0.000               0.0   
 26     USA02A1            -0.122            0.000               0.0   
 27     USA02B1            -0.345            0.000               0.0   
 28     USA02H1             0.378            0.000               0.0   
 29     USA02P1             0.381            0.142               0.0   
 ...        ...               ...              ...               ...   
 12410  USAZY61            -1.002            0.000               0.0   
 12411  USAZY71            -1.581            0.000               0.0   
 12412  USAZYI1            -1.334            0.000               0.0   
 12413  USAZYJ1            -1.301            0.000               0.0   
 12414  USAZYK1            -0.710            0.000               0.0   
 12415  USAZYM1             0.021            0.000               0.0   
 12416  USAZYO1            -2.426            0.000               0.0   
 12417  USAZYR1             1.832            0.000               0.0   
 12418  USAZYS1            -0.687            0.000               0.0   
 12419  USAZYT1            -2.822            0.000               0.0   
 12420  USAZYV1            -0.962            0.000               0.0   
 12421  USAZYX1            -0.676            0.000               0.0   
 12422  USAZZ41             1.934            0.000               0.0   
 12423  USAZZ51            -1.113            0.000               0.0   
 12424  USAZZ61            -0.781            0.000               0.0   
 12425  USAZZ71            -1.013            0.000               0.0   
 12426  USAZZ81             0.359            0.000               0.0   
 12427  USAZZ91            -0.763            0.000               0.0   
 12428  USAZZA1            -0.757            0.000               0.0   
 12429  USAZZB1            -1.793            0.000               0.0   
 12430  USAZZD1            -0.990            0.000               0.0   
 12431  USAZZF1             0.354            0.000               0.0   
 12432  USAZZI1            -0.882            0.000               0.0   
 12433  USAZZJ1            -1.185            0.000               0.0   
 12434  USAZZL1             0.715            0.000               0.0   
 12435  USAZZP1            -0.974            0.000               0.0   
 12436  USAZZR1            -0.778            0.000               0.0   
 12437  USAZZX1             2.539            0.000               0.0   
 12438  USAZZY1             1.003            0.000               0.0   
 12439  USAZZZ1            -2.530            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.242            0.00  ...           NaN          NaN   
 1            -2.240            0.00  ...           NaN          NaN   
 2            -2.125            0.00  ...           NaN       6500.0   
 3            -2.204            0.00  ...           NaN          NaN   
 4            -2.075            0.00  ...           NaN       1000.0   
 5            -1.546            0.00  ...           NaN        255.0   
 6            -2.233            0.00  ...           NaN          NaN   
 7            -2.239            0.00  ...           NaN          NaN   
 8            -1.675            0.00  ...           NaN          NaN   
 9            -2.317            0.86  ...           NaN      29000.0   
 10           -1.902            0.00  ...           NaN          NaN   
 11           -2.128            0.00  ...           NaN          NaN   
 12           -2.240            0.00  ...           NaN          NaN   
 13           -2.180            0.00  ...           NaN          NaN   
 14           -2.240            0.00  ...           NaN          NaN   
 15           -2.189            0.00  ...           NaN          NaN   
 16           -1.755            0.00  ...           NaN        380.0   
 17           -0.501            0.00  ...           NaN      45651.0   
 18           -1.567            0.00  ...           NaN        275.0   
 19           -2.147            0.00  ...           NaN          NaN   
 20           -1.655            0.00  ...           NaN          NaN   
 21           -1.966            1.00  ...           NaN          NaN   
 22           -2.025            0.00  ...           NaN          NaN   
 23           -2.098            0.00  ...           NaN       1150.0   
 24           -1.773            0.00  ...           NaN          NaN   
 25           -1.948            0.00  ...           NaN          NaN   
 26           -2.234            0.00  ...           NaN          NaN   
 27           -1.421            0.00  ...           NaN          NaN   
 28           -0.847            0.00  ...           NaN        561.0   
 29           -1.373            0.00  ...           NaN       7600.0   
 ...             ...             ...  ...           ...          ...   
 12410        -0.108            0.00  ...           NaN          NaN   
 12411        -0.311            0.00  ...           NaN       2510.0   
 12412        -0.646            0.00  ...           NaN          NaN   
 12413        -0.255            0.00  ...           NaN          NaN   
 12414         0.156            0.00  ...           NaN          NaN   
 12415        -1.271            0.00  ...           NaN          NaN   
 12416        -0.818            0.00  ...           NaN          NaN   
 12417        -0.618            0.00  ...           NaN      48100.0   
 12418        -0.517            0.00  ...           NaN          NaN   
 12419        -0.562            0.00  ...           NaN       6025.0   
 12420         0.211            0.00  ...           NaN      24932.0   
 12421        -2.233            0.00  ...           NaN       1700.0   
 12422        -1.055            0.00  ...           NaN     368377.0   
 12423        -0.958            0.00  ...           NaN          NaN   
 12424        -0.035            0.00  ...           NaN     429370.0   
 12425        -0.474            0.00  ...           NaN          NaN   
 12426        -1.703            1.00  ...           NaN      33500.0   
 12427         0.561            0.00  ...           NaN          NaN   
 12428        -0.770            0.00  ...           NaN          NaN   
 12429        -1.115            0.00  ...           NaN          NaN   
 12430        -0.147            0.00  ...           NaN   13783970.0   
 12431         0.815            0.00  ...           NaN      21600.0   
 12432        -1.387            1.00  ...           NaN       1000.0   
 12433        -0.056            0.00  ...           NaN          0.0   
 12434        -0.937            0.00  ...           NaN       6850.0   
 12435        -0.610            1.00  ...           NaN      84302.0   
 12436        -0.632            0.00  ...           NaN          NaN   
 12437         0.032            0.00  ...           NaN      30000.0   
 12438         0.790            0.00  ...           NaN      58200.0   
 12439        -1.955            0.00  ...           NaN     128600.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.910241e+10  0.147189   14.088382    9.622035   
 1             NaN     7.866875e+09  0.000000   18.256848   13.131440   
 2             NaN     6.864407e+10  2.478551   26.431815   22.586663   
 3             NaN     2.971540e+10  2.122842   20.396673   18.240122   
 4             NaN     5.445942e+10  2.307499   26.737886   22.729090   
 5             NaN     1.712821e+11  0.473560   27.472342   24.670268   
 6             NaN     1.492475e+10  5.191257   18.416124   12.714070   
 7             NaN     8.298679e+10  0.000000   23.400202   17.042161   
 8             NaN     1.371624e+10  0.649526   36.819540   29.206545   
 9             NaN     4.058653e+10  1.956478   16.012239   11.691261   
 10            NaN     2.912471e+10  0.000000   40.308566   30.447050   
 11            NaN     2.616612e+10  1.361740   13.663486    9.820229   
 12            NaN     6.753653e+09  2.591204   15.233942   10.524507   
 13            NaN     1.869241e+10  1.491742   22.759884   18.857480   
 14            NaN     1.419355e+10  1.314348   15.077236   10.539642   
 15            NaN     4.217056e+10  1.493373   22.737962   18.912301   
 16            NaN     4.217056e+10  1.493373   29.083170   26.100429   
 17            NaN     2.400307e+10  0.229533   21.877479   17.740699   
 18            NaN     3.134971e+10  1.791371   25.335895   21.989271   
 19            NaN     1.124292e+11  2.930403   31.686178   25.185243   
 20            NaN     1.289358e+11  0.000000   32.793647   29.352640   
 21            NaN     9.901689e+10  2.543882   23.990700   21.009611   
 22            NaN     1.551115e+10  0.000000   26.915597   24.426804   
 23            NaN     1.053073e+11  0.000000   23.017695   19.732243   
 24            NaN     4.577363e+10  3.089144   20.100025   16.173462   
 25            NaN     3.445895e+10  0.000000   23.536153   20.425343   
 26            NaN     9.122644e+09  1.528585   12.204288    8.482614   
 27            NaN     9.122644e+09  1.528585   32.933751   31.125856   
 28            NaN     6.757904e+10  3.027656   23.274845   20.209927   
 29            NaN     3.803082e+11  2.262443   21.177583   18.606135   
 ...           ...              ...       ...         ...         ...   
 12410         NaN     4.463600e+06  0.000000   81.106805   78.543022   
 12411      529.73     1.226000e+06  0.000000   91.923958   89.410782   
 12412         NaN     3.018420e+06  0.000000   92.422475   90.124082   
 12413         NaN     6.315400e+07  0.000000   88.900250   86.705594   
 12414         NaN     6.832300e+05       NaN   82.513581   79.677626   
 12415         NaN     1.059380e+06       NaN   68.611355   65.938902   
 12416         NaN     5.526220e+07  0.000000   72.531174   66.798562   
 12417   236431.96     1.812432e+07  0.000000   96.331619   94.036661   
 12418         NaN     5.030700e+01  0.000000   33.708945   26.019164   
 12419    31386.21     2.209900e+07  0.000000  112.088891  110.499062   
 12420      368.49     9.539200e+05  0.000000  177.856218  176.230661   
 12421    22675.29     6.349816e+07  2.827141   30.714835   25.874308   
 12422    11180.54     2.741268e+06       NaN  154.785174  153.639817   
 12423         NaN     2.224200e+05  0.000000   41.841538   37.047212   
 12424      617.25     1.668300e+06  0.000000  132.812347  130.978698   
 12425         NaN     1.312212e+07  0.000000   81.573429   78.891129   
 12426  1692250.67     3.598240e+10  4.516496   19.626761   15.792779   
 12427         NaN     1.591600e+05  0.000000   49.741290   38.265370   
 12428         NaN     2.717750e+06  0.000000   83.193120   80.838513   
 12429         NaN     7.615800e+06  0.000000   54.765169   50.262221   
 12430   100861.10     1.558116e+06       NaN   88.716771   86.254254   
 12431    82052.31     3.383820e+07       NaN   92.609358   88.804814   
 12432      240.27     3.642500e+05  0.000000   60.624419   57.980797   
 12433         NaN     1.069237e+07  0.000000   88.011812   82.841262   
 12434     9225.68     1.680510e+07  0.000000   73.337904   70.763694   
 12435     5543.20     5.373720e+06       NaN   81.251522   78.644667   
 12436         NaN     3.367200e+05       NaN   29.338797   22.656959   
 12437    35049.66     3.950604e+06  0.000000  183.682086  182.118155   
 12438  2295314.43     9.633532e+08  0.516129   41.780856   31.077286   
 12439  2409933.00     2.945517e+08       NaN   24.821004   13.526070   
 
        HistBeta  PredBeta  DataDate  
 0     -0.001022  0.113057  20041209  
 1     -0.000168  0.047329  20041209  
 2      0.051685  0.138293  20041209  
 3      0.016108  0.215593  20041209  
 4      0.074068  0.192287  20041209  
 5      0.311822  0.621465  20041209  
 6      0.003274  0.001307  20041209  
 7      0.000363  0.003781  20041209  
 8      0.253914  0.557425  20041209  
 9     -0.034576  0.000098  20041209  
 10     0.152049  0.474329  20041209  
 11     0.050145  0.176604  20041209  
 12    -0.000168  0.088816  20041209  
 13     0.027149  0.164143  20041209  
 14    -0.000168  0.069835  20041209  
 15     0.022760  0.141615  20041209  
 16     0.217847  0.414166  20041209  
 17     0.781927  0.861160  20041209  
 18     0.302385  0.422530  20041209  
 19     0.041880  0.155349  20041209  
 20     0.263188  0.384388  20041209  
 21     0.123363  0.268418  20041209  
 22     0.096589  0.263122  20041209  
 23     0.063932  0.294467  20041209  
 24     0.210050  0.411113  20041209  
 25     0.131231  0.310258  20041209  
 26     0.002473  0.173921  20041209  
 27     0.368385  0.594187  20041209  
 28     0.626164  0.743432  20041209  
 29     0.389777  0.525937  20041209  
 ...         ...       ...       ...  
 12410  0.958892  1.118461  20041209  
 12411  0.867248  1.067116  20041209  
 12412  0.716925  0.945960  20041209  
 12413  0.892673  1.119955  20041209  
 12414  1.077620  1.267041  20041209  
 12415  0.435808  0.626067  20041209  
 12416  0.639385  0.972401  20041209  
 12417  0.729202  0.992632  20041209  
 12418  0.774914  1.121464  20041209  
 12419  0.754397  1.003183  20041209  
 12420  1.101992  1.394838  20041209  
 12421  0.003253  0.101189  20041209  
 12422  0.532741  0.725080  20041209  
 12423  0.576432  0.847055  20041209  
 12424  0.991543  1.132898  20041209  
 12425  0.794131  1.010210  20041209  
 12426  0.241366  0.240481  20041209  
 12427  1.259315  1.290889  20041209  
 12428  0.661053  0.889171  20041209  
 12429  0.505726  0.736895  20041209  
 12430  0.941084  1.223006  20041209  
 12431  1.373903  1.563530  20041209  
 12432  0.383419  0.623491  20041209  
 12433  0.981885  1.220504  20041209  
 12434  0.586026  0.914280  20041209  
 12435  0.733023  0.971723  20041209  
 12436  0.723255  0.990919  20041209  
 12437  1.021773  1.233571  20041209  
 12438  1.362298  1.412166  20041209  
 12439  0.127911  0.184387  20041209  
 
 [12440 rows x 92 columns],
 '20041210':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.284            0.000               0.0   
 1      USA0011             0.105            0.000               0.0   
 2      USA0031            -0.016            0.000               0.0   
 3      USA0062             0.366            0.428               0.0   
 4      USA00E2            -0.034            0.000               0.0   
 5      USA00F1             0.402            0.000               0.0   
 6      USA00G2            -0.031            0.000               0.0   
 7      USA00H1            -0.621            0.000               0.0   
 8      USA00I1             0.139            0.000               0.0   
 9      USA00J1            -0.288            0.000               0.0   
 10     USA00K1             0.258            0.000               0.0   
 11     USA00P1            -0.190            0.000               0.0   
 12     USA00R1            -0.383            0.000               0.0   
 13     USA00S1             0.195            0.000               0.0   
 14     USA00V1            -0.214            0.000               0.0   
 15     USA0131             0.832            1.000               0.0   
 16     USA0161             0.509            1.000               0.0   
 17     USA01I1             0.152            0.000               0.0   
 18     USA01J2             0.080            0.000               0.0   
 19     USA01L1            -0.771            0.000               0.0   
 20     USA01P1             0.116            0.000               0.0   
 21     USA01Q1            -0.216            0.000               0.0   
 22     USA0202             0.408            0.000               0.0   
 23     USA0231            -0.462            0.000               0.0   
 24     USA0281            -0.181            0.000               0.0   
 25     USA0291            -0.222            0.000               0.0   
 26     USA02A1            -0.272            0.000               0.0   
 27     USA02B1             0.154            0.000               0.0   
 28     USA02H1             0.448            0.000               0.0   
 29     USA02P1            -1.879            0.142               0.0   
 ...        ...               ...              ...               ...   
 12412  USAZY61             1.453            0.000               0.0   
 12413  USAZY71             0.625            0.000               0.0   
 12414  USAZYI1             0.792            0.000               0.0   
 12415  USAZYJ1             1.444            0.000               0.0   
 12416  USAZYK1             0.717            0.000               0.0   
 12417  USAZYM1             0.881            0.000               0.0   
 12418  USAZYO1             0.877            0.000               0.0   
 12419  USAZYR1            -0.936            0.000               0.0   
 12420  USAZYS1             0.866            0.000               0.0   
 12421  USAZYT1             2.882            0.000               0.0   
 12422  USAZYV1             0.846            0.000               0.0   
 12423  USAZYX1             1.074            0.000               0.0   
 12424  USAZZ41            -2.636            0.000               0.0   
 12425  USAZZ51             0.877            0.000               0.0   
 12426  USAZZ61             0.858            0.000               0.0   
 12427  USAZZ71             0.988            0.000               0.0   
 12428  USAZZ81            -1.498            0.000               0.0   
 12429  USAZZ91            -0.261            0.000               0.0   
 12430  USAZZA1             0.883            0.000               0.0   
 12431  USAZZB1             0.670            0.000               0.0   
 12432  USAZZD1             0.351            0.000               0.0   
 12433  USAZZF1             1.752            0.000               0.0   
 12434  USAZZI1             0.722            0.000               0.0   
 12435  USAZZJ1             2.541            0.000               0.0   
 12436  USAZZL1             0.423            0.000               0.0   
 12437  USAZZP1            -2.239            0.000               0.0   
 12438  USAZZR1             0.795            0.000               0.0   
 12439  USAZZX1             2.882            0.000               0.0   
 12440  USAZZY1            -0.012            0.000               0.0   
 12441  USAZZZ1            -0.213            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.245            0.00  ...           NaN          NaN   
 1            -2.243            0.00  ...           NaN          NaN   
 2            -2.126            0.00  ...           NaN       6500.0   
 3            -2.208            0.00  ...           NaN          NaN   
 4            -2.077            0.00  ...           NaN       1000.0   
 5            -1.549            0.00  ...           NaN        255.0   
 6            -2.235            0.00  ...           NaN          NaN   
 7            -2.242            0.00  ...           NaN          NaN   
 8            -1.677            0.00  ...           NaN          NaN   
 9            -2.319            0.86  ...           NaN      29000.0   
 10           -1.904            0.00  ...           NaN          NaN   
 11           -2.131            0.00  ...           NaN          NaN   
 12           -2.243            0.00  ...           NaN          NaN   
 13           -2.185            0.00  ...           NaN          NaN   
 14           -2.243            0.00  ...           NaN          NaN   
 15           -2.193            0.00  ...           NaN          NaN   
 16           -1.761            0.00  ...           NaN        575.0   
 17           -0.502            0.00  ...           NaN      45651.0   
 18           -1.569            0.00  ...           NaN          NaN   
 19           -2.149            0.00  ...           NaN          NaN   
 20           -1.657            0.00  ...           NaN          NaN   
 21           -1.968            1.00  ...           NaN          NaN   
 22           -2.027            0.00  ...           NaN          NaN   
 23           -2.100            0.00  ...           NaN       1150.0   
 24           -1.775            0.00  ...           NaN          NaN   
 25           -1.950            0.00  ...           NaN          NaN   
 26           -2.237            0.00  ...           NaN          NaN   
 27           -1.422            0.00  ...           NaN          NaN   
 28           -0.851            0.00  ...           NaN        561.0   
 29           -1.384            0.00  ...           NaN       2000.0   
 ...             ...             ...  ...           ...          ...   
 12412        -0.108            0.00  ...           NaN          NaN   
 12413        -0.315            0.00  ...           NaN        150.0   
 12414        -0.646            0.00  ...           NaN      14000.0   
 12415        -0.255            0.00  ...           NaN          NaN   
 12416         0.156            0.00  ...           NaN          NaN   
 12417        -1.278            0.00  ...           NaN          NaN   
 12418        -0.819            0.00  ...           NaN          NaN   
 12419        -0.619            0.00  ...           NaN      68599.0   
 12420        -0.518            0.00  ...           NaN          NaN   
 12421        -0.548            0.00  ...           NaN      15700.0   
 12422         0.211            0.00  ...           NaN      20200.0   
 12423        -2.236            0.00  ...           NaN      16800.0   
 12424        -1.058            0.00  ...           NaN     195195.0   
 12425        -0.959            0.00  ...           NaN          NaN   
 12426        -0.037            0.00  ...           NaN     452040.0   
 12427        -0.472            0.00  ...           NaN          NaN   
 12428        -1.711            1.00  ...           NaN      25100.0   
 12429         0.562            0.00  ...           NaN          NaN   
 12430        -0.764            0.00  ...           NaN          NaN   
 12431        -1.115            0.00  ...           NaN          NaN   
 12432        -0.147            0.00  ...           NaN   18949500.0   
 12433         0.818            0.00  ...           NaN      34263.0   
 12434        -1.389            1.00  ...           NaN          NaN   
 12435        -0.033            0.00  ...           NaN          0.0   
 12436        -0.937            0.00  ...           NaN          NaN   
 12437        -0.613            1.00  ...           NaN        500.0   
 12438        -0.632            0.00  ...           NaN          NaN   
 12439         0.035            0.00  ...           NaN     537003.0   
 12440         0.767            0.00  ...           NaN      83700.0   
 12441        -1.958            0.00  ...           NaN     109000.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.892162e+10  0.147189   14.064918    9.739151   
 1             NaN     7.963838e+09  0.000000   18.158717   13.292253   
 2             NaN     6.828501e+10  2.478551   26.514530   22.859606   
 3             NaN     3.035149e+10  2.122842   20.526354   18.474318   
 4             NaN     5.416598e+10  2.307499   26.771365   22.974197   
 5             NaN     1.695346e+11  0.473560   27.689613   24.963617   
 6             NaN     1.521879e+10  5.191257   18.311791   12.875707   
 7             NaN     8.249659e+10  0.000000   23.410495   17.333366   
 8             NaN     1.378057e+10  0.649526   36.802829   29.547209   
 9             NaN     4.029016e+10  1.956478   15.986417   11.871136   
 10            NaN     2.892093e+10  0.000000   40.199570   30.829616   
 11            NaN     2.609039e+10  1.361740   13.669169    9.988329   
 12            NaN     6.739293e+09  2.591204   15.224997   10.731817   
 13            NaN     1.869241e+10  1.491742   22.788650   19.085337   
 14            NaN     1.410586e+10  1.314348   15.016449   10.696333   
 15            NaN     4.188292e+10  1.493373   22.920610   19.247054   
 16            NaN     4.188292e+10  1.493373   29.238192   26.429683   
 17            NaN     2.442916e+10  0.229533   21.961534   17.946194   
 18            NaN     3.140112e+10  1.791371   25.270289   22.262010   
 19            NaN     1.120458e+11  2.930403   31.798341   25.542063   
 20            NaN     1.290687e+11  0.000000   32.978423   29.713323   
 21            NaN     9.833753e+10  2.543882   24.148380   21.275171   
 22            NaN     1.565051e+10  0.000000   27.056220   24.680486   
 23            NaN     1.050826e+11  0.000000   23.155823   20.011859   
 24            NaN     4.588340e+10  3.089144   20.077688   16.368837   
 25            NaN     3.414634e+10  0.000000   23.569628   20.604296   
 26            NaN     9.079653e+09  1.528585   12.183069    8.634916   
 27            NaN     9.079653e+09  1.528585   33.256309   31.526221   
 28            NaN     6.796620e+10  3.027656   23.474957   20.478226   
 29            NaN     3.873822e+11  2.262443   21.899811   19.389113   
 ...           ...              ...       ...         ...         ...   
 12412         NaN     4.463600e+06  0.000000   81.842778   79.335985   
 12413      530.07     1.226000e+06  0.000000   93.204442   90.788680   
 12414     1699.94     3.018420e+06  0.000000   92.915295   90.704564   
 12415         NaN     6.315400e+07  0.000000   91.066560   88.803146   
 12416         NaN     6.832300e+05       NaN   83.530911   80.778123   
 12417         NaN     1.059380e+06       NaN   69.838714   67.288834   
 12418         NaN     5.526220e+07  0.000000   73.455024   68.050682   
 12419   234803.00     1.850191e+07  0.000000   97.381810   95.208145   
 12420         NaN     5.030700e+01  0.000000   33.814353   26.374743   
 12421    28496.92     2.009000e+07  0.000000  114.323563  112.766825   
 12422      382.09     9.539200e+05  0.000000  179.685596  178.109498   
 12423    32467.29     6.355008e+07  2.827141   31.021742   26.377360   
 12424    11770.96     3.227622e+06       NaN  157.479117  156.355381   
 12425         NaN     2.224200e+05  0.000000   42.185772   37.561185   
 12426      677.32     1.668300e+06  0.000000  134.385993  132.626390   
 12427         NaN     1.312212e+07  0.000000   81.974855   79.379203   
 12428  1781576.86     3.679802e+10  4.516496   19.880720   16.211414   
 12429         NaN     1.591600e+05  0.000000   49.698595   38.626319   
 12430         NaN     2.717750e+06  0.000000   83.978554   81.707974   
 12431         NaN     7.615800e+06  0.000000   54.720124   50.447651   
 12432    95478.89     1.558116e+06       NaN   89.623062   87.263160   
 12433    84514.51     3.346222e+07       NaN   93.215434   89.487720   
 12434         NaN     3.642500e+05  0.000000   60.830522   58.336254   
 12435         NaN     9.687965e+06  0.000000   90.214494   85.224378   
 12436         NaN     1.680510e+07  0.000000   74.088539   71.637570   
 12437     5489.70     5.617980e+06       NaN   82.349762   79.868398   
 12438         NaN     3.367200e+05       NaN   29.521938   23.020542   
 12439    34265.31     3.840865e+06  0.000000  185.733503  184.146547   
 12440  2261730.71     1.006086e+09  0.516129   42.588173   31.437401   
 12441  2426847.29     2.948920e+08       NaN   24.664395   13.867200   
 
        HistBeta  PredBeta  DataDate  
 0     -0.001015  0.114529  20041210  
 1     -0.000162  0.050396  20041210  
 2      0.052066  0.136552  20041210  
 3      0.015428  0.224558  20041210  
 4      0.074125  0.188520  20041210  
 5      0.311684  0.629666  20041210  
 6      0.003321  0.004446  20041210  
 7      0.000371 -0.014226  20041210  
 8      0.253871  0.562603  20041210  
 9     -0.034533 -0.005626  20041210  
 10     0.152027  0.476469  20041210  
 11     0.050087  0.171829  20041210  
 12    -0.000162  0.080053  20041210  
 13     0.025678  0.155206  20041210  
 14    -0.000162  0.060540  20041210  
 15     0.022359  0.155782  20041210  
 16     0.216053  0.406996  20041210  
 17     0.781745  0.858517  20041210  
 18     0.302611  0.433991  20041210  
 19     0.042045  0.140521  20041210  
 20     0.263148  0.394381  20041210  
 21     0.123200  0.262893  20041210  
 22     0.096622  0.269971  20041210  
 23     0.064049  0.287450  20041210  
 24     0.210047  0.408757  20041210  
 25     0.131171  0.309816  20041210  
 26     0.002497  0.168290  20041210  
 27     0.368388  0.598242  20041210  
 28     0.624988  0.750689  20041210  
 29     0.385576  0.485279  20041210  
 ...         ...       ...       ...  
 12412  0.958801  1.158756  20041210  
 12413  0.866041  1.086173  20041210  
 12414  0.717116  0.981983  20041210  
 12415  0.892608  1.170537  20041210  
 12416  1.077570  1.295505  20041210  
 12417  0.433015  0.644309  20041210  
 12418  0.639204  0.998863  20041210  
 12419  0.729095  0.980458  20041210  
 12420  0.774792  1.143581  20041210  
 12421  0.761173  1.053445  20041210  
 12422  1.101926  1.424943  20041210  
 12423  0.002948  0.121328  20041210  
 12424  0.532013  0.650133  20041210  
 12425  0.576398  0.871723  20041210  
 12426  0.990578  1.158840  20041210  
 12427  0.795451  1.048761  20041210  
 12428  0.238752  0.213705  20041210  
 12429  1.259606  1.300413  20041210  
 12430  0.664107  0.921524  20041210  
 12431  0.506319  0.784227  20041210  
 12432  0.941076  1.236294  20041210  
 12433  1.374887  1.601729  20041210  
 12434  0.383225  0.636876  20041210  
 12435  0.992435  1.290894  20041210  
 12436  0.586440  0.911441  20041210  
 12437  0.731823  0.936777  20041210  
 12438  0.723281  1.013430  20041210  
 12439  1.023164  1.325692  20041210  
 12440  1.352025  1.419153  20041210  
 12441  0.127865  0.202745  20041210  
 
 [12442 rows x 92 columns],
 '20041213':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.226            0.000               0.0   
 1      USA0011             0.758            0.000               0.0   
 2      USA0031             0.408            0.000               0.0   
 3      USA0062             0.242            0.428               0.0   
 4      USA00E2             0.473            0.000               0.0   
 5      USA00F1             0.283            0.000               0.0   
 6      USA00G2             0.361            0.000               0.0   
 7      USA00H1             0.416            0.000               0.0   
 8      USA00I1            -0.516            0.000               0.0   
 9      USA00J1             0.021            0.000               0.0   
 10     USA00K1            -0.256            0.000               0.0   
 11     USA00P1            -0.115            0.000               0.0   
 12     USA00R1            -0.454            0.000               0.0   
 13     USA00S1            -0.386            0.000               0.0   
 14     USA00V1            -0.242            0.000               0.0   
 15     USA0131             0.604            1.000               0.0   
 16     USA0161             0.646            1.000               0.0   
 17     USA01I1             0.003            0.000               0.0   
 18     USA01J2             0.750            0.000               0.0   
 19     USA01L1             1.348            0.000               0.0   
 20     USA01P1            -0.035            0.000               0.0   
 21     USA01Q1             0.190            0.000               0.0   
 22     USA0202            -0.636            0.000               0.0   
 23     USA0231            -0.264            0.000               0.0   
 24     USA0281             0.611            0.000               0.0   
 25     USA0291            -0.260            0.000               0.0   
 26     USA02A1            -0.226            0.000               0.0   
 27     USA02B1             1.352            0.000               0.0   
 28     USA02H1            -1.453            0.000               0.0   
 29     USA02P1             0.439            0.142               0.0   
 ...        ...               ...              ...               ...   
 12411  USAZY61             2.798            0.000               0.0   
 12412  USAZY71             2.798            0.000               0.0   
 12413  USAZYI1             0.218            0.000               0.0   
 12414  USAZYJ1             2.798            0.000               0.0   
 12415  USAZYK1             0.217            0.000               0.0   
 12416  USAZYM1            -0.460            0.000               0.0   
 12417  USAZYO1             1.723            0.000               0.0   
 12418  USAZYR1            -2.772            0.000               0.0   
 12419  USAZYS1            -0.079            0.000               0.0   
 12420  USAZYT1            -2.772            0.000               0.0   
 12421  USAZYV1            -2.772            0.000               0.0   
 12422  USAZYX1            -0.226            0.000               0.0   
 12423  USAZZ41             2.584            0.000               0.0   
 12424  USAZZ51             0.097            0.000               0.0   
 12425  USAZZ61             2.436            0.000               0.0   
 12426  USAZZ71             0.374            0.000               0.0   
 12427  USAZZ81             0.388            0.000               0.0   
 12428  USAZZ91             1.834            0.000               0.0   
 12429  USAZZA1             0.095            0.000               0.0   
 12430  USAZZB1             0.275            0.000               0.0   
 12431  USAZZD1             0.062            0.000               0.0   
 12432  USAZZF1             2.798            0.000               0.0   
 12433  USAZZI1             0.092            0.000               0.0   
 12434  USAZZJ1             2.798            0.000               0.0   
 12435  USAZZL1             0.050            0.000               0.0   
 12436  USAZZP1            -2.772            0.000               0.0   
 12437  USAZZR1             0.130            0.000               0.0   
 12438  USAZZX1            -2.772            0.000               0.0   
 12439  USAZZY1            -1.055            0.000               0.0   
 12440  USAZZZ1             0.917            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.262            0.00  ...           NaN          NaN   
 1            -2.260            0.00  ...           NaN          NaN   
 2            -2.147            0.00  ...           NaN       6500.0   
 3            -2.228            0.00  ...           NaN          NaN   
 4            -2.098            0.00  ...           NaN       1000.0   
 5            -1.565            0.00  ...           NaN        255.0   
 6            -2.254            0.00  ...           NaN          NaN   
 7            -2.259            0.00  ...           NaN          NaN   
 8            -1.696            0.00  ...           NaN          NaN   
 9            -2.338            0.86  ...           NaN      29000.0   
 10           -1.922            0.00  ...           NaN          NaN   
 11           -2.150            0.00  ...           NaN          NaN   
 12           -2.260            0.00  ...           NaN          NaN   
 13           -2.206            0.00  ...           NaN          NaN   
 14           -2.260            0.00  ...           NaN          NaN   
 15           -2.212            0.00  ...           NaN          NaN   
 16           -1.776            0.00  ...           NaN        260.0   
 17           -0.528            0.00  ...           NaN      45651.0   
 18           -1.594            0.00  ...           NaN          NaN   
 19           -2.171            0.00  ...           NaN     105720.0   
 20           -1.706            0.00  ...           NaN       8000.0   
 21           -1.983            1.00  ...           NaN          NaN   
 22           -2.026            0.00  ...           NaN       2928.0   
 23           -2.123            0.00  ...           NaN       1150.0   
 24           -1.795            0.00  ...           NaN          NaN   
 25           -1.971            0.00  ...           NaN          NaN   
 26           -2.255            0.00  ...           NaN          NaN   
 27           -1.490            0.00  ...           NaN         20.0   
 28           -0.797            0.00  ...           NaN       2310.0   
 29           -1.409            0.00  ...           NaN       2000.0   
 ...             ...             ...  ...           ...          ...   
 12411        -0.553            0.00  ...           NaN      20860.0   
 12412        -0.430            0.00  ...           NaN        200.0   
 12413        -0.654            0.00  ...           NaN       2045.0   
 12414        -0.334            0.00  ...           NaN        415.0   
 12415         0.146            0.00  ...           NaN          NaN   
 12416        -1.288            0.00  ...           NaN          NaN   
 12417        -0.870            0.00  ...           NaN       3000.0   
 12418        -0.541            0.00  ...           NaN     118916.0   
 12419        -0.523            0.00  ...           NaN          NaN   
 12420        -0.503            0.00  ...           NaN     107300.0   
 12421         0.375            0.00  ...           NaN     115200.0   
 12422        -2.282            0.00  ...           NaN       7000.0   
 12423        -1.093            0.00  ...           NaN     410016.0   
 12424        -0.969            0.00  ...           NaN          NaN   
 12425        -0.248            0.00  ...           NaN    1149431.0   
 12426        -0.480            0.00  ...           NaN          NaN   
 12427        -1.738            1.00  ...           NaN     551000.0   
 12428         0.562            0.00  ...           NaN          NaN   
 12429        -0.735            0.00  ...           NaN      50000.0   
 12430        -1.145            0.00  ...           NaN          NaN   
 12431        -0.152            0.00  ...           NaN   21514400.0   
 12432         0.745            0.00  ...           NaN        800.0   
 12433        -1.399            1.00  ...           NaN          NaN   
 12434        -0.178            0.00  ...           NaN          0.0   
 12435        -0.952            0.00  ...           NaN       3200.0   
 12436        -0.522            1.00  ...           NaN       5500.0   
 12437        -0.642            0.00  ...           NaN          NaN   
 12438         0.078            0.00  ...           NaN     122810.0   
 12439         0.774            0.00  ...           NaN      31100.0   
 12440        -1.978            0.00  ...           NaN     103400.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.914259e+10  0.147189   14.271227    9.923826   
 1             NaN     8.054336e+09  0.000000   18.688491   13.808645   
 2             NaN     6.851918e+10  2.478551   26.998598   23.309263   
 3             NaN     3.133140e+10  2.122842   20.871144   18.808872   
 4             NaN     5.404594e+10  2.307499   27.307677   23.488765   
 5             NaN     1.703171e+11  0.473560   28.152626   25.432977   
 6             NaN     1.533800e+10  5.191257   18.577732   13.126673   
 7             NaN     8.248369e+10  0.000000   23.764008   17.664535   
 8             NaN     1.377300e+10  0.649526   37.475254   30.243929   
 9             NaN     4.041031e+10  1.956478   16.218757   12.079702   
 10            NaN     2.914170e+10  0.000000   40.744199   31.449578   
 11            NaN     2.627097e+10  1.361740   13.914931   10.182789   
 12            NaN     6.839813e+09  2.591204   15.512192   10.997026   
 13            NaN     1.855528e+10  1.491742   23.150380   19.440273   
 14            NaN     1.428124e+10  1.314348   15.232632   10.892865   
 15            NaN     4.208267e+10  1.493373   23.305638   19.650944   
 16            NaN     4.208267e+10  1.493373   29.804999   27.000203   
 17            NaN     2.399877e+10  0.229533   22.229753   18.328425   
 18            NaN     3.220996e+10  1.791371   25.718417   22.699723   
 19            NaN     1.142824e+11  2.930403   32.604929   26.391633   
 20            NaN     1.280718e+11  0.000000   33.635843   30.309435   
 21            NaN     9.913821e+10  2.543882   24.585444   21.649518   
 22            NaN     1.545540e+10  0.000000   27.629928   25.268538   
 23            NaN     1.058316e+11  0.000000   23.558375   20.379238   
 24            NaN     4.696113e+10  3.089144   20.408633   16.724399   
 25            NaN     3.419444e+10  0.000000   24.010117   21.008188   
 26            NaN     8.999403e+09  1.528585   12.399124    8.791234   
 27            NaN     8.999403e+09  1.528585   34.062495   32.234540   
 28            NaN     6.872116e+10  3.027656   24.189618   21.300164   
 29            NaN     3.957232e+11  2.262443   22.194403   19.766019   
 ...           ...              ...       ...         ...         ...   
 12411      317.77     2.678160e+06  0.000000   78.550118   76.217250   
 12412      423.16     9.808000e+05  0.000000   92.949273   90.359821   
 12413     1324.13     3.018420e+06  0.000000   94.138829   91.971876   
 12414     1412.85     5.954520e+07  0.000000   90.932642   88.590401   
 12415         NaN     6.832300e+05       NaN   83.806661   81.111293   
 12416         NaN     1.059380e+06       NaN   71.304629   68.754004   
 12417     2545.37     5.300660e+07  0.000000   73.573115   68.078587   
 12418   127479.49     1.963468e+07  0.000000   99.603388   97.404671   
 12419         NaN     5.030700e+01  0.000000   34.167004   26.853412   
 12420    31287.93     2.109450e+07  0.000000  116.853831  115.351184   
 12421      507.71     1.430880e+06  0.000000  188.866632  187.320663   
 12422    37001.65     6.313472e+07  2.827141   31.467231   26.860411   
 12423    13519.31     3.094980e+06       NaN  160.908321  159.822243   
 12424         NaN     2.224200e+05  0.000000   42.737644   38.214484   
 12425      679.05     1.112200e+06  0.000000  137.202874  135.557298   
 12426         NaN     1.312212e+07  0.000000   85.470603   82.963165   
 12427  2818753.50     3.660140e+10  4.516496   20.221565   16.625179   
 12428         NaN     1.591600e+05  0.000000   50.565488   39.605690   
 12429     4697.52     2.717750e+06  0.000000   85.869412   83.631176   
 12430         NaN     7.615800e+06  0.000000   55.625794   51.405242   
 12431    93670.18     1.558116e+06       NaN   90.814105   88.456124   
 12432    85997.98     3.195830e+07       NaN   93.146908   89.445377   
 12433         NaN     3.642500e+05  0.000000   61.923953   59.442078   
 12434         NaN     9.206132e+06  0.000000   92.504962   87.674676   
 12435     7244.79     1.671892e+07  0.000000   75.380537   73.001437   
 12436     5523.03     6.350760e+06       NaN   86.500008   84.063047   
 12437         NaN     3.367200e+05       NaN   29.791589   23.442654   
 12438    32470.00     4.279821e+06  0.000000  190.039936  188.624331   
 12439  2187934.20     1.020021e+09  0.516129   42.987565   32.075481   
 12440  2455368.10     2.951188e+08       NaN   25.023562   14.142553   
 
        HistBeta  PredBeta  DataDate  
 0     -0.001071  0.109923  20041213  
 1     -0.000212  0.072149  20041213  
 2      0.050585  0.140411  20041213  
 3      0.014093  0.226581  20041213  
 4      0.072350  0.192233  20041213  
 5      0.309824  0.631885  20041213  
 6      0.002804  0.013032  20041213  
 7      0.000288 -0.003008  20041213  
 8      0.251463  0.537401  20041213  
 9     -0.034645 -0.003020  20041213  
 10     0.150541  0.462176  20041213  
 11     0.049179  0.164710  20041213  
 12    -0.000212  0.066203  20041213  
 13     0.023920  0.143895  20041213  
 14    -0.000212  0.058926  20041213  
 15     0.021253  0.164193  20041213  
 16     0.215645  0.412826  20041213  
 17     0.772571  0.838384  20041213  
 18     0.296892  0.444329  20041213  
 19     0.039587  0.186716  20041213  
 20     0.247043  0.374962  20041213  
 21     0.123724  0.263614  20041213  
 22     0.104525  0.255447  20041213  
 23     0.061200  0.284261  20041213  
 24     0.207415  0.417614  20041213  
 25     0.128677  0.298477  20041213  
 26     0.002210  0.167304  20041213  
 27     0.343590  0.594324  20041213  
 28     0.652582  0.739392  20041213  
 29     0.379750  0.493102  20041213  
 ...         ...       ...       ...  
 12411  0.761220  1.011903  20041213  
 12412  0.815992  1.083956  20041213  
 12413  0.716350  0.975375  20041213  
 12414  0.859047  1.181764  20041213  
 12415  1.073280  1.276768  20041213  
 12416  0.433587  0.622615  20041213  
 12417  0.620113  0.995978  20041213  
 12418  0.766836  0.988027  20041213  
 12419  0.774855  1.128952  20041213  
 12420  0.783496  1.027693  20041213  
 12421  1.175419  1.417946  20041213  
 12422 -0.009906  0.094524  20041213  
 12423  0.520299  0.725617  20041213  
 12424  0.575893  0.864377  20041213  
 12425  0.897147  1.088303  20041213  
 12426  0.793947  1.061423  20041213  
 12427  0.232586  0.229388  20041213  
 12428  1.258799  1.340792  20041213  
 12429  0.680112  0.930266  20041213  
 12430  0.497499  0.764890  20041213  
 12431  0.940067  1.237848  20041213  
 12432  1.340431  1.606293  20041213  
 12433  0.383836  0.637272  20041213  
 12434  0.928725  1.250790  20041213  
 12435  0.583275  0.890506  20041213  
 12436  0.775091  0.936317  20041213  
 12437  0.721574  1.004536  20041213  
 12438  1.042586  1.274322  20041213  
 12439  1.353180  1.391357  20041213  
 12440  0.125900  0.234087  20041213  
 
 [12441 rows x 92 columns],
 '20041214':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.136            0.000               0.0   
 1      USA0011             0.108            0.000               0.0   
 2      USA0031             0.201            0.000               0.0   
 3      USA0062            -0.374            0.428               0.0   
 4      USA00E2             0.104            0.000               0.0   
 5      USA00F1             0.024            0.000               0.0   
 6      USA00G2            -0.506            0.000               0.0   
 7      USA00H1            -0.284            0.000               0.0   
 8      USA00I1             0.669            0.000               0.0   
 9      USA00J1             0.107            0.000               0.0   
 10     USA00K1             0.691            0.000               0.0   
 11     USA00P1            -0.114            0.000               0.0   
 12     USA00R1             0.420            0.000               0.0   
 13     USA00S1            -0.153            0.000               0.0   
 14     USA00V1             0.116            0.000               0.0   
 15     USA0131            -0.607            1.000               0.0   
 16     USA0161            -0.220            1.000               0.0   
 17     USA01I1             0.403            0.000               0.0   
 18     USA01J2            -0.312            0.000               0.0   
 19     USA01L1            -0.536            0.000               0.0   
 20     USA01P1            -0.615            0.000               0.0   
 21     USA01Q1             0.259            0.000               0.0   
 22     USA0202            -0.652            0.000               0.0   
 23     USA0231             0.092            0.000               0.0   
 24     USA0281             0.010            0.000               0.0   
 25     USA0291             0.011            0.000               0.0   
 26     USA02A1             0.036            0.000               0.0   
 27     USA02B1             1.729            0.000               0.0   
 28     USA02H1            -0.085            0.000               0.0   
 29     USA02P1            -0.155            0.142               0.0   
 ...        ...               ...              ...               ...   
 12397  USAZY61             0.768            0.000               0.0   
 12398  USAZY71            -0.045            0.000               0.0   
 12399  USAZYI1             0.456            0.000               0.0   
 12400  USAZYJ1            -0.171            0.000               0.0   
 12401  USAZYK1             2.819            0.000               0.0   
 12402  USAZYM1            -2.816            0.000               0.0   
 12403  USAZYO1             1.367            0.000               0.0   
 12404  USAZYR1            -2.816            0.000               0.0   
 12405  USAZYS1             0.726            0.000               0.0   
 12406  USAZYT1             0.678            0.000               0.0   
 12407  USAZYV1             0.798            0.000               0.0   
 12408  USAZYX1            -0.713            0.000               0.0   
 12409  USAZZ41             2.652            0.000               0.0   
 12410  USAZZ51             0.160            0.000               0.0   
 12411  USAZZ61             1.093            0.000               0.0   
 12412  USAZZ71             0.156            0.000               0.0   
 12413  USAZZ81            -0.386            0.000               0.0   
 12414  USAZZ91             1.420            0.000               0.0   
 12415  USAZZA1             0.612            0.000               0.0   
 12416  USAZZB1            -0.250            0.000               0.0   
 12417  USAZZD1             1.206            0.000               0.0   
 12418  USAZZF1            -1.999            0.000               0.0   
 12419  USAZZI1             0.319            0.000               0.0   
 12420  USAZZJ1            -0.265            0.000               0.0   
 12421  USAZZL1             2.788            0.000               0.0   
 12422  USAZZP1             0.088            0.000               0.0   
 12423  USAZZR1             0.517            0.000               0.0   
 12424  USAZZX1             2.819            0.000               0.0   
 12425  USAZZY1             1.157            0.000               0.0   
 12426  USAZZZ1            -0.479            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12397               0.0              0.0           0.0          0.000   
 12398               0.0              0.0           0.0          0.000   
 12399               0.0              0.0           0.0          0.000   
 12400               0.0              0.0           0.0          0.000   
 12401               0.0              0.0           0.0          0.000   
 12402               0.0              0.0           0.0          0.000   
 12403               0.0              0.0           0.0          0.000   
 12404               0.0              0.0           0.0          0.000   
 12405               0.0              0.0           0.0          0.000   
 12406               0.0              0.0           0.0          0.000   
 12407               0.0              0.0           0.0          0.000   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.263            0.00  ...           NaN          NaN   
 1            -2.261            0.00  ...           NaN          NaN   
 2            -2.149            0.00  ...           NaN       6500.0   
 3            -2.232            0.00  ...           NaN          NaN   
 4            -2.101            0.00  ...           NaN       1000.0   
 5            -1.567            0.00  ...           NaN        255.0   
 6            -2.255            0.00  ...           NaN          NaN   
 7            -2.260            0.00  ...           NaN          NaN   
 8            -1.699            0.00  ...           NaN          NaN   
 9            -2.339            0.86  ...           NaN      29000.0   
 10           -1.924            0.00  ...           NaN          NaN   
 11           -2.151            0.00  ...           NaN          NaN   
 12           -2.261            0.00  ...           NaN          NaN   
 13           -2.207            0.00  ...           NaN          NaN   
 14           -2.261            0.00  ...           NaN          NaN   
 15           -2.215            0.00  ...           NaN          NaN   
 16           -1.785            0.00  ...           NaN        400.0   
 17           -0.530            0.00  ...           NaN      45651.0   
 18           -1.600            0.00  ...           NaN          NaN   
 19           -2.175            0.00  ...           NaN          NaN   
 20           -1.709            0.00  ...           NaN          NaN   
 21           -1.982            1.00  ...           NaN          NaN   
 22           -2.029            0.00  ...           NaN          NaN   
 23           -2.126            0.00  ...           NaN       1150.0   
 24           -1.798            0.00  ...           NaN          NaN   
 25           -1.974            0.00  ...           NaN          NaN   
 26           -2.256            0.00  ...           NaN          NaN   
 27           -1.521            0.00  ...           NaN        270.0   
 28           -0.801            0.00  ...           NaN       2310.0   
 29           -1.414            0.00  ...           NaN       2000.0   
 ...             ...             ...  ...           ...          ...   
 12397        -0.554            0.00  ...           NaN      40000.0   
 12398        -0.433            0.00  ...           NaN        500.0   
 12399        -0.655            0.00  ...           NaN       1000.0   
 12400        -0.337            0.00  ...           NaN          NaN   
 12401         0.098            0.00  ...           NaN     330777.0   
 12402        -1.221            0.00  ...           NaN       3000.0   
 12403        -0.872            0.00  ...           NaN          NaN   
 12404        -0.362            0.00  ...           NaN    1000835.0   
 12405        -0.523            0.00  ...           NaN          NaN   
 12406        -0.502            0.00  ...           NaN     204464.0   
 12407         0.375            0.00  ...           NaN      20000.0   
 12408        -2.281            0.00  ...           NaN       1500.0   
 12409        -1.122            0.00  ...           NaN     592445.0   
 12410        -0.970            0.00  ...           NaN          NaN   
 12411        -0.248            0.00  ...           NaN     945494.0   
 12412        -0.482            0.00  ...           NaN          NaN   
 12413        -1.735            1.00  ...           NaN      34900.0   
 12414         0.562            0.00  ...           NaN          NaN   
 12415        -0.738            0.00  ...           NaN          NaN   
 12416        -1.151            0.00  ...           NaN          NaN   
 12417        -0.152            0.00  ...           NaN   15173600.0   
 12418         0.757            0.00  ...           NaN      11857.0   
 12419        -1.401            1.00  ...           NaN          NaN   
 12420        -0.163            0.00  ...           NaN          0.0   
 12421        -0.962            0.00  ...           NaN       2000.0   
 12422        -0.524            1.00  ...           NaN          NaN   
 12423        -0.644            0.00  ...           NaN          NaN   
 12424         0.056            0.00  ...           NaN     262800.0   
 12425         0.733            0.00  ...           NaN      24700.0   
 12426        -1.979            0.00  ...           NaN      75500.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     7.018716e+10  0.147189   13.920894    9.759761   
 1             NaN     8.009087e+09  0.000000   18.283641   13.599049   
 2             NaN     6.945587e+10  2.478551   26.477970   22.938695   
 3             NaN     3.128842e+10  2.122842   20.448395   18.464935   
 4             NaN     5.435272e+10  2.307499   26.733886   23.070168   
 5             NaN     1.698215e+11  0.473560   27.664034   24.983206   
 6             NaN     1.510753e+10  5.191257   18.167111   12.918717   
 7             NaN     8.302549e+10  0.000000   23.184271   17.364311   
 8             NaN     1.425732e+10  0.649526   36.921941   29.861970   
 9             NaN     4.049041e+10  1.956478   15.914985   11.916807   
 10            NaN     2.958324e+10  0.000000   39.984935   31.007842   
 11            NaN     2.603797e+10  1.361740   13.609460   10.018211   
 12            NaN     6.780164e+09  2.591204   15.357456   10.991269   
 13            NaN     1.844179e+10  1.491742   22.654472   19.111728   
 14            NaN     1.440401e+10  1.314348   14.867890   10.726390   
 15            NaN     4.205870e+10  1.493373   22.866881   19.337997   
 16            NaN     4.205870e+10  1.493373   29.236484   26.543690   
 17            NaN     2.423549e+10  0.229533   21.983889   18.059862   
 18            NaN     3.211400e+10  1.791371   25.203121   22.298033   
 19            NaN     1.130683e+11  2.930403   31.827598   25.955639   
 20            NaN     1.281383e+11  0.000000   33.126660   29.837906   
 21            NaN     1.002058e+11  2.543882   24.206914   21.331070   
 22            NaN     1.584562e+10  0.000000   27.129480   24.857488   
 23            NaN     1.056818e+11  0.000000   23.083600   20.050663   
 24            NaN     4.735031e+10  3.089144   20.010458   16.442439   
 25            NaN     3.467537e+10  0.000000   23.554873   20.671436   
 26            NaN     9.050992e+09  1.528585   12.140680    8.696613   
 27            NaN     9.050992e+09  1.528585   33.978856   32.130136   
 28            NaN     6.813074e+10  3.027656   23.713687   20.922057   
 29            NaN     3.946674e+11  2.262443   21.807406   19.429433   
 ...           ...              ...       ...         ...         ...   
 12397      521.51     2.678160e+06  0.000000   74.669045   72.143128   
 12398      404.83     9.808000e+05  0.000000   90.523115   88.130136   
 12399     1272.12     3.018420e+06  0.000000   92.450174   90.298886   
 12400         NaN     5.954520e+07  0.000000   88.527273   86.195921   
 12401      546.66     2.732920e+05       NaN   83.153795   80.405475   
 12402       51.32     1.210720e+06       NaN   70.881962   68.289842   
 12403         NaN     5.300660e+07  0.000000   72.452414   66.988144   
 12404   151710.02     2.492094e+07  0.000000  106.187523  104.155892   
 12405         NaN     5.030700e+01  0.000000   33.776661   26.542438   
 12406    33769.16     2.109450e+07  0.000000  115.015286  113.552414   
 12407      511.91     1.430880e+06  0.000000  186.133161  184.691659   
 12408    36342.57     6.329048e+07  2.827141   30.866849   26.419229   
 12409    14655.20     2.873910e+06       NaN  158.776231  157.719571   
 12410         NaN     2.224200e+05  0.000000   41.998760   37.549996   
 12411      734.14     1.112200e+06  0.000000  132.498723  130.729258   
 12412         NaN     1.312212e+07  0.000000   84.117109   81.633784   
 12413  2752278.81     3.690163e+10  4.516496   19.827792   16.390732   
 12414         NaN     1.591600e+05  0.000000   49.901911   39.245386   
 12415         NaN     2.717750e+06  0.000000   84.292691   82.087966   
 12416         NaN     7.615800e+06  0.000000   54.467165   50.309142   
 12417    91481.57     1.558116e+06       NaN   88.601322   86.154191   
 12418    83032.15     3.289825e+07       NaN   91.375264   87.747126   
 12419         NaN     3.642500e+05  0.000000   60.208299   57.792712   
 12420         NaN     9.346277e+06  0.000000   90.892702   86.240351   
 12421     7088.20     1.637420e+07  0.000000   74.609872   72.063898   
 12422         NaN     6.350760e+06       NaN   86.622987   84.240592   
 12423         NaN     3.367200e+05       NaN   29.358332   23.036818   
 12424    31424.12     3.950604e+06  0.000000  187.666040  186.223628   
 12425  2136748.52     1.004848e+09  0.516129   42.335458   31.648556   
 12426  2435078.90     2.954591e+08       NaN   24.241424   14.086115   
 
        HistBeta  PredBeta  DataDate  
 0     -0.001100  0.103960  20041214  
 1     -0.000235  0.066177  20041214  
 2      0.049726  0.136017  20041214  
 3      0.012732  0.212522  20041214  
 4      0.071430  0.185219  20041214  
 5      0.309179  0.625204  20041214  
 6      0.002544  0.001195  20041214  
 7      0.000244 -0.013218  20041214  
 8      0.250562  0.565745  20041214  
 9     -0.034818 -0.000567  20041214  
 10     0.150035  0.484910  20041214  
 11     0.048776  0.161233  20041214  
 12    -0.000235  0.079008  20041214  
 13     0.023883  0.140776  20041214  
 14    -0.000235  0.058678  20041214  
 15     0.020312  0.145083  20041214  
 16     0.212149  0.393827  20041214  
 17     0.771609  0.840924  20041214  
 18     0.294515  0.430475  20041214  
 19     0.038285  0.163392  20041214  
 20     0.246207  0.363571  20041214  
 21     0.124150  0.264968  20041214  
 22     0.103175  0.246360  20041214  
 23     0.060090  0.288512  20041214  
 24     0.206442  0.405211  20041214  
 25     0.128096  0.297774  20041214  
 26     0.002073  0.166769  20041214  
 27     0.329803  0.601815  20041214  
 28     0.651064  0.744747  20041214  
 29     0.377526  0.481151  20041214  
 ...         ...       ...       ...  
 12397  0.760981  1.098210  20041214  
 12398  0.815133  1.074643  20041214  
 12399  0.715978  0.995499  20041214  
 12400  0.857558  1.186956  20041214  
 12401  1.051619  1.309811  20041214  
 12402  0.463795  0.606265  20041214  
 12403  0.619213  1.030631  20041214  
 12404  0.846562  1.013834  20041214  
 12405  0.774973  1.143973  20041214  
 12406  0.783988  1.069233  20041214  
 12407  1.175071  1.365278  20041214  
 12408 -0.008951  0.080141  20041214  
 12409  0.507632  0.717415  20041214  
 12410  0.575364  0.866537  20041214  
 12411  0.897443  1.194658  20041214  
 12412  0.793067  1.063713  20041214  
 12413  0.234512  0.222168  20041214  
 12414  1.258578  1.333000  20041214  
 12415  0.678810  0.943701  20041214  
 12416  0.494672  0.757373  20041214  
 12417  0.940134  1.262730  20041214  
 12418  1.345751  1.579217  20041214  
 12419  0.383396  0.636833  20041214  
 12420  0.935130  1.211011  20041214  
 12421  0.579251  0.933660  20041214  
 12422  0.774337  0.910148  20041214  
 12423  0.721043  1.012002  20041214  
 12424  1.032935  1.281252  20041214  
 12425  1.335034  1.401613  20041214  
 12426  0.125455  0.217128  20041214  
 
 [12427 rows x 92 columns],
 '20041215':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.717            0.000               0.0   
 1      USA0011            -0.234            0.000               0.0   
 2      USA0031             0.120            0.000               0.0   
 3      USA0062            -0.396            0.428               0.0   
 4      USA00E2             0.099            0.000               0.0   
 5      USA00F1             0.227            0.000               0.0   
 6      USA00G2            -0.719            0.000               0.0   
 7      USA00H1            -1.727            0.000               0.0   
 8      USA00I1            -0.223            0.000               0.0   
 9      USA00J1            -0.186            0.000               0.0   
 10     USA00K1            -0.282            0.000               0.0   
 11     USA00P1            -0.730            0.000               0.0   
 12     USA00R1            -0.914            0.000               0.0   
 13     USA00S1            -0.528            0.000               0.0   
 14     USA00V1            -1.015            0.000               0.0   
 15     USA0131            -0.750            1.000               0.0   
 16     USA0161             0.742            1.000               0.0   
 17     USA01I1             0.024            0.000               0.0   
 18     USA01J2             0.582            0.000               0.0   
 19     USA01L1             0.636            0.000               0.0   
 20     USA01P1             0.049            0.000               0.0   
 21     USA01Q1            -2.565            0.000               0.0   
 22     USA0202            -0.283            0.000               0.0   
 23     USA0231            -0.484            0.000               0.0   
 24     USA0281             0.364            0.000               0.0   
 25     USA0291            -0.217            0.000               0.0   
 26     USA02A1            -0.401            0.000               0.0   
 27     USA02B1            -2.851            0.000               0.0   
 28     USA02H1             0.282            0.000               0.0   
 29     USA02P1            -0.197            0.142               0.0   
 ...        ...               ...              ...               ...   
 12401  USAZY61             2.794            0.000               0.0   
 12402  USAZY71            -2.645            0.000               0.0   
 12403  USAZYI1             2.794            0.000               0.0   
 12404  USAZYJ1             0.955            0.000               0.0   
 12405  USAZYK1             1.316            0.000               0.0   
 12406  USAZYM1             0.388            0.000               0.0   
 12407  USAZYO1             0.339            0.000               0.0   
 12408  USAZYR1            -0.085            0.000               0.0   
 12409  USAZYS1             0.721            0.000               0.0   
 12410  USAZYT1             0.207            0.000               0.0   
 12411  USAZYV1            -2.512            0.000               0.0   
 12412  USAZYX1            -0.854            0.000               0.0   
 12413  USAZZ41             2.794            0.000               0.0   
 12414  USAZZ51             0.484            0.000               0.0   
 12415  USAZZ61             0.865            0.000               0.0   
 12416  USAZZ71             0.511            0.000               0.0   
 12417  USAZZ81            -0.349            0.000               0.0   
 12418  USAZZ91             2.034            0.000               0.0   
 12419  USAZZA1             0.432            0.000               0.0   
 12420  USAZZB1             0.514            0.000               0.0   
 12421  USAZZD1             0.446            0.000               0.0   
 12422  USAZZF1             2.794            0.000               0.0   
 12423  USAZZI1            -1.465            0.000               0.0   
 12424  USAZZJ1            -1.837            0.000               0.0   
 12425  USAZZL1             0.161            0.000               0.0   
 12426  USAZZP1             1.077            0.000               0.0   
 12427  USAZZR1             0.529            0.000               0.0   
 12428  USAZZX1            -2.851            0.000               0.0   
 12429  USAZZY1             0.378            0.000               0.0   
 12430  USAZZZ1             0.938            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12401               0.0              0.0           0.0          0.000   
 12402               0.0              0.0           0.0          0.000   
 12403               0.0              0.0           0.0          0.000   
 12404               0.0              0.0           0.0          0.000   
 12405               0.0              0.0           0.0          0.000   
 12406               0.0              0.0           0.0          0.000   
 12407               0.0              0.0           0.0          0.000   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.266            0.00  ...           NaN          NaN   
 1            -2.264            0.00  ...           NaN          NaN   
 2            -2.153            0.00  ...           NaN       6500.0   
 3            -2.237            0.00  ...           NaN          NaN   
 4            -2.104            0.00  ...           NaN       1000.0   
 5            -1.568            0.00  ...           NaN        255.0   
 6            -2.258            0.00  ...           NaN          NaN   
 7            -2.263            0.00  ...           NaN          NaN   
 8            -1.701            0.00  ...           NaN          NaN   
 9            -2.342            0.86  ...           NaN      29000.0   
 10           -1.926            0.00  ...           NaN          NaN   
 11           -2.154            0.00  ...           NaN          NaN   
 12           -2.264            0.00  ...           NaN          NaN   
 13           -2.207            0.00  ...           NaN          NaN   
 14           -2.264            0.00  ...           NaN          NaN   
 15           -2.219            0.00  ...           NaN          NaN   
 16           -1.803            0.00  ...           NaN        510.0   
 17           -0.533            0.00  ...           NaN      45651.0   
 18           -1.605            0.00  ...           NaN          NaN   
 19           -2.180            0.00  ...           NaN          NaN   
 20           -1.715            0.00  ...           NaN       1080.0   
 21           -1.904            1.00  ...           NaN       2000.0   
 22           -2.033            0.00  ...           NaN          NaN   
 23           -2.130            0.00  ...           NaN       1150.0   
 24           -1.801            0.00  ...           NaN          NaN   
 25           -1.976            0.00  ...           NaN          NaN   
 26           -2.259            0.00  ...           NaN          NaN   
 27           -1.387            0.00  ...           NaN       1300.0   
 28           -0.803            0.00  ...           NaN       2310.0   
 29           -1.406            0.00  ...           NaN       2000.0   
 ...             ...             ...  ...           ...          ...   
 12401        -0.612            0.00  ...           NaN      25995.0   
 12402        -0.402            0.00  ...           NaN       1200.0   
 12403        -0.679            0.00  ...           NaN       5500.0   
 12404        -0.338            0.00  ...           NaN          NaN   
 12405         0.099            0.00  ...           NaN          NaN   
 12406        -1.221            0.00  ...           NaN          NaN   
 12407        -0.872            0.00  ...           NaN          NaN   
 12408        -0.357            0.00  ...           NaN     772078.0   
 12409        -0.522            0.00  ...           NaN          NaN   
 12410        -0.503            0.00  ...           NaN      47168.0   
 12411         0.397            0.00  ...           NaN      69402.0   
 12412        -2.270            0.00  ...           NaN      27200.0   
 12413        -1.149            0.00  ...           NaN     148350.0   
 12414        -0.971            0.00  ...           NaN          NaN   
 12415        -0.254            0.00  ...           NaN     239100.0   
 12416        -0.483            0.00  ...           NaN          NaN   
 12417        -1.733            1.00  ...           NaN      29800.0   
 12418         0.562            0.00  ...           NaN          NaN   
 12419        -0.741            0.00  ...           NaN          NaN   
 12420        -1.159            0.00  ...           NaN          NaN   
 12421        -0.152            0.00  ...           NaN    7211675.0   
 12422         0.741            0.00  ...           NaN      22786.0   
 12423        -1.372            1.00  ...           NaN       1500.0   
 12424        -0.097            0.00  ...           NaN          0.0   
 12425        -0.965            0.00  ...           NaN          NaN   
 12426        -0.525            1.00  ...           NaN          NaN   
 12427        -0.645            0.00  ...           NaN          NaN   
 12428         0.074            0.00  ...           NaN     506577.0   
 12429         0.772            0.00  ...           NaN     147700.0   
 12430        -1.992            0.00  ...           NaN      80800.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.924303e+10  0.147189   14.024881    9.975486   
 1             NaN     8.151298e+09  0.000000   18.385027   13.784235   
 2             NaN     6.923731e+10  2.478551   26.560567   23.138850   
 3             NaN     3.095319e+10  2.122842   20.571052   18.603607   
 4             NaN     5.415265e+10  2.307499   26.847101   23.252280   
 5             NaN     1.688043e+11  0.473560   27.848141   25.192593   
 6             NaN     1.530621e+10  5.191257   18.288250   13.083489   
 7             NaN     8.196768e+10  0.000000   23.816311   18.030041   
 8             NaN     1.437462e+10  0.649526   36.982743   30.126951   
 9             NaN     4.029016e+10  1.956478   15.946567   12.040627   
 10            NaN     2.965117e+10  0.000000   40.136071   31.373858   
 11            NaN     2.576419e+10  1.361740   13.878878   10.421827   
 12            NaN     6.870743e+09  2.591204   15.690643   11.491082   
 13            NaN     1.817699e+10  1.491742   22.799472   19.329327   
 14            NaN     1.424366e+10  1.314348   15.281518   11.183632   
 15            NaN     4.186694e+10  1.493373   23.093177   19.611156   
 16            NaN     4.186694e+10  1.493373   29.494516   26.862535   
 17            NaN     2.445929e+10  0.229533   21.979302   18.176256   
 18            NaN     3.251842e+10  1.791371   25.334076   22.508360   
 19            NaN     1.122162e+11  2.930403   31.999407   26.226183   
 20            NaN     1.289358e+11  0.000000   33.337519   30.160019   
 21            NaN     1.006182e+11  2.543882   25.555140   22.704148   
 22            NaN     1.608254e+10  0.000000   27.300162   25.102008   
 23            NaN     1.053323e+11  0.000000   23.169547   20.259248   
 24            NaN     4.828833e+10  3.089144   20.055556   16.563063   
 25            NaN     3.525249e+10  0.000000   23.626085   20.780584   
 26            NaN     9.128376e+09  1.528585   12.269815    8.894456   
 27            NaN     9.128376e+09  1.528585   37.048099   35.162799   
 28            NaN     6.842111e+10  3.027656   23.796820   21.107226   
 29            NaN     3.947730e+11  2.262443   21.863603   19.580592   
 ...           ...              ...       ...         ...         ...   
 12401      639.67     2.231800e+06  0.000000   75.862097   73.321947   
 12402      387.74     1.226000e+06  0.000000   92.588735   90.295830   
 12403     1126.67     2.683040e+06  0.000000   93.904671   91.739862   
 12404         NaN     5.954520e+07  0.000000   90.123926   87.920513   
 12405         NaN     2.732920e+05       NaN   79.512655   76.439549   
 12406         NaN     1.210720e+06       NaN   73.908149   71.561844   
 12407         NaN     5.300660e+07  0.000000   72.604892   67.269121   
 12408   142588.31     2.510974e+07  0.000000  106.940342  104.948849   
 12409         NaN     5.030700e+01  0.000000   34.049111   26.924933   
 12410    32981.91     2.109450e+07  0.000000  115.876573  114.451316   
 12411      620.80     1.669360e+06  0.000000  188.703546  187.265371   
 12412    51946.00     6.396544e+07  2.827141   30.994208   26.591484   
 12413    15031.63     2.652840e+06       NaN  160.762529  159.737298   
 12414         NaN     2.224200e+05  0.000000   42.226392   37.820185   
 12415      736.72     1.112200e+06  0.000000  131.473496  129.721812   
 12416         NaN     1.312212e+07  0.000000   84.402522   81.948064   
 12417  2724403.38     3.721593e+10  4.516496   19.901426   16.500956   
 12418         NaN     1.591600e+05  0.000000   50.098417   39.635661   
 12419         NaN     2.717750e+06  0.000000   84.363500   82.192174   
 12420         NaN     7.615800e+06  0.000000   54.480264   50.385455   
 12421    73671.16     1.558116e+06       NaN   89.432743   87.091254   
 12422    84537.88     3.195830e+07       NaN   93.225095   89.621355   
 12423      230.45     3.760000e+05  0.000000   60.278690   57.875974   
 12424         NaN     1.001636e+07  0.000000   91.845045   87.244781   
 12425         NaN     1.637420e+07  0.000000   74.879903   72.540681   
 12426         NaN     6.350760e+06       NaN   86.772509   84.487070   
 12427         NaN     3.367200e+05       NaN   29.601879   23.394021   
 12428    32245.17     4.389560e+06  0.000000  189.280707  187.933763   
 12429  2263762.57     1.038910e+09  0.516129   43.010713   32.007242   
 12430  2420838.67     2.937578e+08       NaN   24.306765   14.295803   
 
        HistBeta  PredBeta  DataDate  
 0     -0.001120  0.085765  20041215  
 1     -0.000248  0.055707  20041215  
 2      0.049085  0.139549  20041215  
 3      0.011763  0.200559  20041215  
 4      0.070781  0.184100  20041215  
 5      0.309578  0.592513  20041215  
 6      0.002311 -0.014560  20041215  
 7      0.000199 -0.048169  20041215  
 8      0.250507  0.576251  20041215  
 9     -0.035023 -0.008066  20041215  
 10     0.150018  0.489822  20041215  
 11     0.048510  0.145385  20041215  
 12    -0.000247  0.052949  20041215  
 13     0.025040  0.130312  20041215  
 14    -0.000248  0.034525  20041215  
 15     0.019598  0.135017  20041215  
 16     0.204959  0.404331  20041215  
 17     0.770484  0.839337  20041215  
 18     0.293073  0.442575  20041215  
 19     0.037298  0.184916  20041215  
 20     0.244112  0.371189  20041215  
 21     0.159900  0.250760  20041215  
 22     0.102421  0.254354  20041215  
 23     0.059199  0.280858  20041215  
 24     0.205965  0.407228  20041215  
 25     0.127756  0.291163  20041215  
 26     0.001962  0.157247  20041215  
 27     0.390179  0.618324  20041215  
 28     0.650547  0.753386  20041215  
 29     0.381945  0.480882  20041215  
 ...         ...       ...       ...  
 12401  0.735586  1.112192  20041215  
 12402  0.829096  1.041231  20041215  
 12403  0.705509  1.042431  20041215  
 12404  0.857672  1.197466  20041215  
 12405  1.052012  1.413788  20041215  
 12406  0.464033  0.599038  20041215  
 12407  0.619467  1.038143  20041215  
 12408  0.849089  0.990632  20041215  
 12409  0.775490  1.160243  20041215  
 12410  0.784127  1.070316  20041215  
 12411  1.184940  1.326732  20041215  
 12412 -0.002927  0.072491  20041215  
 12413  0.496221  0.716701  20041215  
 12414  0.575346  0.877896  20041215  
 12415  0.894958  1.196106  20041215  
 12416  0.792737  1.078337  20041215  
 12417  0.236239  0.219875  20041215  
 12418  1.258335  1.356806  20041215  
 12419  0.678055  0.956223  20041215  
 12420  0.491799  0.771158  20041215  
 12421  0.940113  1.256921  20041215  
 12422  1.337995  1.639341  20041215  
 12423  0.396792  0.644706  20041215  
 12424  0.964935  1.230031  20041215  
 12425  0.578250  0.897973  20041215  
 12426  0.774360  0.931440  20041215  
 12427  0.720887  1.023204  20041215  
 12428  1.040739  1.276301  20041215  
 12429  1.351593  1.431721  20041215  
 12430  0.121050  0.233340  20041215  
 
 [12431 rows x 92 columns],
 '20041216':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.929            0.000               0.0   
 1      USA0011             0.719            0.000               0.0   
 2      USA0031             1.994            0.000               0.0   
 3      USA0062             0.488            0.428               0.0   
 4      USA00E2             1.943            0.000               0.0   
 5      USA00F1             0.421            0.000               0.0   
 6      USA00G2             0.407            0.000               0.0   
 7      USA00H1            -1.147            0.000               0.0   
 8      USA00I1             0.362            0.000               0.0   
 9      USA00J1             0.656            0.000               0.0   
 10     USA00K1             0.127            0.000               0.0   
 11     USA00P1            -0.001            0.000               0.0   
 12     USA00R1             0.033            0.000               0.0   
 13     USA00S1             0.374            0.000               0.0   
 14     USA00V1             0.920            0.000               0.0   
 15     USA0131             0.438            1.000               0.0   
 16     USA0161             0.771            1.000               0.0   
 17     USA01I1             0.051            0.000               0.0   
 18     USA01J2             0.570            0.000               0.0   
 19     USA01L1            -0.057            0.000               0.0   
 20     USA01P1             0.911            0.000               0.0   
 21     USA01Q1             0.658            0.000               0.0   
 22     USA0202             0.876            0.000               0.0   
 23     USA0231             0.746            0.000               0.0   
 24     USA0281             0.369            0.000               0.0   
 25     USA0291             0.721            0.000               0.0   
 26     USA02A1             0.797            0.000               0.0   
 27     USA02B1             0.574            0.000               0.0   
 28     USA02H1            -0.093            0.000               0.0   
 29     USA02P1             0.447            0.142               0.0   
 ...        ...               ...              ...               ...   
 12407  USAZY61             0.532            0.000               0.0   
 12408  USAZY71            -0.431            0.000               0.0   
 12409  USAZYI1            -2.589            0.000               0.0   
 12410  USAZYJ1            -0.132            0.000               0.0   
 12411  USAZYK1             0.006            0.000               0.0   
 12412  USAZYM1             0.321            0.000               0.0   
 12413  USAZYO1             0.033            0.000               0.0   
 12414  USAZYR1             2.044            0.000               0.0   
 12415  USAZYS1            -0.377            0.000               0.0   
 12416  USAZYT1            -0.806            0.000               0.0   
 12417  USAZYV1             2.568            0.000               0.0   
 12418  USAZYX1             0.258            0.000               0.0   
 12419  USAZZ41             0.316            0.000               0.0   
 12420  USAZZ51            -0.442            0.000               0.0   
 12421  USAZZ61            -2.796            0.000               0.0   
 12422  USAZZ71            -0.826            0.000               0.0   
 12423  USAZZ81             0.948            0.000               0.0   
 12424  USAZZ91            -0.794            0.000               0.0   
 12425  USAZZA1            -2.796            0.000               0.0   
 12426  USAZZB1             0.429            0.000               0.0   
 12427  USAZZD1            -0.444            0.000               0.0   
 12428  USAZZF1            -2.130            0.000               0.0   
 12429  USAZZI1            -1.883            0.000               0.0   
 12430  USAZZJ1             0.847            0.000               0.0   
 12431  USAZZL1            -2.371            0.000               0.0   
 12432  USAZZP1             0.096            0.000               0.0   
 12433  USAZZR1            -0.520            0.000               0.0   
 12434  USAZZX1             2.828            0.000               0.0   
 12435  USAZZY1            -1.158            0.000               0.0   
 12436  USAZZZ1             0.697            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12407               0.0              0.0           0.0          0.000   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.256            0.00  ...           NaN          NaN   
 1            -2.254            0.00  ...           NaN          NaN   
 2            -2.147            0.00  ...           NaN       6500.0   
 3            -2.225            0.00  ...           NaN          NaN   
 4            -2.098            0.00  ...           NaN       1000.0   
 5            -1.563            0.00  ...           NaN        255.0   
 6            -2.247            0.00  ...           NaN          NaN   
 7            -2.382            0.00  ...           NaN       4550.0   
 8            -1.694            0.00  ...           NaN          NaN   
 9            -2.331            0.86  ...           NaN      29000.0   
 10           -1.918            0.00  ...           NaN          NaN   
 11           -2.146            0.00  ...           NaN          NaN   
 12           -2.254            0.00  ...           NaN          NaN   
 13           -2.200            0.00  ...           NaN          NaN   
 14           -2.254            0.00  ...           NaN          NaN   
 15           -2.208            0.00  ...           NaN          NaN   
 16           -1.789            0.00  ...           NaN        995.0   
 17           -0.533            0.00  ...           NaN      45651.0   
 18           -1.596            0.00  ...           NaN          NaN   
 19           -2.167            0.00  ...           NaN          NaN   
 20           -1.709            0.00  ...           NaN       8015.0   
 21           -1.898            1.00  ...           NaN          NaN   
 22           -2.024            0.00  ...           NaN          NaN   
 23           -2.118            0.00  ...           NaN       1150.0   
 24           -1.793            0.00  ...           NaN          NaN   
 25           -1.967            0.00  ...           NaN          NaN   
 26           -2.248            0.00  ...           NaN          NaN   
 27           -1.380            0.00  ...           NaN          NaN   
 28           -0.799            0.00  ...           NaN       2310.0   
 29           -1.398            0.00  ...           NaN       2000.0   
 ...             ...             ...  ...           ...          ...   
 12407        -0.607            0.00  ...           NaN          NaN   
 12408        -0.394            0.00  ...           NaN       6000.0   
 12409        -0.716            0.00  ...           NaN      23000.0   
 12410        -0.331            0.00  ...           NaN          NaN   
 12411         0.100            0.00  ...           NaN          NaN   
 12412        -1.226            0.00  ...           NaN          NaN   
 12413        -0.867            0.00  ...           NaN       1000.0   
 12414        -0.318            0.00  ...           NaN     174815.0   
 12415        -0.516            0.00  ...           NaN        100.0   
 12416        -0.499            0.00  ...           NaN       5500.0   
 12417         0.435            0.00  ...           NaN        100.0   
 12418        -2.249            0.00  ...           NaN       1900.0   
 12419        -1.144            0.00  ...           NaN      77333.0   
 12420        -0.961            0.00  ...           NaN          NaN   
 12421        -0.340            0.00  ...           NaN     661525.0   
 12422        -0.476            0.00  ...           NaN          NaN   
 12423        -1.711            1.00  ...           NaN      51300.0   
 12424         0.564            0.00  ...           NaN          NaN   
 12425        -0.812            0.00  ...           NaN      10870.0   
 12426        -1.143            0.00  ...           NaN          NaN   
 12427        -0.149            0.00  ...           NaN   14576980.0   
 12428         0.734            0.00  ...           NaN      40750.0   
 12429        -1.419            1.00  ...           NaN        400.0   
 12430        -0.064            0.00  ...           NaN          0.0   
 12431        -0.984            0.00  ...           NaN        500.0   
 12432        -0.525            1.00  ...           NaN          NaN   
 12433        -0.635            0.00  ...           NaN          NaN   
 12434         0.126            0.00  ...           NaN      26500.0   
 12435         0.765            0.00  ...           NaN      69400.0   
 12436        -1.952            0.00  ...           NaN      89400.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.946399e+10  0.147189   14.120205   10.188179   
 1             NaN     8.099585e+09  0.000000   18.271172   13.864499   
 2             NaN     7.210984e+10  2.478551   27.680642   23.884858   
 3             NaN     3.060936e+10  2.122842   20.435843   18.559470   
 4             NaN     5.560650e+10  2.307499   27.997982   24.016894   
 5             NaN     1.681523e+11  0.473560   27.693119   25.111932   
 6             NaN     1.523468e+10  5.191257   18.167026   13.110605   
 7             NaN     8.158068e+10  0.000000   29.236837   25.279989   
 8             NaN     1.404543e+10  0.649526   36.663791   30.069483   
 9             NaN     4.050643e+10  1.956478   15.998777   12.172799   
 10            NaN     2.898885e+10  0.000000   39.691531   31.311110   
 11            NaN     2.573507e+10  1.361740   13.695114   10.399027   
 12            NaN     6.763594e+09  2.591204   15.520739   11.465335   
 13            NaN     1.819590e+10  1.491742   22.617269   19.289214   
 14            NaN     1.445663e+10  1.314348   15.388995   11.431546   
 15            NaN     4.161127e+10  1.493373   22.887503   19.568633   
 16            NaN     4.161127e+10  1.493373   29.354125   26.815568   
 17            NaN     2.487677e+10  0.229533   21.821589   18.123643   
 18            NaN     3.248758e+10  1.791371   25.251786   22.507098   
 19            NaN     1.107038e+11  2.930403   31.723102   26.168164   
 20            NaN     1.288693e+11  0.000000   33.269856   30.161363   
 21            NaN     9.979331e+10  2.543882   25.289491   22.753192   
 22            NaN     1.619403e+10  0.000000   27.198433   25.082025   
 23            NaN     1.055570e+11  0.000000   23.121614   20.281031   
 24            NaN     4.785924e+10  3.089144   19.895035   16.521270   
 25            NaN     3.441086e+10  0.000000   23.517268   20.789894   
 26            NaN     9.182831e+09  1.528585   12.338925    9.083602   
 27            NaN     9.182831e+09  1.528585   36.642893   35.139951   
 28            NaN     6.707573e+10  3.027656   23.645585   21.024026   
 29            NaN     3.918167e+11  2.262443   21.758146   19.547741   
 ...           ...              ...       ...         ...         ...   
 12407         NaN     2.231800e+06  0.000000   75.191928   72.838862   
 12408      400.47     1.226000e+06  0.000000   97.296372   95.243645   
 12409     1314.85     3.018420e+06  0.000000   94.239131   92.070506   
 12410         NaN     5.954520e+07  0.000000   91.433245   89.358681   
 12411         NaN     2.732920e+05       NaN   79.597747   76.675079   
 12412         NaN     1.210720e+06       NaN   73.939645   71.691940   
 12413     2207.63     5.300660e+07  0.000000   72.135895   67.015171   
 12414   138752.18     2.416576e+07  0.000000  106.911447  104.916472   
 12415         NaN     5.030700e+01  0.000000   33.909711   26.945081   
 12416    32711.89     2.109450e+07  0.000000  115.713221  114.327640   
 12417      585.15     1.430880e+06  0.000000  188.935569  187.513241   
 12418    81448.19     6.360200e+07  2.827141   30.823207   26.560804   
 12419    15238.72     2.652840e+06       NaN  160.553301  159.597811   
 12420         NaN     2.224200e+05  0.000000   42.038480   37.750821   
 12421      815.92     1.668300e+06  0.000000  135.993480  134.370326   
 12422         NaN     1.312212e+07  0.000000   84.812876   82.443779   
 12423  2767834.43     3.710405e+10  4.516496   20.020310   16.735938   
 12424         NaN     1.591600e+05  0.000000   49.750325   39.689139   
 12425     5301.44     3.370010e+06  0.000000   86.694523   84.633868   
 12426         NaN     7.615800e+06  0.000000   54.090808   50.021315   
 12427    74196.57     1.558116e+06       NaN   90.395637   88.177314   
 12428    87383.24     3.271026e+07       NaN   93.096970   89.674638   
 12429      224.55     3.995000e+05  0.000000   62.458438   60.260130   
 12430         NaN     9.763450e+06  0.000000   91.590134   87.127388   
 12431     5769.80     1.680510e+07  0.000000   75.081456   72.867667   
 12432         NaN     6.350760e+06       NaN   86.394489   84.243391   
 12433         NaN     3.367200e+05       NaN   29.508273   23.459132   
 12434    31787.42     3.731126e+06  0.000000  190.136985  188.743755   
 12435  2203876.62     1.040149e+09  0.516129   42.724497   32.079845   
 12436  2467432.05     2.897881e+08       NaN   23.961652   14.372722   
 
        HistBeta  PredBeta  DataDate  
 0     -0.001085  0.092514  20041216  
 1     -0.000226  0.056960  20041216  
 2      0.047433  0.156491  20041216  
 3      0.012533  0.201276  20041216  
 4      0.069351  0.198096  20041216  
 5      0.308384  0.588040  20041216  
 6      0.002582 -0.012377  20041216  
 7     -0.057574  0.058689  20041216  
 8      0.249911  0.575938  20041216  
 9     -0.034611 -0.006350  20041216  
 10     0.149572  0.483877  20041216  
 11     0.047711  0.140566  20041216  
 12    -0.000225  0.045965  20041216  
 13     0.023952  0.128575  20041216  
 14    -0.000226  0.046137  20041216  
 15     0.020134  0.139652  20041216  
 16     0.207479  0.403166  20041216  
 17     0.768521  0.833911  20041216  
 18     0.293803  0.444581  20041216  
 19     0.038496  0.168741  20041216  
 20     0.243055  0.379324  20041216  
 21     0.158834  0.267855  20041216  
 22     0.102570  0.264071  20041216  
 23     0.060277  0.283288  20041216  
 24     0.205563  0.403344  20041216  
 25     0.128006  0.294002  20041216  
 26     0.002099  0.160842  20041216  
 27     0.390297  0.604353  20041216  
 28     0.649774  0.746360  20041216  
 29     0.381884  0.482819  20041216  
 ...         ...       ...       ...  
 12407  0.735348  1.070469  20041216  
 12408  0.830582  1.017096  20041216  
 12409  0.686823  1.023032  20041216  
 12410  0.858637  1.185907  20041216  
 12411  1.051411  1.392293  20041216  
 12412  0.458756  0.588671  20041216  
 12413  0.619449  1.028680  20041216  
 12414  0.864663  1.050135  20041216  
 12415  0.775961  1.145183  20041216  
 12416  0.783761  1.052186  20041216  
 12417  1.201183  1.433308  20041216  
 12418  0.002019  0.078094  20041216  
 12419  0.495330  0.672102  20041216  
 12420  0.577261  0.868208  20041216  
 12421  0.854574  1.109307  20041216  
 12422  0.794032  1.061973  20041216  
 12423  0.242330  0.236398  20041216  
 12424  1.258515  1.329093  20041216  
 12425  0.643914  0.882060  20041216  
 12426  0.495860  0.790520  20041216  
 12427  0.940174  1.242515  20041216  
 12428  1.334613  1.592400  20041216  
 12429  0.372726  0.584871  20041216  
 12430  0.977966  1.291175  20041216  
 12431  0.566945  0.842635  20041216  
 12432  0.771901  0.932420  20041216  
 12433  0.722740  1.012871  20041216  
 12434  1.063041  1.323872  20041216  
 12435  1.348608  1.409199  20041216  
 12436  0.134350  0.245577  20041216  
 
 [12437 rows x 92 columns],
 '20041217':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.221            0.000               0.0   
 1      USA0011             0.142            0.000               0.0   
 2      USA0031            -0.098            0.000               0.0   
 3      USA0062             0.576            0.428               0.0   
 4      USA00E2            -0.065            0.000               0.0   
 5      USA00F1             0.043            0.000               0.0   
 6      USA00G2             0.434            0.000               0.0   
 7      USA00H1             0.593            0.000               0.0   
 8      USA00I1            -0.074            0.000               0.0   
 9      USA00J1            -0.228            0.000               0.0   
 10     USA00K1             0.415            0.000               0.0   
 11     USA00P1            -0.046            0.000               0.0   
 12     USA00R1            -0.387            0.000               0.0   
 13     USA00S1             0.242            0.000               0.0   
 14     USA00V1             0.070            0.000               0.0   
 15     USA0131             0.922            1.000               0.0   
 16     USA0161             0.198            1.000               0.0   
 17     USA01I1            -0.090            0.000               0.0   
 18     USA01J2             0.621            0.000               0.0   
 19     USA01L1             0.438            0.000               0.0   
 20     USA01P1             0.085            0.000               0.0   
 21     USA01Q1            -0.388            0.000               0.0   
 22     USA0202             0.512            0.000               0.0   
 23     USA0231            -0.203            0.000               0.0   
 24     USA0281            -0.471            0.000               0.0   
 25     USA0291            -0.283            0.000               0.0   
 26     USA02A1            -0.257            0.000               0.0   
 27     USA02B1            -0.182            0.000               0.0   
 28     USA02H1            -0.022            0.000               0.0   
 29     USA02P1             0.784            0.142               0.0   
 ...        ...               ...              ...               ...   
 12409  USAZY61             1.280            0.000               0.0   
 12410  USAZY71             2.815            0.000               0.0   
 12411  USAZYI1             0.624            0.000               0.0   
 12412  USAZYJ1             0.963            0.000               0.0   
 12413  USAZYK1             0.783            0.000               0.0   
 12414  USAZYM1             0.219            0.000               0.0   
 12415  USAZYO1             2.815            0.000               0.0   
 12416  USAZYR1             2.815            0.000               0.0   
 12417  USAZYS1             0.170            0.000               0.0   
 12418  USAZYT1            -2.619            0.000               0.0   
 12419  USAZYV1             0.260            0.000               0.0   
 12420  USAZYX1             1.155            0.000               0.0   
 12421  USAZZ41             2.815            0.000               0.0   
 12422  USAZZ51             0.764            0.000               0.0   
 12423  USAZZ61             0.136            0.000               0.0   
 12424  USAZZ71             0.977            0.000               0.0   
 12425  USAZZ81            -0.073            0.000               0.0   
 12426  USAZZ91             0.690            0.000               0.0   
 12427  USAZZA1             0.469            0.000               0.0   
 12428  USAZZB1             0.343            0.000               0.0   
 12429  USAZZD1            -0.216            0.000               0.0   
 12430  USAZZF1             1.998            0.000               0.0   
 12431  USAZZI1            -0.044            0.000               0.0   
 12432  USAZZJ1             2.815            0.000               0.0   
 12433  USAZZL1             0.310            0.000               0.0   
 12434  USAZZP1             0.028            0.000               0.0   
 12435  USAZZR1             0.642            0.000               0.0   
 12436  USAZZX1             2.815            0.000               0.0   
 12437  USAZZY1            -0.924            0.000               0.0   
 12438  USAZZZ1            -0.665            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.263            0.00  ...           NaN          NaN   
 1            -2.261            0.00  ...           NaN          NaN   
 2            -2.154            0.00  ...           NaN       6500.0   
 3            -2.231            0.00  ...           NaN          NaN   
 4            -2.105            0.00  ...           NaN       1000.0   
 5            -1.577            0.00  ...           NaN        255.0   
 6            -2.254            0.00  ...           NaN          NaN   
 7            -2.386            0.00  ...           NaN          NaN   
 8            -1.704            0.00  ...           NaN          NaN   
 9            -2.336            0.86  ...           NaN      29000.0   
 10           -1.928            0.00  ...           NaN          NaN   
 11           -2.153            0.00  ...           NaN          NaN   
 12           -2.261            0.00  ...           NaN          NaN   
 13           -2.208            0.00  ...           NaN          NaN   
 14           -2.261            0.00  ...           NaN          NaN   
 15           -2.214            0.00  ...           NaN          NaN   
 16           -1.820            0.00  ...           NaN        170.0   
 17           -0.551            0.00  ...           NaN      45651.0   
 18           -1.601            0.00  ...           NaN          NaN   
 19           -2.170            0.00  ...           NaN          NaN   
 20           -1.721            0.00  ...           NaN          NaN   
 21           -1.909            1.00  ...           NaN       5000.0   
 22           -2.031            0.00  ...           NaN          NaN   
 23           -2.122            0.00  ...           NaN       1150.0   
 24           -1.802            0.00  ...           NaN          NaN   
 25           -1.973            0.00  ...           NaN          NaN   
 26           -2.255            0.00  ...           NaN          NaN   
 27           -1.397            0.00  ...           NaN          NaN   
 28           -0.806            0.00  ...           NaN       2310.0   
 29           -1.407            0.00  ...           NaN       2000.0   
 ...             ...             ...  ...           ...          ...   
 12409        -0.622            0.00  ...           NaN          NaN   
 12410        -0.305            0.00  ...           NaN      15250.0   
 12411        -0.722            0.00  ...           NaN          NaN   
 12412        -0.334            0.00  ...           NaN          NaN   
 12413         0.098            0.00  ...           NaN      91700.0   
 12414        -1.233            0.00  ...           NaN       3000.0   
 12415        -0.835            0.00  ...           NaN       8000.0   
 12416        -0.266            0.00  ...           NaN     146249.0   
 12417        -0.524            0.00  ...           NaN        584.0   
 12418        -0.575            0.00  ...           NaN       1300.0   
 12419         0.431            0.00  ...           NaN      66600.0   
 12420        -2.268            0.00  ...           NaN       1300.0   
 12421        -1.090            0.00  ...           NaN      47500.0   
 12422        -0.967            0.00  ...           NaN          NaN   
 12423        -0.345            0.00  ...           NaN      33889.0   
 12424        -0.479            0.00  ...           NaN          NaN   
 12425        -1.703            1.00  ...           NaN      22600.0   
 12426         0.562            0.00  ...           NaN          NaN   
 12427        -0.813            0.00  ...           NaN          NaN   
 12428        -1.128            0.00  ...           NaN          NaN   
 12429        -0.152            0.00  ...           NaN    8481127.0   
 12430         0.761            0.00  ...           NaN       9722.0   
 12431        -1.425            1.00  ...           NaN          NaN   
 12432         0.037            0.00  ...           NaN          0.0   
 12433        -0.997            0.00  ...           NaN       2050.0   
 12434        -0.526            1.00  ...           NaN          NaN   
 12435        -0.642            0.00  ...           NaN          NaN   
 12436         0.213            0.00  ...           NaN     983223.0   
 12437         0.728            0.00  ...           NaN      47300.0   
 12438        -2.010            0.00  ...           NaN      34600.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     6.986575e+10  0.147189   14.839258   11.239726   
 1             NaN     8.080192e+09  0.000000   19.441221   15.360080   
 2             NaN     7.335877e+10  2.478551   29.781549   26.364829   
 3             NaN     3.039447e+10  2.122842   22.178955   20.498202   
 4             NaN     5.516634e+10  2.307499   30.033079   26.471946   
 5             NaN     1.695346e+11  0.473560   29.962564   27.681077   
 6             NaN     1.516316e+10  5.191257   19.164959   14.493350   
 7             NaN     8.140007e+10  0.000000   31.720007   27.994545   
 8             NaN     1.384489e+10  0.649526   39.094330   33.127853   
 9             NaN     4.053046e+10  1.956478   16.885918   13.400519   
 10            NaN     2.853033e+10  0.000000   42.181643   34.555293   
 11            NaN     2.559527e+10  1.361740   14.417587   11.463920   
 12            NaN     6.732665e+09  2.591204   16.404079   12.683796   
 13            NaN     1.815807e+10  1.491742   24.298458   21.275075   
 14            NaN     1.448920e+10  1.314348   16.212208   12.609834   
 15            NaN     4.242624e+10  1.493373   24.743647   21.728464   
 16            NaN     4.242624e+10  1.493373   31.880658   29.584032   
 17            NaN     2.485525e+10  0.229533   23.265589   20.008249   
 18            NaN     3.229907e+10  1.791371   27.428363   24.965487   
 19            NaN     1.101713e+11  2.930403   33.919515   28.896175   
 20            NaN     1.262109e+11  0.000000   36.093920   33.320119   
 21            NaN     9.935658e+10  2.543882   27.442455   25.124266   
 22            NaN     1.606860e+10  0.000000   29.553800   27.681253   
 23            NaN     1.034348e+11  0.000000   24.897212   22.365416   
 24            NaN     4.764968e+10  3.089144   21.455903   18.406758   
 25            NaN     3.417039e+10  0.000000   25.503440   23.052647   
 26            NaN     9.036662e+09  1.528585   12.996088   10.060661   
 27            NaN     9.036662e+09  1.528585   40.152531   38.812925   
 28            NaN     6.805331e+10  3.027656   25.543821   23.180555   
 29            NaN     3.880157e+11  2.262443   23.677794   21.664404   
 ...           ...              ...       ...         ...         ...   
 12409         NaN     2.231800e+06  0.000000   82.540999   80.415306   
 12410      425.77     9.808000e+05  0.000000  110.398076  108.316903   
 12411         NaN     3.018420e+06  0.000000  103.682976  101.905708   
 12412         NaN     5.954520e+07  0.000000  100.205136   98.346830   
 12413      643.76     2.732920e+05       NaN   86.017832   83.353174   
 12414       44.09     1.210720e+06       NaN   82.608438   80.654041   
 12415     2371.27     5.075100e+07  0.000000   79.130079   74.358098   
 12416   139649.92     2.303299e+07  0.000000  118.039057  116.212768   
 12417         NaN     5.030700e+01  0.000000   35.944092   29.680000   
 12418    30020.93     2.260125e+07  0.000000  127.624608  126.447343   
 12419      660.06     1.430880e+06  0.000000  208.026254  206.796360   
 12420    80083.90     6.386160e+07  2.827141   33.283380   29.389797   
 12421    15357.47     2.431770e+06       NaN  177.259197  176.369558   
 12422         NaN     2.224200e+05  0.000000   45.445371   41.595536   
 12423      809.48     1.668300e+06  0.000000  150.427513  149.106332   
 12424         NaN     1.312212e+07  0.000000   93.268421   91.151039   
 12425  2760642.57     3.686449e+10  4.516496   21.379127   18.441360   
 12426         NaN     1.591600e+05  0.000000   52.836908   43.711223   
 12427         NaN     3.370010e+06  0.000000   95.070436   93.268110   
 12428         NaN     7.615800e+06  0.000000   58.495491   54.821516   
 12429    74540.22     1.558116e+06       NaN   98.111791   96.164665   
 12430    87687.04     3.195830e+07       NaN  101.879800   98.805007   
 12431         NaN     3.995000e+05  0.000000   68.748266   66.854140   
 12432         NaN     9.208561e+06  0.000000  101.104175   96.987269   
 12433     5587.86     1.680510e+07  0.000000   82.201255   80.278729   
 12434         NaN     6.350760e+06       NaN   95.535173   93.662086   
 12435         NaN     3.367200e+05       NaN   31.295668   25.823537   
 12436    32848.85     3.072692e+06  0.000000  210.482223  209.106891   
 12437  2147794.62     1.046961e+09  0.516129   44.984934   35.382948   
 12438  2363648.00     2.943249e+08       NaN   24.731621   15.990350   
 
        HistBeta  PredBeta  DataDate  
 0     -0.001021  0.087071  20041217  
 1     -0.000185  0.051210  20041217  
 2      0.047486  0.135548  20041217  
 3      0.013100  0.202149  20041217  
 4      0.069301  0.180744  20041217  
 5      0.304525  0.574788  20041217  
 6      0.002988 -0.008508  20041217  
 7     -0.055907  0.030545  20041217  
 8      0.247723  0.574209  20041217  
 9     -0.033791 -0.017262  20041217  
 10     0.148118  0.488327  20041217  
 11     0.047655  0.136512  20041217  
 12    -0.000185  0.035394  20041217  
 13     0.023324  0.124891  20041217  
 14    -0.000185  0.040554  20041217  
 15     0.020506  0.151374  20041217  
 16     0.196107  0.386888  20041217  
 17     0.761185  0.820508  20041217  
 18     0.293599  0.449246  20041217  
 19     0.040147  0.169438  20041217  
 20     0.240431  0.371230  20041217  
 21     0.156456  0.256152  20041217  
 22     0.102042  0.268287  20041217  
 23     0.061711  0.272550  20041217  
 24     0.204358  0.390968  20041217  
 25     0.127878  0.281965  20041217  
 26     0.002291  0.149196  20041217  
 27     0.384747  0.590947  20041217  
 28     0.647896  0.707799  20041217  
 29     0.379976  0.485804  20041217  
 ...         ...       ...       ...  
 12409  0.729811  1.066317  20041217  
 12410  0.871031  1.108433  20041217  
 12411  0.685052  0.981756  20041217  
 12412  0.858040  1.185863  20041217  
 12413  1.050347  1.397775  20041217  
 12414  0.457646  0.592506  20041217  
 12415  0.634903  1.082614  20041217  
 12416  0.888259  1.075615  20041217  
 12417  0.773310  1.138133  20041217  
 12418  0.750750  0.973449  20041217  
 12419  1.198815  1.379634  20041217  
 12420 -0.003470  0.083299  20041217  
 12421  0.521487  0.739800  20041217  
 12422  0.576231  0.876773  20041217  
 12423  0.853008  1.038137  20041217  
 12424  0.793561  1.071300  20041217  
 12425  0.248327  0.236816  20041217  
 12426  1.257084  1.346769  20041217  
 12427  0.644833  0.895011  20041217  
 12428  0.504430  0.805549  20041217  
 12429  0.939196  1.227767  20041217  
 12430  1.345718  1.634278  20041217  
 12431  0.371979  0.569002  20041217  
 12432  1.023475  1.361453  20041217  
 12433  0.562669  0.851042  20041217  
 12434  0.772654  0.930714  20041217  
 12435  0.720905  1.019198  20041217  
 12436  1.101548  1.438197  20041217  
 12437  1.330980  1.383930  20041217  
 12438  0.111463  0.215312  20041217  
 
 [12439 rows x 92 columns],
 '20041220':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.871            0.000               0.0   
 1      USA0011             0.663            0.000               0.0   
 2      USA0031            -0.091            0.000               0.0   
 3      USA0062             0.620            0.428               0.0   
 4      USA00E2            -0.168            0.000               0.0   
 5      USA00F1             0.365            0.000               0.0   
 6      USA00G2             0.695            0.000               0.0   
 7      USA00H1             0.548            0.000               0.0   
 8      USA00I1            -0.287            0.000               0.0   
 9      USA00J1             0.188            0.000               0.0   
 10     USA00K1            -0.407            0.000               0.0   
 11     USA00P1             0.327            0.000               0.0   
 12     USA00R1             0.147            0.000               0.0   
 13     USA00S1             0.335            0.000               0.0   
 14     USA00V1             0.295            0.000               0.0   
 15     USA0131             0.751            1.000               0.0   
 16     USA0161            -0.353            1.000               0.0   
 17     USA01I1            -0.121            0.000               0.0   
 18     USA01J2             0.515            0.000               0.0   
 19     USA01L1             0.954            0.000               0.0   
 20     USA01P1             0.444            0.000               0.0   
 21     USA01Q1             0.040            0.000               0.0   
 22     USA0202             0.292            0.000               0.0   
 23     USA0231             0.171            0.000               0.0   
 24     USA0281             0.879            0.000               0.0   
 25     USA0291             0.102            0.000               0.0   
 26     USA02A1             0.178            0.000               0.0   
 27     USA02B1            -0.019            0.000               0.0   
 28     USA02H1             0.285            0.000               0.0   
 29     USA02P1            -0.493            0.142               0.0   
 ...        ...               ...              ...               ...   
 12410  USAZY61            -0.489            0.000               0.0   
 12411  USAZY71            -0.811            0.000               0.0   
 12412  USAZYI1            -2.743            0.000               0.0   
 12413  USAZYJ1            -0.796            0.000               0.0   
 12414  USAZYK1            -0.648            0.000               0.0   
 12415  USAZYM1            -0.699            0.000               0.0   
 12416  USAZYO1             2.319            0.000               0.0   
 12417  USAZYR1            -2.743            0.000               0.0   
 12418  USAZYS1            -0.861            0.000               0.0   
 12419  USAZYT1             1.232            0.000               0.0   
 12420  USAZYV1            -0.875            0.000               0.0   
 12421  USAZYX1             0.827            0.000               0.0   
 12422  USAZZ41            -0.625            0.000               0.0   
 12423  USAZZ51            -2.743            0.000               0.0   
 12424  USAZZ61            -0.833            0.000               0.0   
 12425  USAZZ71            -0.607            0.000               0.0   
 12426  USAZZ81            -0.900            0.000               0.0   
 12427  USAZZ91            -0.684            0.000               0.0   
 12428  USAZZA1            -0.774            0.000               0.0   
 12429  USAZZB1            -0.876            0.000               0.0   
 12430  USAZZD1            -1.013            0.000               0.0   
 12431  USAZZF1            -0.999            0.000               0.0   
 12432  USAZZI1            -0.943            0.000               0.0   
 12433  USAZZJ1            -1.236            0.000               0.0   
 12434  USAZZL1            -0.642            0.000               0.0   
 12435  USAZZP1            -1.088            0.000               0.0   
 12436  USAZZR1            -0.804            0.000               0.0   
 12437  USAZZX1             2.005            0.000               0.0   
 12438  USAZZY1             0.419            0.000               0.0   
 12439  USAZZZ1            -1.333            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.257            0.00  ...           NaN          NaN   
 1            -2.255            0.00  ...           NaN          NaN   
 2            -2.148            0.00  ...           NaN       6500.0   
 3            -2.225            0.00  ...           NaN          NaN   
 4            -2.099            0.00  ...           NaN       1000.0   
 5            -1.572            0.00  ...           NaN        255.0   
 6            -2.248            0.00  ...           NaN          NaN   
 7            -2.379            0.00  ...           NaN          NaN   
 8            -1.699            0.00  ...           NaN          NaN   
 9            -2.330            0.86  ...           NaN      29000.0   
 10           -1.922            0.00  ...           NaN          NaN   
 11           -2.148            0.00  ...           NaN          NaN   
 12           -2.255            0.00  ...           NaN          NaN   
 13           -2.221            0.00  ...           NaN          NaN   
 14           -2.255            0.00  ...           NaN          NaN   
 15           -2.208            0.00  ...           NaN          NaN   
 16           -1.823            0.00  ...           NaN        300.0   
 17           -0.548            0.00  ...           NaN      45651.0   
 18           -1.594            0.00  ...           NaN          NaN   
 19           -2.164            0.00  ...           NaN          NaN   
 20           -1.716            0.00  ...           NaN          NaN   
 21           -1.904            1.00  ...           NaN          NaN   
 22           -2.026            0.00  ...           NaN          NaN   
 23           -2.115            0.00  ...           NaN       1150.0   
 24           -1.797            0.00  ...           NaN          NaN   
 25           -1.968            0.00  ...           NaN          NaN   
 26           -2.250            0.00  ...           NaN          NaN   
 27           -1.392            0.00  ...           NaN          NaN   
 28           -0.801            0.00  ...           NaN       2310.0   
 29           -1.410            0.00  ...           NaN       4000.0   
 ...             ...             ...  ...           ...          ...   
 12410        -0.620            0.00  ...           NaN          NaN   
 12411        -0.306            0.00  ...           NaN      80500.0   
 12412        -0.732            0.00  ...           NaN      44000.0   
 12413        -0.330            0.00  ...           NaN          NaN   
 12414         0.111            0.00  ...           NaN          NaN   
 12415        -1.230            0.00  ...           NaN       5400.0   
 12416        -0.779            0.00  ...           NaN      12700.0   
 12417        -0.259            0.00  ...           NaN     108710.0   
 12418        -0.522            0.00  ...           NaN          NaN   
 12419        -0.553            0.00  ...           NaN      89540.0   
 12420         0.447            0.00  ...           NaN       2150.0   
 12421        -2.252            0.00  ...           NaN       4100.0   
 12422        -1.087            0.00  ...           NaN      54050.0   
 12423        -0.974            0.00  ...           NaN      11200.0   
 12424        -0.343            0.00  ...           NaN     131850.0   
 12425        -0.475            0.00  ...           NaN          NaN   
 12426        -1.703            1.00  ...           NaN      19900.0   
 12427         0.564            0.00  ...           NaN          NaN   
 12428        -0.822            0.00  ...           NaN      30250.0   
 12429        -1.120            0.00  ...           NaN          NaN   
 12430        -0.157            0.00  ...           NaN    4261475.0   
 12431         0.766            0.00  ...           NaN      12534.0   
 12432        -1.417            1.00  ...           NaN          NaN   
 12433         0.034            0.00  ...           NaN          0.0   
 12434        -0.994            0.00  ...           NaN        500.0   
 12435        -0.521            1.00  ...           NaN          NaN   
 12436        -0.639            0.00  ...           NaN          NaN   
 12437         0.238            0.00  ...           NaN     257370.0   
 12438         0.731            0.00  ...           NaN      30000.0   
 12439        -2.017            0.00  ...           NaN      44000.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     7.002645e+10  0.147189   14.622693   11.181516   
 1             NaN     8.241796e+09  0.000000   19.131081   15.288781   
 2             NaN     7.246891e+10  2.478551   28.919764   25.685823   
 3             NaN     3.062655e+10  2.122842   21.676003   20.065932   
 4             NaN     5.501962e+10  2.307499   29.145839   25.756887   
 5             NaN     1.696650e+11  0.473560   29.185321   26.987645   
 6             NaN     1.526647e+10  5.191257   18.713740   14.270067   
 7             NaN     8.120657e+10  0.000000   30.825402   27.340642   
 8             NaN     1.367840e+10  0.649526   37.968527   32.234185   
 9             NaN     4.058653e+10  1.956478   16.378084   13.077380   
 10            NaN     2.846240e+10  0.000000   40.905180   33.653035   
 11            NaN     2.589817e+10  1.361740   14.097135   11.327590   
 12            NaN     6.647609e+09  2.591204   15.968096   12.462238   
 13            NaN     1.818645e+10  1.491742   23.610448   20.741568   
 14            NaN     1.425368e+10  1.314348   15.753451   12.329420   
 15            NaN     4.252211e+10  1.493373   24.133229   21.264906   
 16            NaN     4.252211e+10  1.493373   31.034974   28.855706   
 17            NaN     2.499298e+10  0.229533   22.675762   19.518327   
 18            NaN     3.233677e+10  1.791371   26.791847   24.434487   
 19            NaN     1.119606e+11  2.930403   33.074376   28.315632   
 20            NaN     1.266096e+11  0.000000   35.084655   32.469642   
 21            NaN     9.935658e+10  2.543882   26.683499   24.489341   
 22            NaN     1.619403e+10  0.000000   28.721604   26.922453   
 23            NaN     1.036845e+11  0.000000   24.209581   21.806991   
 24            NaN     4.785924e+10  3.089144   20.982686   18.055728   
 25            NaN     3.373755e+10  0.000000   24.729354   22.398620   
 26            NaN     9.088251e+09  1.528585   12.615981    9.840641   
 27            NaN     9.088251e+09  1.528585   39.161482   37.848916   
 28            NaN     6.719187e+10  3.027656   24.869399   22.534240   
 29            NaN     3.918167e+11  2.262443   23.036348   21.120096   
 ...           ...              ...       ...         ...         ...   
 12410         NaN     2.231800e+06  0.000000   81.177991   79.166655   
 12411      486.38     9.808000e+05  0.000000  105.196042  103.178295   
 12412     1594.41     3.353800e+06  0.000000  101.257313   99.490040   
 12413         NaN     5.954520e+07  0.000000   97.084297   95.271639   
 12414         NaN     2.732920e+05       NaN   84.142294   81.568046   
 12415       66.76     1.210720e+06       NaN   79.669599   77.759192   
 12416     2243.05     4.172860e+07  0.000000   78.178393   73.552862   
 12417   146554.47     2.378817e+07  0.000000  115.229481  113.500884   
 12418         NaN     5.030700e+01  0.000000   35.038839   28.907026   
 12419    28587.72     2.209900e+07  0.000000  124.580098  123.435127   
 12420      693.13     1.430880e+06  0.000000  203.490407  202.282592   
 12421    86693.35     6.308280e+07  2.827141   32.441616   28.731606   
 12422    16195.95     2.431770e+06       NaN  173.189607  172.332421   
 12423       35.19     2.965600e+05  0.000000   57.083242   54.175973   
 12424      841.35     1.668300e+06  0.000000  146.696595  145.403099   
 12425         NaN     1.312212e+07  0.000000   91.232956   89.199747   
 12426  2840570.90     3.739376e+10  4.516496   20.986540   18.151253   
 12427         NaN     1.591600e+05  0.000000   51.377605   42.535140   
 12428     5613.34     3.370010e+06  0.000000   92.281192   90.519632   
 12429         NaN     7.615800e+06  0.000000   56.706517   53.158407   
 12430    60305.51     1.558116e+06       NaN   96.101240   94.190497   
 12431    89013.80     3.195830e+07       NaN   99.122536   96.152171   
 12432         NaN     3.995000e+05  0.000000   67.084015   65.231160   
 12433         NaN     9.294787e+06  0.000000   98.495658   94.606691   
 12434     4900.38     1.680510e+07  0.000000   80.182598   78.327094   
 12435         NaN     6.350760e+06       NaN   94.279712   92.386828   
 12436         NaN     3.367200e+05       NaN   30.538699   25.207623   
 12437    30712.77     2.743475e+06  0.000000  206.156862  204.832706   
 12438  2084754.90     1.040768e+09  0.516129   43.782098   34.486171   
 12439  2253781.90     3.005630e+08       NaN   24.296130   15.906774   
 
        HistBeta  PredBeta  DataDate  
 0     -0.001015  0.095633  20041220  
 1     -0.000182  0.056498  20041220  
 2      0.047506  0.123552  20041220  
 3      0.013218  0.207701  20041220  
 4      0.069414  0.166483  20041220  
 5      0.304523  0.578715  20041220  
 6      0.003125 -0.001066  20041220  
 7     -0.055300  0.034231  20041220  
 8      0.247963  0.577632  20041220  
 9     -0.033704 -0.017934  20041220  
 10     0.148268  0.482681  20041220  
 11     0.047759  0.140301  20041220  
 12    -0.000181  0.039712  20041220  
 13     0.015226  0.120995  20041220  
 14    -0.000182  0.040277  20041220  
 15     0.020728  0.155915  20041220  
 16     0.192770  0.369291  20041220  
 17     0.761529  0.817891  20041220  
 18     0.294782  0.454745  20041220  
 19     0.040676  0.176275  20041220  
 20     0.240380  0.378993  20041220  
 21     0.156337  0.257623  20041220  
 22     0.102155  0.269744  20041220  
 23     0.062232  0.272630  20041220  
 24     0.204187  0.401529  20041220  
 25     0.127967  0.284326  20041220  
 26     0.002355  0.154704  20041220  
 27     0.384704  0.595330  20041220  
 28     0.648449  0.712842  20041220  
 29     0.376827  0.470231  20041220  
 ...         ...       ...       ...  
 12410  0.729345  1.045190  20041220  
 12411  0.869322  1.113876  20041220  
 12412  0.679425  0.925785  20041220  
 12413  0.858625  1.186445  20041220  
 12414  1.055074  1.381700  20041220  
 12415  0.457190  0.580680  20041220  
 12416  0.658446  1.141161  20041220  
 12417  0.890294  1.002561  20041220  
 12418  0.772863  1.124890  20041220  
 12419  0.759277  1.003289  20041220  
 12420  1.204908  1.373450  20041220  
 12421  0.001082  0.092392  20041220  
 12422  0.521052  0.761790  20041220  
 12423  0.571452  0.827577  20041220  
 12424  0.852877  1.028821  20041220  
 12425  0.793675  1.057445  20041220  
 12426  0.245989  0.218600  20041220  
 12427  1.257380  1.330757  20041220  
 12428  0.638908  0.879956  20041220  
 12429  0.506147  0.804849  20041220  
 12430  0.935789  1.228891  20041220  
 12431  1.347223  1.613109  20041220  
 12432  0.373608  0.563693  20041220  
 12433  1.020696  1.292898  20041220  
 12434  0.562283  0.835806  20041220  
 12435  0.773362  0.925769  20041220  
 12436  0.720875  1.008248  20041220  
 12437  1.111944  1.440282  20041220  
 12438  1.331920  1.401224  20041220  
 12439  0.106179  0.200310  20041220  
 
 [12440 rows x 92 columns],
 '20041221':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.548            0.000               0.0   
 1      USA0011             0.186            0.000               0.0   
 2      USA0031            -0.237            0.000               0.0   
 3      USA0062            -0.945            0.428               0.0   
 4      USA00E2            -0.366            0.000               0.0   
 5      USA00F1            -2.829            0.000               0.0   
 6      USA00G2            -0.179            0.000               0.0   
 7      USA00H1            -0.873            0.000               0.0   
 8      USA00I1            -0.273            0.000               0.0   
 9      USA00J1            -0.354            0.000               0.0   
 10     USA00K1            -0.551            0.000               0.0   
 11     USA00P1            -0.439            0.000               0.0   
 12     USA00R1            -0.378            0.000               0.0   
 13     USA00S1            -0.357            0.000               0.0   
 14     USA00V1            -0.671            0.000               0.0   
 15     USA0131            -2.829            1.000               0.0   
 16     USA0161            -0.830            1.000               0.0   
 17     USA01I1             0.632            0.000               0.0   
 18     USA01J2             0.210            0.000               0.0   
 19     USA01L1            -0.085            0.000               0.0   
 20     USA01P1            -0.258            0.000               0.0   
 21     USA01Q1             0.002            0.000               0.0   
 22     USA0202            -0.402            0.000               0.0   
 23     USA0231            -0.898            0.000               0.0   
 24     USA0281            -2.829            0.000               0.0   
 25     USA0291            -0.598            0.000               0.0   
 26     USA02A1            -0.548            0.000               0.0   
 27     USA02B1             2.251            0.000               0.0   
 28     USA02H1             0.563            0.000               0.0   
 29     USA02P1            -0.177            0.142               0.0   
 ...        ...               ...              ...               ...   
 12407  USAZY61             0.583            0.000               0.0   
 12408  USAZY71             0.846            0.000               0.0   
 12409  USAZYI1             2.444            0.000               0.0   
 12410  USAZYJ1             0.783            0.000               0.0   
 12411  USAZYK1             2.776            0.000               0.0   
 12412  USAZYM1             0.209            0.000               0.0   
 12413  USAZYO1            -2.829            0.000               0.0   
 12414  USAZYR1             2.448            0.000               0.0   
 12415  USAZYS1             0.073            0.000               0.0   
 12416  USAZYT1            -2.829            0.000               0.0   
 12417  USAZYV1            -2.829            0.000               0.0   
 12418  USAZYX1            -0.036            0.000               0.0   
 12419  USAZZ41             0.630            0.000               0.0   
 12420  USAZZ51            -0.094            0.000               0.0   
 12421  USAZZ61             0.486            0.000               0.0   
 12422  USAZZ71             0.172            0.000               0.0   
 12423  USAZZ81             1.579            0.000               0.0   
 12424  USAZZ91             1.474            0.000               0.0   
 12425  USAZZA1             0.089            0.000               0.0   
 12426  USAZZB1            -0.393            0.000               0.0   
 12427  USAZZD1            -2.829            0.000               0.0   
 12428  USAZZF1             2.504            0.000               0.0   
 12429  USAZZI1             2.046            0.000               0.0   
 12430  USAZZJ1            -0.313            0.000               0.0   
 12431  USAZZL1             2.571            0.000               0.0   
 12432  USAZZP1             2.624            0.000               0.0   
 12433  USAZZR1             0.147            0.000               0.0   
 12434  USAZZX1             1.043            0.000               0.0   
 12435  USAZZY1            -0.946            0.000               0.0   
 12436  USAZZZ1            -0.672            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12407               0.0              0.0           0.0          0.000   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.264            0.00  ...           NaN          NaN   
 1            -2.263            0.00  ...           NaN          NaN   
 2            -2.161            0.00  ...           NaN       6500.0   
 3            -2.238            0.00  ...           NaN          NaN   
 4            -2.113            0.00  ...           NaN       1000.0   
 5            -1.360            0.00  ...           NaN        105.0   
 6            -2.256            0.00  ...           NaN          NaN   
 7            -2.392            0.00  ...           NaN          NaN   
 8            -1.716            0.00  ...           NaN          NaN   
 9            -2.338            0.86  ...           NaN      29000.0   
 10           -1.936            0.00  ...           NaN          NaN   
 11           -2.158            0.00  ...           NaN          NaN   
 12           -2.263            0.00  ...           NaN          NaN   
 13           -2.228            0.00  ...           NaN          NaN   
 14           -2.263            0.00  ...           NaN          NaN   
 15           -2.040            0.00  ...           NaN         75.0   
 16           -1.840            0.00  ...           NaN       3060.0   
 17           -0.569            0.00  ...           NaN      45651.0   
 18           -1.619            0.00  ...           NaN          NaN   
 19           -2.179            0.00  ...           NaN          NaN   
 20           -1.729            0.00  ...           NaN          NaN   
 21           -1.915            1.00  ...           NaN          NaN   
 22           -2.037            0.00  ...           NaN          NaN   
 23           -2.130            0.00  ...           NaN       1150.0   
 24           -1.508            0.00  ...           NaN        115.0   
 25           -1.982            0.00  ...           NaN          NaN   
 26           -2.258            0.00  ...           NaN          NaN   
 27           -1.612            0.00  ...           NaN         35.0   
 28           -0.813            0.00  ...           NaN       2310.0   
 29           -1.436            0.00  ...           NaN       4000.0   
 ...             ...             ...  ...           ...          ...   
 12407        -0.634            0.00  ...           NaN          NaN   
 12408        -0.320            0.00  ...           NaN      15500.0   
 12409        -0.846            0.00  ...           NaN      73000.0   
 12410        -0.343            0.00  ...           NaN       2202.0   
 12411         0.029            0.00  ...           NaN    1185500.0   
 12412        -1.246            0.00  ...           NaN          NaN   
 12413        -0.576            0.00  ...           NaN      10500.0   
 12414        -0.335            0.00  ...           NaN      58838.0   
 12415        -0.534            0.00  ...           NaN        542.0   
 12416        -0.380            0.00  ...           NaN     327186.0   
 12417         0.594            0.00  ...           NaN      20000.0   
 12418        -2.262            0.00  ...           NaN          NaN   
 12419        -1.099            0.00  ...           NaN      65850.0   
 12420        -0.996            0.00  ...           NaN          NaN   
 12421        -0.354            0.00  ...           NaN     151189.0   
 12422        -0.492            0.00  ...           NaN          NaN   
 12423        -1.816            1.00  ...           NaN      42700.0   
 12424         0.564            0.00  ...           NaN          NaN   
 12425        -0.847            0.00  ...           NaN          NaN   
 12426        -1.150            0.00  ...           NaN          NaN   
 12427        -0.046            0.00  ...           NaN    9303220.0   
 12428         0.695            0.00  ...           NaN      40300.0   
 12429        -1.616            1.00  ...           NaN        375.0   
 12430         0.051            0.00  ...           NaN          0.0   
 12431        -1.046            0.00  ...           NaN       3900.0   
 12432        -0.645            1.00  ...           NaN      58100.0   
 12433        -0.656            0.00  ...           NaN          NaN   
 12434         0.231            0.00  ...           NaN     322000.0   
 12435         0.733            0.00  ...           NaN      30200.0   
 12436        -2.001            0.00  ...           NaN      68900.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     7.151296e+10  0.147189   14.279441   10.848195   
 1             NaN     8.448649e+09  0.000000   18.765225   14.897584   
 2             NaN     7.196934e+10  2.478551   28.143950   24.929635   
 3             NaN     3.069532e+10  2.122842   21.247942   19.606612   
 4             NaN     5.572654e+10  2.307499   28.378654   25.001543   
 5             NaN     1.716212e+11  0.473560   30.240071   27.968218   
 6             NaN     1.549694e+10  5.191257   18.284142   13.837868   
 7             NaN     8.256109e+10  0.000000   30.100320   26.576882   
 8             NaN     1.379949e+10  0.649526   36.947804   31.286135   
 9             NaN     4.057051e+10  1.956478   16.007280   12.679327   
 10            NaN     2.863223e+10  0.000000   39.847205   32.698001   
 11            NaN     2.593894e+10  1.361740   13.788276   11.002454   
 12            NaN     6.666388e+09  2.591204   15.604317   12.102535   
 13            NaN     1.825265e+10  1.491742   23.048926   20.139062   
 14            NaN     1.430129e+10  1.314348   15.485805   12.021578   
 15            NaN     4.268191e+10  1.493373   26.121160   23.217866   
 16            NaN     4.268191e+10  1.493373   30.323955   28.070538   
 17            NaN     2.517805e+10  0.229533   22.094229   18.972626   
 18            NaN     3.299139e+10  1.791371   26.094407   23.719273   
 19            NaN     1.124292e+11  2.930403   32.209658   27.490908   
 20            NaN     1.286700e+11  0.000000   34.135288   31.538951   
 21            NaN     9.947789e+10  2.543882   25.974696   23.763963   
 22            NaN     1.644488e+10  0.000000   27.827935   26.023340   
 23            NaN     1.038842e+11  0.000000   23.648244   21.176607   
 24            NaN     4.881722e+10  3.089144   24.015225   21.380074   
 25            NaN     3.484370e+10  0.000000   24.050100   21.684027   
 26            NaN     9.194295e+09  1.528585   12.366998    9.591518   
 27            NaN     9.194295e+09  1.528585   40.010548   38.786696   
 28            NaN     6.809203e+10  3.027656   24.305605   21.947622   
 29            NaN     3.924502e+11  2.262443   22.376864   20.483369   
 ...           ...              ...       ...         ...         ...   
 12407         NaN     2.231800e+06  0.000000   78.830925   76.813643   
 12408      492.45     9.808000e+05  0.000000  100.074080   98.060611   
 12409     2119.21     3.018420e+06  0.000000   98.541422   96.842079   
 12410     1155.23     5.954520e+07  0.000000   94.408389   92.609710   
 12411      752.39     1.366460e+05       NaN   80.556602   77.859145   
 12412         NaN     1.210720e+06       NaN   76.729158   74.801231   
 12413     2351.09     4.962320e+07  0.000000   78.895002   74.401391   
 12414   141524.32     2.303299e+07  0.000000  111.969354  110.355102   
 12415         NaN     5.030700e+01  0.000000   34.075466   28.056410   
 12416    34724.32     2.511250e+07  0.000000  122.532614  121.339017   
 12417      697.99     1.907840e+06  0.000000  199.812692  198.548298   
 12418         NaN     6.308280e+07  2.827141   31.524081   27.867580   
 12419    15624.40     2.431770e+06       NaN  168.154353  167.303833   
 12420         NaN     2.965600e+05  0.000000   55.380983   52.536969   
 12421      823.72     1.668300e+06  0.000000  140.536599  139.236852   
 12422         NaN     1.312212e+07  0.000000   88.876404   86.872166   
 12423  2831614.90     3.662031e+10  4.516496   21.035431   18.243041   
 12424         NaN     1.591600e+05  0.000000   50.244904   41.454887   
 12425         NaN     3.370010e+06  0.000000   89.895267   88.147769   
 12426         NaN     7.615800e+06  0.000000   55.082889   51.550392   
 12427    59255.84     2.077488e+06       NaN   96.242114   94.376032   
 12428    87990.21     3.101835e+07       NaN   96.111968   93.115660   
 12429      250.97     3.642500e+05  0.000000   64.829505   63.005070   
 12430         NaN     9.438168e+06  0.000000   95.650620   91.783428   
 12431     5014.45     1.637420e+07  0.000000   78.160214   76.220606   
 12432     5048.29     5.617980e+06       NaN   91.134902   89.166020   
 12433         NaN     3.367200e+05       NaN   29.710442   24.475046   
 12434    29682.65     2.743475e+06  0.000000  200.160375  198.893733   
 12435  2039228.95     1.055942e+09  0.516129   42.638692   33.488800   
 12436  2241399.10     3.027180e+08       NaN   24.010396   15.638111   
 
        HistBeta  PredBeta  DataDate  
 0     -0.001068  0.079014  20041221  
 1     -0.000230  0.052600  20041221  
 2      0.044940  0.117143  20041221  
 3      0.010512  0.179040  20041221  
 4      0.066467  0.154183  20041221  
 5      0.401255  0.608234  20041221  
 6      0.002467 -0.010334  20041221  
 7     -0.057685  0.012012  20041221  
 8      0.243005  0.557931  20041221  
 9     -0.033790 -0.025554  20041221  
 10     0.145125  0.466807  20041221  
 11     0.046437  0.128191  20041221  
 12    -0.000230  0.029689  20041221  
 13     0.015283  0.104047  20041221  
 14    -0.000230  0.020627  20041221  
 15     0.098726  0.161792  20041221  
 16     0.187752  0.340783  20041221  
 17     0.753132  0.818936  20041221  
 18     0.286129  0.450765  20041221  
 19     0.036993  0.162059  20041221  
 20     0.237229  0.365614  20041221  
 21     0.154511  0.255523  20041221  
 22     0.100070  0.251028  20041221  
 23     0.058627  0.254365  20041221  
 24     0.335509  0.480101  20041221  
 25     0.124745  0.264946  20041221  
 26     0.002004  0.135683  20041221  
 27     0.289182  0.552627  20041221  
 28     0.644786  0.717272  20041221  
 29     0.367343  0.459088  20041221  
 ...         ...       ...       ...  
 12407  0.724459  1.055774  20041221  
 12408  0.864207  1.143739  20041221  
 12409  0.629836  0.933571  20041221  
 12410  0.853829  1.196191  20041221  
 12411  1.019507  1.403717  20041221  
 12412  0.452003  0.585028  20041221  
 12413  0.750277  1.125927  20041221  
 12414  0.857473  1.052173  20041221  
 12415  0.768806  1.123250  20041221  
 12416  0.837564  1.015429  20041221  
 12417  1.270592  1.394922  20041221  
 12418 -0.000141  0.082939  20041221  
 12419  0.517280  0.766400  20041221  
 12420  0.563418  0.786771  20041221  
 12421  0.848827  1.038986  20041221  
 12422  0.787740  1.055561  20041221  
 12423  0.198542  0.218473  20041221  
 12424  1.257579  1.363474  20041221  
 12425  0.629621  0.873771  20041221  
 12426  0.494657  0.791741  20041221  
 12427  0.985924  1.220319  20041221  
 12428  1.315852  1.630152  20041221  
 12429  0.287249  0.534108  20041221  
 12430  1.028953  1.316630  20041221  
 12431  0.541177  0.861268  20041221  
 12432  0.719275  0.935423  20041221  
 12433  0.714429  1.003423  20041221  
 12434  1.109009  1.420935  20041221  
 12435  1.332672  1.376048  20041221  
 12436  0.116183  0.203567  20041221  
 
 [12437 rows x 92 columns],
 '20041222':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.142            0.000               0.0   
 1      USA0011             0.126            0.000               0.0   
 2      USA0031             0.674            0.000               0.0   
 3      USA0062             0.713            0.428               0.0   
 4      USA00E2             0.498            0.000               0.0   
 5      USA00F1             0.511            0.000               0.0   
 6      USA00G2            -0.022            0.000               0.0   
 7      USA00H1             0.336            0.000               0.0   
 8      USA00I1             0.124            0.000               0.0   
 9      USA00J1             0.567            0.000               0.0   
 10     USA00K1             0.030            0.000               0.0   
 11     USA00P1             0.546            0.000               0.0   
 12     USA00R1             0.490            0.000               0.0   
 13     USA00S1             0.400            0.000               0.0   
 14     USA00V1             0.060            0.000               0.0   
 15     USA0131             1.247            1.000               0.0   
 16     USA0161             0.538            1.000               0.0   
 17     USA01I1             0.612            0.000               0.0   
 18     USA01J2             0.299            0.000               0.0   
 19     USA01L1            -1.106            0.000               0.0   
 20     USA01P1             0.819            0.000               0.0   
 21     USA01Q1             0.712            0.000               0.0   
 22     USA0202             0.472            0.000               0.0   
 23     USA0231             0.043            0.000               0.0   
 24     USA0281             0.387            0.000               0.0   
 25     USA0291             0.020            0.000               0.0   
 26     USA02A1            -0.057            0.000               0.0   
 27     USA02B1            -0.594            0.000               0.0   
 28     USA02H1             0.686            0.000               0.0   
 29     USA02P1             0.049            0.142               0.0   
 ...        ...               ...              ...               ...   
 12406  USAZY61             1.070            0.000               0.0   
 12407  USAZY71             0.608            0.000               0.0   
 12408  USAZYI1             0.985            0.000               0.0   
 12409  USAZYJ1            -2.808            0.000               0.0   
 12410  USAZYK1             2.803            0.000               0.0   
 12411  USAZYM1             0.347            0.000               0.0   
 12412  USAZYO1             0.190            0.000               0.0   
 12413  USAZYR1             2.803            0.000               0.0   
 12414  USAZYS1             0.639            0.000               0.0   
 12415  USAZYT1             2.198            0.000               0.0   
 12416  USAZYV1             2.803            0.000               0.0   
 12417  USAZYX1             0.088            0.000               0.0   
 12418  USAZZ41             1.817            0.000               0.0   
 12419  USAZZ51             0.652            0.000               0.0   
 12420  USAZZ61             2.803            0.000               0.0   
 12421  USAZZ71             0.644            0.000               0.0   
 12422  USAZZ81             0.116            0.000               0.0   
 12423  USAZZ91            -1.086            0.000               0.0   
 12424  USAZZA1             0.361            0.000               0.0   
 12425  USAZZB1            -2.808            0.000               0.0   
 12426  USAZZD1             2.803            0.000               0.0   
 12427  USAZZF1            -2.066            0.000               0.0   
 12428  USAZZI1             0.123            0.000               0.0   
 12429  USAZZJ1            -1.556            0.000               0.0   
 12430  USAZZL1            -2.388            0.000               0.0   
 12431  USAZZP1             0.031            0.000               0.0   
 12432  USAZZR1             0.669            0.000               0.0   
 12433  USAZZX1            -2.808            0.000               0.0   
 12434  USAZZY1             0.732            0.000               0.0   
 12435  USAZZZ1            -1.172            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12406               0.0              0.0           0.0          0.000   
 12407               0.0              0.0           0.0          0.000   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.268            0.00  ...           NaN          NaN   
 1            -2.266            0.00  ...           NaN          NaN   
 2            -2.166            0.00  ...           NaN       6500.0   
 3            -2.243            0.00  ...           NaN          NaN   
 4            -2.117            0.00  ...           NaN       1000.0   
 5            -1.364            0.00  ...           NaN          5.0   
 6            -2.260            0.00  ...           NaN          NaN   
 7            -2.397            0.00  ...           NaN          NaN   
 8            -1.719            0.00  ...           NaN          NaN   
 9            -2.342            0.86  ...           NaN      29000.0   
 10           -1.939            0.00  ...           NaN          NaN   
 11           -2.161            0.00  ...           NaN          NaN   
 12           -2.266            0.00  ...           NaN          NaN   
 13           -2.228            0.00  ...           NaN          NaN   
 14           -2.266            0.00  ...           NaN          NaN   
 15           -2.045            0.00  ...           NaN          NaN   
 16           -1.830            0.00  ...           NaN        239.0   
 17           -0.574            0.00  ...           NaN      45651.0   
 18           -1.625            0.00  ...           NaN          NaN   
 19           -2.185            0.00  ...           NaN          NaN   
 20           -1.731            0.00  ...           NaN          NaN   
 21           -1.917            1.00  ...           NaN          NaN   
 22           -2.040            0.00  ...           NaN          NaN   
 23           -2.136            0.00  ...           NaN       1150.0   
 24           -1.514            0.00  ...           NaN          NaN   
 25           -1.986            0.00  ...           NaN          NaN   
 26           -2.261            0.00  ...           NaN          NaN   
 27           -1.604            0.00  ...           NaN         40.0   
 28           -0.817            0.00  ...           NaN       2310.0   
 29           -1.436            0.00  ...           NaN       4000.0   
 ...             ...             ...  ...           ...          ...   
 12406        -0.631            0.00  ...           NaN       2000.0   
 12407        -0.320            0.00  ...           NaN       1600.0   
 12408        -0.841            0.00  ...           NaN          NaN   
 12409        -0.247            0.00  ...           NaN       3951.0   
 12410         0.000            0.00  ...           NaN    1110748.0   
 12411        -1.250            0.00  ...           NaN       5950.0   
 12412        -0.575            0.00  ...           NaN          NaN   
 12413        -0.365            0.00  ...           NaN     115765.0   
 12414        -0.532            0.00  ...           NaN          NaN   
 12415        -0.390            0.00  ...           NaN     190368.0   
 12416         0.522            0.00  ...           NaN      17600.0   
 12417        -2.258            0.00  ...           NaN       1600.0   
 12418        -1.103            0.00  ...           NaN      77070.0   
 12419        -0.995            0.00  ...           NaN          NaN   
 12420        -0.425            0.00  ...           NaN     293660.0   
 12421        -0.491            0.00  ...           NaN          NaN   
 12422        -1.814            1.00  ...           NaN      23100.0   
 12423         0.560            0.00  ...           NaN          NaN   
 12424        -0.848            0.00  ...           NaN          NaN   
 12425        -0.825            0.00  ...           NaN        150.0   
 12426        -0.089            0.00  ...           NaN    5559410.0   
 12427         0.717            0.00  ...           NaN       5000.0   
 12428        -1.611            1.00  ...           NaN          NaN   
 12429         0.045            0.00  ...           NaN          0.0   
 12430        -0.850            0.00  ...           NaN       6500.0   
 12431        -0.645            1.00  ...           NaN          NaN   
 12432        -0.656            0.00  ...           NaN          NaN   
 12433         0.264            0.00  ...           NaN      27000.0   
 12434         0.722            0.00  ...           NaN      28400.0   
 12435        -2.006            0.00  ...           NaN      33500.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     7.209551e+10  0.147189   13.945666   10.558571   
 1             NaN     8.597325e+09  0.000000   18.262919   14.456966   
 2             NaN     7.259380e+10  2.478551   27.428108   24.281416   
 3             NaN     3.062655e+10  2.122842   20.759967   19.148048   
 4             NaN     5.650015e+10  2.307499   27.657593   24.363103   
 5             NaN     1.719864e+11  0.473560   29.131982   27.150390   
 6             NaN     1.575125e+10  5.191257   17.779615   13.420387   
 7             NaN     8.200638e+10  0.000000   29.171188   25.723300   
 8             NaN     1.388273e+10  0.649526   35.893074   30.321450   
 9             NaN     4.056250e+10  1.956478   15.690253   12.423494   
 10            NaN     2.885300e+10  0.000000   38.682190   31.689875   
 11            NaN     2.605544e+10  1.361740   13.547155   10.823885   
 12            NaN     6.696213e+09  2.591204   15.307049   11.855475   
 13            NaN     1.818645e+10  1.491742   22.402569   19.570386   
 14            NaN     1.430129e+10  1.314348   15.046048   11.669256   
 15            NaN     4.307342e+10  1.493373   25.520114   22.809898   
 16            NaN     4.307342e+10  1.493373   29.490138   27.233969   
 17            NaN     2.434739e+10  0.229533   21.529077   18.418141   
 18            NaN     3.329642e+10  1.791371   25.358284   22.989302   
 19            NaN     1.114067e+11  2.930403   31.510961   26.742854   
 20            NaN     1.283377e+11  0.000000   33.235150   30.643409   
 21            NaN     1.008851e+11  2.543882   25.311105   23.148984   
 22            NaN     1.659818e+10  0.000000   27.030285   25.271374   
 23            NaN     1.042837e+11  0.000000   22.923394   20.539784   
 24            NaN     4.889705e+10  3.089144   23.193112   20.779332   
 25            NaN     3.484370e+10  0.000000   23.302294   20.977195   
 26            NaN     9.200027e+09  1.528585   12.027779    9.317519   
 27            NaN     9.200027e+09  1.528585   39.083183   37.782602   
 28            NaN     6.961163e+10  3.027656   23.725973   21.341576   
 29            NaN     3.889659e+11  2.262443   21.747563   19.872182   
 ...           ...              ...       ...         ...         ...   
 12406      648.76     2.231800e+06  0.000000   77.203423   75.182061   
 12407      494.34     9.808000e+05  0.000000  100.415851   98.407910   
 12408         NaN     3.018420e+06  0.000000   94.546967   92.851358   
 12409     1514.41     7.217600e+07  0.000000   96.640394   94.921241   
 12410      801.01     6.832300e+04       NaN   77.660579   74.964213   
 12411       85.36     1.210720e+06       NaN   74.718025   72.829009   
 12412         NaN     4.962320e+07  0.000000   76.926025   72.601600   
 12413   114239.92     2.190022e+07  0.000000  109.202712  107.584364   
 12414         NaN     5.030700e+01  0.000000   33.305968   27.286140   
 12415    37521.28     2.461025e+07  0.000000  119.158983  117.955852   
 12416      710.26     1.430880e+06  0.000000  195.873364  194.643929   
 12417    81063.90     6.334240e+07  2.827141   30.610087   27.032319   
 12418    15701.64     2.387556e+06       NaN  163.521620  162.656715   
 12419         NaN     2.965600e+05  0.000000   53.828797   50.987880   
 12420      828.08     1.112200e+06  0.000000  139.477537  138.200605   
 12421         NaN     1.312212e+07  0.000000   86.484181   84.483850   
 12422  2885092.05     3.690828e+10  4.516496   20.375771   17.751704   
 12423         NaN     1.591600e+05  0.000000   49.214983   40.460165   
 12424         NaN     3.370010e+06  0.000000   89.280664   87.488273   
 12425       78.07     1.142370e+07  0.000000   61.740455   58.414057   
 12426    53092.18     1.558116e+06       NaN   95.932152   94.159547   
 12427    87537.77     3.177031e+07       NaN   94.375761   91.456620   
 12428         NaN     3.642500e+05  0.000000   61.775018   59.867640   
 12429         NaN     9.443718e+06  0.000000   93.017333   89.133135   
 12430     5088.32     2.016612e+07  0.000000   86.313351   84.593646   
 12431         NaN     5.617980e+06       NaN   86.912369   84.919640   
 12432         NaN     3.367200e+05       NaN   29.058453   23.817010   
 12433    28595.92     3.182431e+06  0.000000  195.158057  193.905010   
 12434  2027873.86     1.057490e+09  0.516129   41.558435   32.532639   
 12435  2230867.67     3.028314e+08       NaN   23.563871   15.486493   
 
        HistBeta  PredBeta  DataDate  
 0     -0.001093  0.082074  20041222  
 1     -0.000250  0.051313  20041222  
 2      0.044078  0.126049  20041222  
 3      0.009966  0.193228  20041222  
 4      0.065830  0.161330  20041222  
 5      0.400597  0.615862  20041222  
 6      0.002255 -0.009369  20041222  
 7     -0.058495  0.018433  20041222  
 8      0.242776  0.564972  20041222  
 9     -0.033919 -0.014244  20041222  
 10     0.144975  0.469227  20041222  
 11     0.046269  0.140808  20041222  
 12    -0.000250  0.041349  20041222  
 13     0.016481  0.109398  20041222  
 14    -0.000250  0.019780  20041222  
 15     0.097858  0.186400  20041222  
 16     0.193203  0.355527  20041222  
 17     0.751520  0.832034  20041222  
 18     0.284452  0.443994  20041222  
 19     0.035854  0.130981  20041222  
 20     0.237362  0.385264  20041222  
 21     0.154755  0.264370  20041222  
 22     0.100079  0.257981  20041222  
 23     0.057573  0.256452  20041222  
 24     0.333906  0.482432  20041222  
 25     0.123995  0.265242  20041222  
 26     0.001888  0.137817  20041222  
 27     0.293984  0.567056  20041222  
 28     0.643423  0.722463  20041222  
 29     0.368301  0.460749  20041222  
 ...         ...       ...       ...  
 12406  0.725926  1.071405  20041222  
 12407  0.864315  1.133853  20041222  
 12408  0.632713  0.961993  20041222  
 12409  0.896837  1.160769  20041222  
 12410  1.006330  1.395765  20041222  
 12411  0.451230  0.596813  20041222  
 12412  0.750913  1.160439  20041222  
 12413  0.844270  1.062511  20041222  
 12414  0.770070  1.141306  20041222  
 12415  0.833394  1.058883  20041222  
 12416  1.238240  1.465637  20041222  
 12417  0.003068  0.080997  20041222  
 12418  0.516532  0.793505  20041222  
 12419  0.564177  0.793577  20041222  
 12420  0.817732  1.045629  20041222  
 12421  0.788131  1.068481  20041222  
 12422  0.200558  0.213377  20041222  
 12423  1.255205  1.317966  20041222  
 12424  0.629691  0.872594  20041222  
 12425  0.640018  0.881921  20041222  
 12426  0.966903  1.205237  20041222  
 12427  1.325056  1.592036  20041222  
 12428  0.290479  0.585311  20041222  
 12429  1.026429  1.288154  20041222  
 12430  0.629012  0.886272  20041222  
 12431  0.720035  0.980425  20041222  
 12432  0.715174  1.018641  20041222  
 12433  1.123758  1.367880  20041222  
 12434  1.327378  1.390373  20041222  
 12435  0.115125  0.142831  20041222  
 
 [12436 rows x 92 columns],
 '20041223':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.667            0.000               0.0   
 1      USA0011             0.063            0.000               0.0   
 2      USA0031             0.660            0.000               0.0   
 3      USA0062             0.283            0.428               0.0   
 4      USA00E2             0.529            0.000               0.0   
 5      USA00F1             0.364            0.000               0.0   
 6      USA00G2            -0.041            0.000               0.0   
 7      USA00H1             0.957            0.000               0.0   
 8      USA00I1             0.513            0.000               0.0   
 9      USA00J1            -0.244            0.000               0.0   
 10     USA00K1             0.573            0.000               0.0   
 11     USA00P1             0.200            0.000               0.0   
 12     USA00R1             0.261            0.000               0.0   
 13     USA00S1            -0.107            0.000               0.0   
 14     USA00V1             0.227            0.000               0.0   
 15     USA0131             0.124            1.000               0.0   
 16     USA0161             0.151            1.000               0.0   
 17     USA01I1             0.420            0.000               0.0   
 18     USA01J2             0.129            0.000               0.0   
 19     USA01L1             0.557            0.000               0.0   
 20     USA01P1             0.703            0.000               0.0   
 21     USA01Q1            -0.133            0.000               0.0   
 22     USA0202             0.583            0.000               0.0   
 23     USA0231             0.115            0.000               0.0   
 24     USA0281             0.621            0.000               0.0   
 25     USA0291             0.416            0.000               0.0   
 26     USA02A1             0.466            0.000               0.0   
 27     USA02B1             0.951            0.000               0.0   
 28     USA02H1             0.149            0.000               0.0   
 29     USA02P1             0.473            0.142               0.0   
 ...        ...               ...              ...               ...   
 12407  USAZY61             0.694            0.000               0.0   
 12408  USAZY71            -2.345            0.000               0.0   
 12409  USAZYI1             2.826            0.000               0.0   
 12410  USAZYJ1             0.521            0.000               0.0   
 12411  USAZYK1            -2.105            0.000               0.0   
 12412  USAZYM1             0.657            0.000               0.0   
 12413  USAZYO1             1.078            0.000               0.0   
 12414  USAZYR1            -2.343            0.000               0.0   
 12415  USAZYS1            -1.988            0.000               0.0   
 12416  USAZYT1             2.826            0.000               0.0   
 12417  USAZYV1            -2.017            0.000               0.0   
 12418  USAZYX1             0.533            0.000               0.0   
 12419  USAZZ41            -0.936            0.000               0.0   
 12420  USAZZ51             2.826            0.000               0.0   
 12421  USAZZ61             1.097            0.000               0.0   
 12422  USAZZ71             0.790            0.000               0.0   
 12423  USAZZ81            -0.676            0.000               0.0   
 12424  USAZZ91             1.210            0.000               0.0   
 12425  USAZZA1             2.826            0.000               0.0   
 12426  USAZZB1             0.791            0.000               0.0   
 12427  USAZZD1             0.930            0.000               0.0   
 12428  USAZZF1            -2.179            0.000               0.0   
 12429  USAZZI1             0.509            0.000               0.0   
 12430  USAZZJ1             2.306            0.000               0.0   
 12431  USAZZL1             2.826            0.000               0.0   
 12432  USAZZP1             0.305            0.000               0.0   
 12433  USAZZR1             0.766            0.000               0.0   
 12434  USAZZX1             0.081            0.000               0.0   
 12435  USAZZY1             0.671            0.000               0.0   
 12436  USAZZZ1             0.173            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12407               0.0              0.0           0.0          0.000   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.270            0.00  ...           NaN          NaN   
 1            -2.268            0.00  ...           NaN          NaN   
 2            -2.170            0.00  ...           NaN       6500.0   
 3            -2.262            0.00  ...           NaN          NaN   
 4            -2.119            0.00  ...           NaN       1000.0   
 5            -1.365            0.00  ...           NaN          5.0   
 6            -2.262            0.00  ...           NaN          NaN   
 7            -2.399            0.00  ...           NaN          NaN   
 8            -1.720            0.00  ...           NaN          NaN   
 9            -2.356            0.86  ...           NaN      29000.0   
 10           -1.941            0.00  ...           NaN          NaN   
 11           -2.163            0.00  ...           NaN          NaN   
 12           -2.268            0.00  ...           NaN          NaN   
 13           -2.232            0.00  ...           NaN          NaN   
 14           -2.268            0.00  ...           NaN          NaN   
 15           -2.046            0.00  ...           NaN          NaN   
 16           -1.833            0.00  ...           NaN        300.0   
 17           -0.575            0.00  ...           NaN      45651.0   
 18           -1.626            0.00  ...           NaN          NaN   
 19           -2.194            0.00  ...           NaN          NaN   
 20           -1.733            0.00  ...           NaN          NaN   
 21           -1.919            1.00  ...           NaN          NaN   
 22           -2.042            0.00  ...           NaN          NaN   
 23           -2.135            0.00  ...           NaN       1150.0   
 24           -1.515            0.00  ...           NaN          NaN   
 25           -1.988            0.00  ...           NaN          NaN   
 26           -2.263            0.00  ...           NaN          NaN   
 27           -1.606            0.00  ...           NaN          NaN   
 28           -0.821            0.00  ...           NaN       2310.0   
 29           -1.440            0.00  ...           NaN       4000.0   
 ...             ...             ...  ...           ...          ...   
 12407        -0.633            0.00  ...           NaN          NaN   
 12408        -0.311            0.00  ...           NaN       7500.0   
 12409        -0.833            0.00  ...           NaN      16500.0   
 12410        -0.247            0.00  ...           NaN          NaN   
 12411        -0.007            0.00  ...           NaN     109615.0   
 12412        -1.252            0.00  ...           NaN          NaN   
 12413        -0.577            0.00  ...           NaN          NaN   
 12414        -0.371            0.00  ...           NaN     613424.0   
 12415        -0.397            0.00  ...           NaN        584.0   
 12416        -0.382            0.00  ...           NaN     129990.0   
 12417         0.516            0.00  ...           NaN      84202.0   
 12418        -2.260            0.00  ...           NaN        100.0   
 12419        -1.105            0.00  ...           NaN      45723.0   
 12420        -0.945            0.00  ...           NaN       3000.0   
 12421        -0.426            0.00  ...           NaN     108740.0   
 12422        -0.494            0.00  ...           NaN          NaN   
 12423        -1.817            1.00  ...           NaN      18600.0   
 12424         0.561            0.00  ...           NaN          NaN   
 12425        -0.810            0.00  ...           NaN        200.0   
 12426        -0.825            0.00  ...           NaN          NaN   
 12427        -0.087            0.00  ...           NaN    1879000.0   
 12428         0.708            0.00  ...           NaN      41975.0   
 12429        -1.629            1.00  ...           NaN          NaN   
 12430         0.045            0.00  ...           NaN          0.0   
 12431        -0.847            0.00  ...           NaN        500.0   
 12432        -0.646            1.00  ...           NaN      24500.0   
 12433        -0.657            0.00  ...           NaN          NaN   
 12434         0.263            0.00  ...           NaN     208100.0   
 12435         0.725            0.00  ...           NaN      23100.0   
 12436        -2.008            0.00  ...           NaN      24600.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     7.233656e+10  0.147189   13.362841   10.034135   
 1             NaN     8.577932e+09  0.000000   17.360477   13.646274   
 2             NaN     7.246891e+10  2.478551   26.007650   22.932437   
 3             NaN     3.068672e+10  2.122842   19.648876   18.076057   
 4             NaN     5.664687e+10  2.307499   26.226029   23.000620   
 5             NaN     1.728992e+11  0.473560   27.598722   25.626021   
 6             NaN     1.560025e+10  5.191257   16.909666   12.666153   
 7             NaN     8.275459e+10  0.000000   27.709853   24.387519   
 8             NaN     1.379192e+10  0.649526   34.077714   28.625729   
 9             NaN     4.069867e+10  1.956478   15.009469   11.734605   
 10            NaN     2.892093e+10  0.000000   36.769202   29.946634   
 11            NaN     2.630592e+10  1.361740   12.894058   10.253905   
 12            NaN     6.665283e+09  2.591204   14.669252   11.290636   
 13            NaN     1.817226e+10  1.491742   21.280524   18.475764   
 14            NaN     1.426621e+10  1.314348   14.330696   11.032902   
 15            NaN     4.276980e+10  1.493373   24.125491   21.528375   
 16            NaN     4.276980e+10  1.493373   27.910081   25.707438   
 17            NaN     2.453246e+10  0.229533   20.479907   17.372743   
 18            NaN     3.335126e+10  1.791371   24.007925   21.698816   
 19            NaN     1.121949e+11  2.930403   29.889630   25.278764   
 20            NaN     1.292681e+11  0.000000   31.489198   28.947184   
 21            NaN     1.007153e+11  2.543882   23.940982   21.804498   
 22            NaN     1.645882e+10  0.000000   25.618411   23.866875   
 23            NaN     1.042338e+11  0.000000   21.729828   19.407923   
 24            NaN     4.890703e+10  3.089144   21.996120   19.630394   
 25            NaN     3.486774e+10  0.000000   22.046910   19.770773   
 26            NaN     9.320401e+09  1.528585   11.492335    8.872832   
 27            NaN     9.320401e+09  1.528585   36.877979   35.626040   
 28            NaN     6.738546e+10  3.027656   22.510096   20.122654   
 29            NaN     3.882269e+11  2.262443   20.637477   18.761155   
 ...           ...              ...       ...         ...         ...   
 12407         NaN     2.231800e+06  0.000000   73.152742   71.159738   
 12408      487.00     1.716400e+06  0.000000   95.055123   93.092557   
 12409     2239.21     2.683040e+06  0.000000   90.182254   88.430108   
 12410         NaN     7.217600e+07  0.000000   94.103431   92.458632   
 12411      825.41     3.416150e+05       NaN   75.427780   73.016740   
 12412         NaN     1.210720e+06       NaN   71.303738   69.468581   
 12413         NaN     4.962320e+07  0.000000   72.874030   68.593778   
 12414   123665.37     2.454335e+07  0.000000  104.384943  102.875436   
 12415         NaN     5.030700e+03  0.000000   32.142417   25.962268   
 12416    39625.44     2.209900e+07  0.000000  113.809014  112.584070   
 12417      840.40     1.669360e+06  0.000000  185.596250  184.389475   
 12418    81002.95     6.282320e+07  2.827141   29.047822   25.504358   
 12419    15791.90     2.431770e+06       NaN  154.352239  153.510259   
 12420       25.82     2.224200e+05  0.000000   60.473856   58.015801   
 12421      827.04     1.112200e+06  0.000000  127.851357  126.460218   
 12422         NaN     1.312212e+07  0.000000   82.142860   80.156350   
 12423  2894712.90     3.690667e+10  4.516496   19.666680   17.116450   
 12424         NaN     1.591600e+05  0.000000   46.756507   38.131593   
 12425     5700.46     2.609040e+06  0.000000   86.271094   84.462863   
 12426         NaN     1.142370e+07  0.000000   57.884777   54.620240   
 12427    45259.71     1.558116e+06       NaN   86.961455   84.944874   
 12428    90225.25     3.271026e+07       NaN   89.160780   86.304420   
 12429         NaN     3.642500e+05  0.000000   58.382662   56.506218   
 12430         NaN     9.311182e+06  0.000000   88.136277   84.235106   
 12431     4440.59     1.939050e+07  0.000000   81.950028   80.267865   
 12432     4443.54     5.617980e+06       NaN   82.017233   80.035544   
 12433         NaN     3.367200e+05       NaN   27.631604   22.416979   
 12434    22668.43     3.182431e+06  0.000000  184.559034  183.296715   
 12435  1973010.57     1.040149e+09  0.516129   39.648273   30.718068   
 12436  2223016.24     3.038522e+08       NaN   22.332103   14.371981   
 
        HistBeta  PredBeta  DataDate  
 0     -0.001091  0.089759  20041223  
 1     -0.000249  0.046801  20041223  
 2      0.043231  0.129183  20041223  
 3      0.002296  0.178941  20041223  
 4      0.065847  0.164213  20041223  
 5      0.400517  0.619598  20041223  
 6      0.002289 -0.012744  20041223  
 7     -0.058703  0.036695  20041223  
 8      0.242674  0.575839  20041223  
 9     -0.039574 -0.042541  20041223  
 10     0.144915  0.477503  20041223  
 11     0.046262  0.138731  20041223  
 12    -0.000249  0.043387  20041223  
 13     0.015579  0.099484  20041223  
 14    -0.000249  0.021854  20041223  
 15     0.097948  0.181816  20041223  
 16     0.192875  0.348893  20041223  
 17     0.751425  0.831954  20041223  
 18     0.284640  0.440814  20041223  
 19     0.032222  0.136008  20041223  
 20     0.237154  0.389714  20041223  
 21     0.154623  0.254204  20041223  
 22     0.099924  0.262409  20041223  
 23     0.058706  0.254592  20041223  
 24     0.333923  0.491439  20041223  
 25     0.124030  0.270216  20041223  
 26     0.001903  0.141329  20041223  
 27     0.293402  0.573415  20041223  
 28     0.641812  0.716425  20041223  
 29     0.367409  0.466082  20041223  
 ...         ...       ...       ...  
 12407  0.725683  1.077166  20041223  
 12408  0.868435  1.093954  20041223  
 12409  0.636654  1.012319  20041223  
 12410  0.896954  1.126726  20041223  
 12411  1.003525  1.311318  20041223  
 12412  0.450507  0.609827  20041223  
 12413  0.750545  1.175274  20041223  
 12414  0.841951  1.026360  20041223  
 12415  0.830074  1.157027  20041223  
 12416  0.836884  1.072433  20041223  
 12417  1.235605  1.418209  20041223  
 12418  0.003261  0.082151  20041223  
 12419  0.515924  0.757962  20041223  
 12420  0.586913  0.868977  20041223  
 12421  0.817366  1.142963  20041223  
 12422  0.787208  1.075252  20041223  
 12423  0.199875  0.197085  20041223  
 12424  1.255610  1.346091  20041223  
 12425  0.646886  0.934556  20041223  
 12426  0.640388  0.929746  20041223  
 12427  0.967791  1.303441  20041223  
 12428  1.320871  1.563569  20041223  
 12429  0.283407  0.580951  20041223  
 12430  1.026698  1.345351  20041223  
 12431  0.630443  0.873726  20041223  
 12432  0.719907  0.984833  20041223  
 12433  0.714881  1.028149  20041223  
 12434  1.123116  1.415097  20041223  
 12435  1.328504  1.396650  20041223  
 12436  0.114980  0.155453  20041223  
 
 [12437 rows x 92 columns],
 '20041227':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.235            0.000               0.0   
 1      USA0011            -0.312            0.000               0.0   
 2      USA0031            -1.516            0.000               0.0   
 3      USA0062            -0.322            0.428               0.0   
 4      USA00E2            -0.165            0.000               0.0   
 5      USA00F1            -0.054            0.000               0.0   
 6      USA00G2            -0.407            0.000               0.0   
 7      USA00H1            -0.105            0.000               0.0   
 8      USA00I1            -0.099            0.000               0.0   
 9      USA00J1             0.226            0.000               0.0   
 10     USA00K1            -0.433            0.000               0.0   
 11     USA00P1            -0.086            0.000               0.0   
 12     USA00R1            -0.623            0.000               0.0   
 13     USA00S1             1.622            0.000               0.0   
 14     USA00V1            -0.435            0.000               0.0   
 15     USA0131            -0.608            1.000               0.0   
 16     USA0161             0.103            1.000               0.0   
 17     USA01I1             0.201            0.000               0.0   
 18     USA01J2            -0.416            0.000               0.0   
 19     USA01L1            -1.522            0.000               0.0   
 20     USA01P1             1.591            0.000               0.0   
 21     USA01Q1             0.604            0.000               0.0   
 22     USA0202             0.031            0.000               0.0   
 23     USA0231            -0.198            0.000               0.0   
 24     USA0281             0.128            0.000               0.0   
 25     USA0291            -2.349            0.000               0.0   
 26     USA02A1            -0.170            0.000               0.0   
 27     USA02B1             0.335            0.000               0.0   
 28     USA02H1             0.037            0.000               0.0   
 29     USA02P1             0.828            0.142               0.0   
 ...        ...               ...              ...               ...   
 12406  USAZY61            -0.564            0.000               0.0   
 12407  USAZY71             2.818            0.000               0.0   
 12408  USAZYI1             0.267            0.000               0.0   
 12409  USAZYJ1             2.818            0.000               0.0   
 12410  USAZYK1             2.818            0.000               0.0   
 12411  USAZYM1            -0.201            0.000               0.0   
 12412  USAZYO1            -2.627            0.000               0.0   
 12413  USAZYR1             2.818            0.000               0.0   
 12414  USAZYS1             2.818            0.000               0.0   
 12415  USAZYT1            -2.843            0.000               0.0   
 12416  USAZYV1             2.818            0.000               0.0   
 12417  USAZYX1            -0.305            0.000               0.0   
 12418  USAZZ41             2.818            0.000               0.0   
 12419  USAZZ51             0.253            0.000               0.0   
 12420  USAZZ61             0.085            0.000               0.0   
 12421  USAZZ71            -2.564            0.000               0.0   
 12422  USAZZ81             0.293            0.000               0.0   
 12423  USAZZ91            -1.901            0.000               0.0   
 12424  USAZZA1             2.818            0.000               0.0   
 12425  USAZZB1            -0.238            0.000               0.0   
 12426  USAZZD1            -0.624            0.000               0.0   
 12427  USAZZF1             0.231            0.000               0.0   
 12428  USAZZI1             0.505            0.000               0.0   
 12429  USAZZJ1            -2.843            0.000               0.0   
 12430  USAZZL1             2.814            0.000               0.0   
 12431  USAZZP1             0.235            0.000               0.0   
 12432  USAZZR1             0.057            0.000               0.0   
 12433  USAZZX1             2.818            0.000               0.0   
 12434  USAZZY1            -0.507            0.000               0.0   
 12435  USAZZZ1            -0.670            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12406               0.0              0.0           0.0          0.000   
 12407               0.0              0.0           0.0          0.000   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.285            0.00  ...           NaN          NaN   
 1            -2.283            0.00  ...           NaN          NaN   
 2            -2.227            0.00  ...           NaN        500.0   
 3            -2.276            0.00  ...           NaN          NaN   
 4            -2.133            0.00  ...           NaN       1000.0   
 5            -1.381            0.00  ...           NaN          5.0   
 6            -2.276            0.00  ...           NaN          NaN   
 7            -2.411            0.00  ...           NaN          NaN   
 8            -1.738            0.00  ...           NaN          NaN   
 9            -2.371            0.86  ...           NaN      29000.0   
 10           -1.957            0.00  ...           NaN          NaN   
 11           -2.178            0.00  ...           NaN          NaN   
 12           -2.283            0.00  ...           NaN          NaN   
 13           -2.188            0.00  ...           NaN        331.0   
 14           -2.283            0.00  ...           NaN          NaN   
 15           -2.060            0.00  ...           NaN          NaN   
 16           -1.829            0.00  ...           NaN        420.0   
 17           -0.592            0.00  ...           NaN      45651.0   
 18           -1.638            0.00  ...           NaN          NaN   
 19           -2.207            0.00  ...           NaN          NaN   
 20           -1.701            0.00  ...           NaN       2000.0   
 21           -1.937            1.00  ...           NaN          NaN   
 22           -2.057            0.00  ...           NaN          NaN   
 23           -2.147            0.00  ...           NaN       1150.0   
 24           -1.528            0.00  ...           NaN          NaN   
 25           -2.172            0.00  ...           NaN       3200.0   
 26           -2.278            0.00  ...           NaN          NaN   
 27           -1.618            0.00  ...           NaN        490.0   
 28           -0.832            0.00  ...           NaN       2310.0   
 29           -1.425            0.00  ...           NaN       4000.0   
 ...             ...             ...  ...           ...          ...   
 12406        -0.645            0.00  ...           NaN          NaN   
 12407        -0.032            0.00  ...           NaN        800.0   
 12408        -0.848            0.00  ...           NaN          NaN   
 12409        -0.212            0.00  ...           NaN      11500.0   
 12410         0.090            0.00  ...           NaN    1014560.0   
 12411        -1.275            0.00  ...           NaN          NaN   
 12412        -0.608            0.00  ...           NaN        500.0   
 12413        -0.296            0.00  ...           NaN     425420.0   
 12414         0.189            0.00  ...           NaN        417.0   
 12415        -0.431            0.00  ...           NaN      12050.0   
 12416         0.568            0.00  ...           NaN      57868.0   
 12417        -2.274            0.00  ...           NaN        200.0   
 12418        -0.978            0.00  ...           NaN     167473.0   
 12419        -0.962            0.00  ...           NaN          NaN   
 12420        -0.439            0.00  ...           NaN    1544143.0   
 12421        -0.614            0.00  ...           NaN       1000.0   
 12422        -1.833            1.00  ...           NaN      49000.0   
 12423         0.572            0.00  ...           NaN          NaN   
 12424        -0.687            0.00  ...           NaN       8000.0   
 12425        -0.824            0.00  ...           NaN          NaN   
 12426        -0.095            0.00  ...           NaN    8133300.0   
 12427         0.705            0.00  ...           NaN      14575.0   
 12428        -1.655            1.00  ...           NaN       1212.0   
 12429         0.023            0.00  ...           NaN          0.0   
 12430        -0.754            0.00  ...           NaN       2150.0   
 12431        -0.669            1.00  ...           NaN      10000.0   
 12432        -0.671            0.00  ...           NaN          NaN   
 12433         0.337            0.00  ...           NaN     123400.0   
 12434         0.762            0.00  ...           NaN      69200.0   
 12435        -1.956            0.00  ...           NaN      63900.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     7.233656e+10  0.147189   12.880280    9.549131   
 1             NaN     8.597325e+09  0.000000   16.763135   12.982898   
 2             NaN     7.182883e+10  2.478551   25.095358   21.958826   
 3             NaN     3.069532e+10  2.122842   18.814135   17.210165   
 4             NaN     5.634009e+10  2.307499   25.075353   21.809923   
 5             NaN     1.713865e+11  0.473560   26.453092   24.332890   
 6             NaN     1.549694e+10  5.191257   16.332878   12.053165   
 7             NaN     8.199348e+10  0.000000   26.489737   23.161341   
 8             NaN     1.365192e+10  0.649526   32.794230   27.183731   
 9             NaN     4.045036e+10  1.956478   14.496384   11.139920   
 10            NaN     2.854731e+10  0.000000   35.448337   28.470324   
 11            NaN     2.592147e+10  1.361740   12.420187    9.742460   
 12            NaN     6.656446e+09  2.591204   14.194185   10.789022   
 13            NaN     1.820536e+10  1.491742   20.579932   17.722954   
 14            NaN     1.420357e+10  1.314348   13.862634   10.531914   
 15            NaN     4.246619e+10  1.493373   23.208686   20.512035   
 16            NaN     4.246619e+10  1.493373   26.699659   24.411671   
 17            NaN     2.445929e+10  0.229533   19.905123   16.489727   
 18            NaN     3.293655e+10  1.791371   22.979887   20.608376   
 19            NaN     1.107890e+11  2.930403   29.062717   24.239227   
 20            NaN     1.282712e+11  0.000000   30.291750   27.583726   
 21            NaN     1.010550e+11  2.543882   22.939489   20.715857   
 22            NaN     1.654244e+10  0.000000   24.458288   22.612963   
 23            NaN     1.042088e+11  0.000000   20.829995   18.428927   
 24            NaN     4.882720e+10  3.089144   21.084371   18.635395   
 25            NaN     3.443490e+10  0.000000   27.164608   25.091295   
 26            NaN     9.168500e+09  1.528585   11.190075    8.471183   
 27            NaN     9.168500e+09  1.528585   35.248955   33.877956   
 28            NaN     6.748225e+10  3.027656   21.676802   19.072787   
 29            NaN     3.861152e+11  2.262443   19.939602   17.894463   
 ...           ...              ...       ...         ...         ...   
 12406         NaN     2.231800e+06  0.000000   70.316999   68.172599   
 12407      504.60     7.356000e+05  0.000000   99.431375   97.348846   
 12408         NaN     2.683040e+06  0.000000   84.048226   82.045284   
 12409     1936.53     6.856720e+07  0.000000   90.681496   88.777855   
 12410      912.25     6.832300e+04       NaN   73.832261   70.908586   
 12411         NaN     1.210720e+06       NaN   67.085260   65.177035   
 12412     2259.48     5.075100e+07  0.000000   70.059290   65.615048   
 12413   138853.96     2.265540e+07  0.000000  100.336204   98.601353   
 12414         NaN     5.030700e+01  0.000000   48.764130   43.952370   
 12415    39655.37     2.310350e+07  0.000000  108.726998  107.422249   
 12416      946.71     1.430880e+06  0.000000  177.829197  176.448422   
 12417    84432.60     6.282320e+07  2.827141   27.806865   24.250386   
 12418    16488.72     1.989630e+06       NaN  148.649858  147.680568   
 12419         NaN     2.224200e+05  0.000000   57.814152   55.118745   
 12420     1005.19     1.112200e+06  0.000000  122.164819  120.676959   
 12421       14.29     1.789380e+07  0.000000   79.327637   77.267978   
 12422  2880208.60     3.743853e+10  4.516496   18.658475   15.921491   
 12423         NaN     1.591600e+05  0.000000   45.679591   36.576876   
 12424     5669.53     2.174200e+06  0.000000   80.058952   77.829311   
 12425         NaN     1.142370e+07  0.000000   55.615598   52.159369   
 12426    46454.74     1.558116e+06       NaN   82.842301   80.678624   
 12427    87440.26     3.252227e+07       NaN   86.473682   83.321988   
 12428      352.37     3.642500e+05  0.000000   55.574166   53.625804   
 12429         NaN     9.427769e+06  0.000000   84.373298   80.279367   
 12430     4863.98     1.783926e+07  0.000000   78.895348   77.045091   
 12431     4236.94     5.617980e+06       NaN   78.468208   76.358889   
 12432         NaN     3.367200e+05       NaN   26.932771   21.305845   
 12433    21754.39     2.633736e+06  0.000000  177.354733  175.852966   
 12434  2103663.25     1.023737e+09  0.516129   38.631286   29.157538   
 12435  2266076.25     2.977275e+08       NaN   22.079232   13.983544   
 
        HistBeta  PredBeta  DataDate  
 0     -0.001038  0.077966  20041227  
 1     -0.000214  0.038424  20041227  
 2      0.024519  0.081252  20041227  
 3      0.002906  0.171687  20041227  
 4      0.065915  0.153404  20041227  
 5      0.397646  0.613611  20041227  
 6      0.002620 -0.016255  20041227  
 7     -0.056840  0.030970  20041227  
 8      0.240226  0.579451  20041227  
 9     -0.039037 -0.037752  20041227  
 10     0.143396  0.473865  20041227  
 11     0.045988  0.137027  20041227  
 12    -0.000214  0.033370  20041227  
 13     0.041704  0.152583  20041227  
 14    -0.000214  0.012414  20041227  
 15     0.098294  0.173165  20041227  
 16     0.199897  0.353819  20041227  
 17     0.746006  0.824193  20041227  
 18     0.284425  0.429114  20041227  
 19     0.033319  0.096463  20041227  
 20     0.256700  0.429022  20041227  
 21     0.152298  0.259595  20041227  
 22     0.099286  0.259962  20041227  
 23     0.059709  0.228800  20041227  
 24     0.332901  0.486366  20041227  
 25     0.048811  0.246246  20041227  
 26     0.002075  0.140476  20041227  
 27     0.293023  0.572759  20041227  
 28     0.639987  0.711896  20041227  
 29     0.378423  0.483833  20041227  
 ...         ...       ...       ...  
 12406  0.722440  1.057758  20041227  
 12407  0.992876  1.184407  20041227  
 12408  0.632925  1.031373  20041227  
 12409  0.913752  1.190343  20041227  
 12410  1.046670  1.438224  20041227  
 12411  0.444630  0.601343  20041227  
 12412  0.738932  1.118148  20041227  
 12413  0.876613  1.090889  20041227  
 12414  1.090606  1.411753  20041227  
 12415  0.817125  1.054968  20041227  
 12416  1.257627  1.504621  20041227  
 12417  0.003508  0.069240  20041227  
 12418  0.575625  0.871733  20041227  
 12419  0.582466  0.949137  20041227  
 12420  0.813340  1.122889  20041227  
 12421  0.736099  0.986538  20041227  
 12422  0.198426  0.205453  20041227  
 12423  1.259297  1.296088  20041227  
 12424  0.703872  1.107847  20041227  
 12425  0.643645  0.922915  20041227  
 12426  0.965344  1.274949  20041227  
 12427  1.318172  1.592180  20041227  
 12428  0.277049  0.568422  20041227  
 12429  1.017163  1.248247  20041227  
 12430  0.674611  0.925227  20041227  
 12431  0.711947  0.975606  20041227  
 12432  0.710992  1.018789  20041227  
 12433  1.155917  1.494515  20041227  
 12434  1.343297  1.395182  20041227  
 12435  0.144095  0.171884  20041227  
 
 [12436 rows x 92 columns],
 '20041228':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.416            0.000               0.0   
 1      USA0011            -0.006            0.000               0.0   
 2      USA0031             0.164            0.000               0.0   
 3      USA0062            -0.111            0.428               0.0   
 4      USA00E2             0.353            0.000               0.0   
 5      USA00F1             0.161            0.000               0.0   
 6      USA00G2            -0.302            0.000               0.0   
 7      USA00H1             0.650            0.000               0.0   
 8      USA00I1            -0.500            0.000               0.0   
 9      USA00J1             0.237            0.000               0.0   
 10     USA00K1            -0.223            0.000               0.0   
 11     USA00P1             0.361            0.000               0.0   
 12     USA00R1             0.732            0.000               0.0   
 13     USA00S1             0.360            0.000               0.0   
 14     USA00V1             0.235            0.000               0.0   
 15     USA0131             0.038            1.000               0.0   
 16     USA0161            -0.095            1.000               0.0   
 17     USA01I1             0.286            0.000               0.0   
 18     USA01J2             1.317            0.000               0.0   
 19     USA01L1             0.144            0.000               0.0   
 20     USA01P1            -1.079            0.000               0.0   
 21     USA01Q1            -0.020            0.000               0.0   
 22     USA0202            -0.732            0.000               0.0   
 23     USA0231             0.020            0.000               0.0   
 24     USA0281            -0.055            0.000               0.0   
 25     USA0291            -0.591            0.000               0.0   
 26     USA02A1            -0.199            0.000               0.0   
 27     USA02B1            -0.470            0.000               0.0   
 28     USA02H1             0.220            0.000               0.0   
 29     USA02P1             0.321            0.142               0.0   
 ...        ...               ...              ...               ...   
 12405  USAZY61             1.368            0.000               0.0   
 12406  USAZY71             1.240            0.000               0.0   
 12407  USAZYI1            -2.810            0.000               0.0   
 12408  USAZYJ1             2.792            0.000               0.0   
 12409  USAZYK1             1.166            0.000               0.0   
 12410  USAZYM1             0.406            0.000               0.0   
 12411  USAZYO1             1.891            0.000               0.0   
 12412  USAZYR1             1.325            0.000               0.0   
 12413  USAZYS1             0.489            0.000               0.0   
 12414  USAZYT1             1.558            0.000               0.0   
 12415  USAZYV1             0.759            0.000               0.0   
 12416  USAZYX1             0.347            0.000               0.0   
 12417  USAZZ41             0.592            0.000               0.0   
 12418  USAZZ51             0.600            0.000               0.0   
 12419  USAZZ61             0.466            0.000               0.0   
 12420  USAZZ71             1.044            0.000               0.0   
 12421  USAZZ81            -0.704            0.000               0.0   
 12422  USAZZ91             1.024            0.000               0.0   
 12423  USAZZA1            -2.810            0.000               0.0   
 12424  USAZZB1             0.161            0.000               0.0   
 12425  USAZZD1             1.563            0.000               0.0   
 12426  USAZZF1             0.551            0.000               0.0   
 12427  USAZZI1             0.076            0.000               0.0   
 12428  USAZZJ1             1.870            0.000               0.0   
 12429  USAZZL1             2.712            0.000               0.0   
 12430  USAZZP1             0.707            0.000               0.0   
 12431  USAZZR1             0.961            0.000               0.0   
 12432  USAZZX1            -1.778            0.000               0.0   
 12433  USAZZY1             1.470            0.000               0.0   
 12434  USAZZZ1            -1.621            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12405               0.0              0.0           0.0          0.000   
 12406               0.0              0.0           0.0          0.000   
 12407               0.0              0.0           0.0          0.000   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.285            0.00  ...           NaN          NaN   
 1            -2.283            0.00  ...           NaN          NaN   
 2            -2.232            0.00  ...           NaN        500.0   
 3            -2.279            0.00  ...           NaN          NaN   
 4            -2.139            0.00  ...           NaN       1000.0   
 5            -1.393            0.00  ...           NaN          5.0   
 6            -2.278            0.00  ...           NaN       2088.0   
 7            -2.416            0.00  ...           NaN          NaN   
 8            -1.748            0.00  ...           NaN          NaN   
 9            -2.371            0.86  ...           NaN      29000.0   
 10           -1.964            0.00  ...           NaN          NaN   
 11           -2.180            0.00  ...           NaN          NaN   
 12           -2.283            0.00  ...           NaN          NaN   
 13           -2.188            0.00  ...           NaN          NaN   
 14           -2.283            0.00  ...           NaN          NaN   
 15           -2.068            0.00  ...           NaN          NaN   
 16           -1.841            0.00  ...           NaN        860.0   
 17           -0.604            0.00  ...           NaN      45651.0   
 18           -1.654            0.00  ...           NaN          NaN   
 19           -2.214            0.00  ...           NaN          NaN   
 20           -1.709            0.00  ...           NaN          NaN   
 21           -1.941            1.00  ...           NaN          NaN   
 22           -2.065            0.00  ...           NaN          NaN   
 23           -2.154            0.00  ...           NaN       1150.0   
 24           -1.543            0.00  ...           NaN          NaN   
 25           -2.181            0.00  ...           NaN          NaN   
 26           -2.278            0.00  ...           NaN          NaN   
 27           -1.627            0.00  ...           NaN          NaN   
 28           -0.846            0.00  ...           NaN       2310.0   
 29           -1.441            0.00  ...           NaN       4000.0   
 ...             ...             ...  ...           ...          ...   
 12405        -0.649            0.00  ...           NaN          NaN   
 12406        -0.036            0.00  ...           NaN      61550.0   
 12407        -0.698            0.00  ...           NaN      45500.0   
 12408        -0.284            0.00  ...           NaN        600.0   
 12409         0.094            0.00  ...           NaN          NaN   
 12410        -1.291            0.00  ...           NaN          NaN   
 12411        -0.741            0.00  ...           NaN      44879.0   
 12412        -0.307            0.00  ...           NaN      39800.0   
 12413         0.195            0.00  ...           NaN          NaN   
 12414        -0.436            0.00  ...           NaN       1425.0   
 12415         0.573            0.00  ...           NaN       8650.0   
 12416        -2.278            0.00  ...           NaN          NaN   
 12417        -0.985            0.00  ...           NaN     109300.0   
 12418        -0.974            0.00  ...           NaN          NaN   
 12419        -0.445            0.00  ...           NaN     415020.0   
 12420        -0.629            0.00  ...           NaN          NaN   
 12421        -1.812            1.00  ...           NaN      27700.0   
 12422         0.576            0.00  ...           NaN          NaN   
 12423        -0.605            0.00  ...           NaN        600.0   
 12424        -0.853            0.00  ...           NaN          NaN   
 12425        -0.097            0.00  ...           NaN    1182675.0   
 12426         0.688            0.00  ...           NaN          NaN   
 12427        -1.669            1.00  ...           NaN          NaN   
 12428         0.006            0.00  ...           NaN          0.0   
 12429        -0.761            0.00  ...           NaN       1500.0   
 12430        -0.684            1.00  ...           NaN      22250.0   
 12431        -0.680            0.00  ...           NaN          NaN   
 12432         0.422            0.00  ...           NaN     682300.0   
 12433         0.765            0.00  ...           NaN      44000.0   
 12434        -1.846            0.00  ...           NaN      62700.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     7.279859e+10  0.147189   12.388706    9.035872   
 1             NaN     8.694287e+09  0.000000   16.014802   12.256261   
 2             NaN     7.237524e+10  2.478551   23.791803   20.709806   
 3             NaN     3.100476e+10  2.122842   17.860933   16.242889   
 4             NaN     5.694031e+10  2.307499   23.858891   20.550569   
 5             NaN     1.718559e+11  0.473560   25.114783   22.949111   
 6             NaN     1.541747e+10  5.191257   15.660129   11.402246   
 7             NaN     8.333510e+10  0.000000   25.301561   21.933522   
 8             NaN     1.370867e+10  0.649526   31.252392   25.636338   
 9             NaN     4.067464e+10  1.956478   13.891987   10.522972   
 10            NaN     2.873412e+10  0.000000   33.861772   26.839431   
 11            NaN     2.606709e+10  1.361740   11.935340    9.226066   
 12            NaN     6.666388e+09  2.591204   13.697472   10.241082   
 13            NaN     1.834722e+10  1.491742   19.612697   16.750182   
 14            NaN     1.431882e+10  1.314348   13.268317    9.954925   
 15            NaN     4.254608e+10  1.493373   22.054682   19.350495   
 16            NaN     4.254608e+10  1.493373   25.337510   23.021065   
 17            NaN     2.479069e+10  0.229533   19.020508   15.563166   
 18            NaN     3.374883e+10  1.791371   22.129297   19.595467   
 19            NaN     1.117050e+11  2.930403   27.693557   22.858980   
 20            NaN     1.281383e+11  0.000000   28.787750   26.037534   
 21            NaN     1.015402e+11  2.543882   21.798113   19.542895   
 22            NaN     1.630552e+10  0.000000   23.223592   21.361587   
 23            NaN     1.048579e+11  0.000000   19.814360   17.389192   
 24            NaN     4.904674e+10  3.089144   20.059106   17.581781   
 25            NaN     3.467537e+10  0.000000   25.840597   23.757579   
 26            NaN     9.179965e+09  1.528585   10.715524    8.012291   
 27            NaN     9.179965e+09  1.528585   33.383048   32.005817   
 28            NaN     6.759839e+10  3.027656   20.631418   17.982457   
 29            NaN     3.873822e+11  2.262443   18.964726   16.897154   
 ...           ...              ...       ...         ...         ...   
 12405         NaN     2.231800e+06  0.000000   64.594168   62.182651   
 12406      565.59     7.356000e+05  0.000000   87.761747   85.411118   
 12407     2628.99     3.186110e+06  0.000000   81.502395   79.421036   
 12408     1897.59     6.495840e+07  0.000000   84.828099   82.869360   
 12409         NaN     6.832300e+04       NaN   69.996636   67.117170   
 12410         NaN     1.210720e+06       NaN   63.144581   61.201645   
 12411     2972.75     4.511200e+07  0.000000   67.144744   62.790530   
 12412   133627.87     2.265540e+07  0.000000   94.751190   93.030410   
 12413         NaN     5.030700e+01  0.000000   46.592556   41.352952   
 12414    37882.65     2.310350e+07  0.000000  102.629048  101.296079   
 12415      915.47     1.430880e+06  0.000000  167.668779  166.259921   
 12416         NaN     6.282320e+07  2.827141   26.528397   22.905069   
 12417    15962.80     1.989630e+06       NaN  140.187886  139.186032   
 12418         NaN     2.224200e+05  0.000000   54.766409   51.999919   
 12419      997.22     1.112200e+06  0.000000  113.661686  112.106422   
 12420         NaN     1.789380e+07  0.000000   76.579536   74.525953   
 12421  2792022.67     3.734658e+10  4.516496   17.812647   15.044775   
 12422         NaN     1.591600e+05  0.000000   43.716648   34.523751   
 12423     5417.83     2.391620e+06  0.000000   76.999283   74.836996   
 12424         NaN     1.142370e+07  0.000000   52.273216   48.717304   
 12425    44504.43     1.558116e+06       NaN   78.896234   76.629551   
 12426         NaN     3.252227e+07       NaN   81.571906   78.340103   
 12427         NaN     3.642500e+05  0.000000   52.782074   50.786668   
 12428         NaN     9.432627e+06  0.000000   79.980036   75.727648   
 12429     4782.66     1.766690e+07  0.000000   74.811810   72.796948   
 12430     4407.52     5.617980e+06       NaN   73.784157   71.666617   
 12431         NaN     3.367200e+05       NaN   26.013891   20.283506   
 12432    21633.93     3.072692e+06  0.000000  167.490099  165.992380   
 12433  2077826.90     1.037362e+09  0.516129   37.360353   27.613995   
 12434  2241225.00     3.062340e+08       NaN   21.621991   13.535514   
 
        HistBeta  PredBeta  DataDate  
 0     -0.001084  0.074234  20041228  
 1     -0.000255  0.053198  20041228  
 2      0.022273  0.096934  20041228  
 3      0.001588  0.173855  20041228  
 4      0.063436  0.160491  20041228  
 5      0.392421  0.615515  20041228  
 6      0.002076 -0.009708  20041228  
 7     -0.059028  0.053573  20041228  
 8      0.235886  0.562633  20041228  
 9     -0.038958 -0.029613  20041228  
 10     0.140794  0.472403  20041228  
 11     0.045308  0.150190  20041228  
 12    -0.000254  0.057899  20041228  
 13     0.041832  0.149048  20041228  
 14    -0.000255  0.032196  20041228  
 15     0.094867  0.180000  20041228  
 16     0.195027  0.346498  20041228  
 17     0.740740  0.820969  20041228  
 18     0.277384  0.455866  20041228  
 19     0.030361  0.106360  20041228  
 20     0.253152  0.391642  20041228  
 21     0.150862  0.255727  20041228  
 22     0.096228  0.243747  20041228  
 23     0.056761  0.238420  20041228  
 24     0.326614  0.484210  20041228  
 25     0.044840  0.210627  20041228  
 26     0.001792  0.147466  20041228  
 27     0.289539  0.553546  20041228  
 28     0.634086  0.707689  20041228  
 29     0.371236  0.478023  20041228  
 ...         ...       ...       ...  
 12405  0.720825  1.102581  20041228  
 12406  0.991655  1.274039  20041228  
 12407  0.699177  1.037922  20041228  
 12408  0.881968  1.168922  20041228  
 12409  1.048960  1.413085  20041228  
 12410  0.437439  0.610353  20041228  
 12411  0.680182  1.111355  20041228  
 12412  0.871764  1.105999  20041228  
 12413  1.093396  1.479972  20041228  
 12414  0.815151  1.078774  20041228  
 12415  1.260549  1.516886  20041228  
 12416  0.001883  0.084281  20041228  
 12417  0.572781  0.871884  20041228  
 12418  0.577690  0.953444  20041228  
 12419  0.811087  1.126855  20041228  
 12420  0.729832  0.972869  20041228  
 12421  0.207847  0.197780  20041228  
 12422  1.261630  1.341945  20041228  
 12423  0.740246  1.047471  20041228  
 12424  0.630782  0.918290  20041228  
 12425  0.964612  1.299868  20041228  
 12426  1.311135  1.585956  20041228  
 12427  0.270623  0.558006  20041228  
 12428  1.010191  1.296097  20041228  
 12429  0.671522  0.986612  20041228  
 12430  0.705628  0.977709  20041228  
 12431  0.707439  1.030362  20041228  
 12432  1.193624  1.464714  20041228  
 12433  1.345153  1.431251  20041228  
 12434  0.192574  0.204547  20041228  
 
 [12435 rows x 92 columns],
 '20041229':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001             0.492            0.000               0.0   
 1      USA0011             0.525            0.000               0.0   
 2      USA0031             0.068            0.000               0.0   
 3      USA0062            -0.604            0.428               0.0   
 4      USA00E2             0.079            0.000               0.0   
 5      USA00F1             0.312            0.000               0.0   
 6      USA00G2            -0.063            0.000               0.0   
 7      USA00H1             0.150            0.000               0.0   
 8      USA00I1             2.801            0.000               0.0   
 9      USA00J1            -0.170            0.000               0.0   
 10     USA00K1             1.302            0.000               0.0   
 11     USA00P1             0.221            0.000               0.0   
 12     USA00R1             0.630            0.000               0.0   
 13     USA00S1            -0.890            0.000               0.0   
 14     USA00V1             0.171            0.000               0.0   
 15     USA0131            -1.848            1.000               0.0   
 16     USA0161            -0.264            1.000               0.0   
 17     USA01I1             0.309            0.000               0.0   
 18     USA01J2             0.113            0.000               0.0   
 19     USA01L1             0.594            0.000               0.0   
 20     USA01P1            -0.977            0.000               0.0   
 21     USA01Q1            -1.195            0.000               0.0   
 22     USA0202             0.068            0.000               0.0   
 23     USA0231            -2.093            0.000               0.0   
 24     USA0281            -0.093            0.000               0.0   
 25     USA0291             0.806            0.000               0.0   
 26     USA02A1             0.767            0.000               0.0   
 27     USA02B1             0.677            0.000               0.0   
 28     USA02H1             0.053            0.000               0.0   
 29     USA02P1            -0.043            0.142               0.0   
 ...        ...               ...              ...               ...   
 12402  USAZY61             2.258            0.000               0.0   
 12403  USAZY71            -1.010            0.000               0.0   
 12404  USAZYI1            -0.177            0.000               0.0   
 12405  USAZYJ1            -0.895            0.000               0.0   
 12406  USAZYK1            -0.097            0.000               0.0   
 12407  USAZYM1            -0.430            0.000               0.0   
 12408  USAZYO1             2.801            0.000               0.0   
 12409  USAZYR1             2.349            0.000               0.0   
 12410  USAZYS1            -0.034            0.000               0.0   
 12411  USAZYT1            -2.786            0.000               0.0   
 12412  USAZYV1            -0.267            0.000               0.0   
 12413  USAZYX1            -0.531            0.000               0.0   
 12414  USAZZ41             2.631            0.000               0.0   
 12415  USAZZ51            -0.336            0.000               0.0   
 12416  USAZZ61            -0.033            0.000               0.0   
 12417  USAZZ71            -0.746            0.000               0.0   
 12418  USAZZ81            -0.033            0.000               0.0   
 12419  USAZZ91             0.152            0.000               0.0   
 12420  USAZZA1            -2.786            0.000               0.0   
 12421  USAZZB1            -0.230            0.000               0.0   
 12422  USAZZD1             0.283            0.000               0.0   
 12423  USAZZF1            -2.786            0.000               0.0   
 12424  USAZZI1            -0.572            0.000               0.0   
 12425  USAZZJ1            -2.786            0.000               0.0   
 12426  USAZZL1             2.801            0.000               0.0   
 12427  USAZZP1            -2.786            0.000               0.0   
 12428  USAZZR1            -0.247            0.000               0.0   
 12429  USAZZX1            -2.786            0.000               0.0   
 12430  USAZZY1             0.760            0.000               0.0   
 12431  USAZZZ1             1.312            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12402               0.0              0.0           0.0          0.000   
 12403               0.0              0.0           0.0          0.000   
 12404               0.0              0.0           0.0          0.000   
 12405               0.0              0.0           0.0          0.000   
 12406               0.0              0.0           0.0          0.000   
 12407               0.0              0.0           0.0          0.000   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.284            0.00  ...           NaN          NaN   
 1            -2.282            0.00  ...           NaN          NaN   
 2            -2.234            0.00  ...           NaN        500.0   
 3            -2.280            0.00  ...           NaN          NaN   
 4            -2.137            0.00  ...           NaN       1000.0   
 5            -1.392            0.00  ...           NaN          5.0   
 6            -2.277            0.00  ...           NaN          NaN   
 7            -2.415            0.00  ...           NaN          NaN   
 8            -1.679            0.00  ...           NaN        543.0   
 9            -2.370            0.86  ...           NaN      29000.0   
 10           -1.962            0.00  ...           NaN          NaN   
 11           -2.179            0.00  ...           NaN          NaN   
 12           -2.282            0.00  ...           NaN          NaN   
 13           -2.195            0.00  ...           NaN       3691.0   
 14           -2.282            0.00  ...           NaN          NaN   
 15           -2.067            0.00  ...           NaN          NaN   
 16           -1.833            0.00  ...           NaN        800.0   
 17           -0.603            0.00  ...           NaN      45651.0   
 18           -1.651            0.00  ...           NaN          NaN   
 19           -2.212            0.00  ...           NaN          NaN   
 20           -1.713            0.00  ...           NaN       3930.0   
 21           -1.944            1.00  ...           NaN        750.0   
 22           -2.064            0.00  ...           NaN          NaN   
 23           -2.131            0.00  ...           NaN        995.0   
 24           -1.540            0.00  ...           NaN          NaN   
 25           -2.180            0.00  ...           NaN          NaN   
 26           -2.277            0.00  ...           NaN          NaN   
 27           -1.635            0.00  ...           NaN          NaN   
 28           -0.848            0.00  ...           NaN       2310.0   
 29           -1.440            0.00  ...           NaN       4000.0   
 ...             ...             ...  ...           ...          ...   
 12402        -0.617            0.00  ...           NaN     115700.0   
 12403        -0.007            0.00  ...           NaN       2600.0   
 12404        -0.700            0.00  ...           NaN          NaN   
 12405        -0.270            0.00  ...           NaN       1999.0   
 12406         0.084            0.00  ...           NaN      54800.0   
 12407        -1.296            0.00  ...           NaN          NaN   
 12408        -0.728            0.00  ...           NaN      13000.0   
 12409        -0.292            0.00  ...           NaN      41313.0   
 12410         0.195            0.00  ...           NaN        217.0   
 12411        -0.434            0.00  ...           NaN      34600.0   
 12412         0.589            0.00  ...           NaN       2100.0   
 12413        -2.281            0.00  ...           NaN       2500.0   
 12414        -0.977            0.00  ...           NaN     211470.0   
 12415        -0.976            0.00  ...           NaN       1000.0   
 12416        -0.447            0.00  ...           NaN     613900.0   
 12417        -0.630            0.00  ...           NaN          NaN   
 12418        -1.801            1.00  ...           NaN      26000.0   
 12419         0.578            0.00  ...           NaN          NaN   
 12420        -0.615            0.00  ...           NaN       7100.0   
 12421        -0.851            0.00  ...           NaN          NaN   
 12422        -0.097            0.00  ...           NaN    3371879.0   
 12423         0.684            0.00  ...           NaN      81492.0   
 12424        -1.648            1.00  ...           NaN          NaN   
 12425        -0.021            0.00  ...           NaN          0.0   
 12426        -0.751            0.00  ...           NaN        500.0   
 12427        -0.691            1.00  ...           NaN      10450.0   
 12428        -0.681            0.00  ...           NaN          NaN   
 12429         0.422            0.00  ...           NaN      81260.0   
 12430         0.771            0.00  ...           NaN      22400.0   
 12431        -1.837            0.00  ...           NaN      68700.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     7.285885e+10  0.147189   11.763740    8.513911   
 1             NaN     8.694287e+09  0.000000   15.182089   11.527872   
 2             NaN     7.312459e+10  2.478551   22.497385   19.475987   
 3             NaN     3.068672e+10  2.122842   17.059504   15.317635   
 4             NaN     5.678025e+10  2.307499   22.581428   19.334107   
 5             NaN     1.716212e+11  0.473560   23.700700   21.561791   
 6             NaN     1.543336e+10  5.191257   14.864125   10.732002   
 7             NaN     8.354150e+10  0.000000   23.862139   20.584108   
 8             NaN     1.386381e+10  0.649526   33.416778   28.325866   
 9             NaN     4.057852e+10  1.956478   13.218736    9.910227   
 10            NaN     2.892093e+10  0.000000   32.271763   25.302788   
 11            NaN     2.598554e+10  1.361740   11.328171    8.679898   
 12            NaN     6.649818e+09  2.591204   13.047486    9.657611   
 13            NaN     1.832831e+10  1.491742   18.693603   15.847417   
 14            NaN     1.428876e+10  1.314348   12.606468    9.365148   
 15            NaN     4.160328e+10  1.493373   21.364839   18.413309   
 16            NaN     4.160328e+10  1.493373   24.089044   21.662392   
 17            NaN     2.473474e+10  0.229533   18.050738   14.648585   
 18            NaN     3.374883e+10  1.791371   20.870399   18.412179   
 19            NaN     1.127487e+11  2.930403   26.254633   21.522265   
 20            NaN     1.283377e+11  0.000000   27.204397   24.514963   
 21            NaN     1.008366e+11  2.543882   20.738573   18.507138   
 22            NaN     1.616615e+10  0.000000   21.892468   20.076489   
 23            NaN     1.054072e+11  0.000000   21.279021   19.067300   
 24            NaN     4.894695e+10  3.089144   19.061897   16.535693   
 25            NaN     3.520440e+10  0.000000   24.348517   22.310160   
 26            NaN     9.306071e+09  1.528585   10.227460    7.581095   
 27            NaN     9.306071e+09  1.528585   31.470838   30.134612   
 28            NaN     6.812106e+10  3.027656   19.501671   16.913266   
 29            NaN     3.860096e+11  2.262443   17.919060   15.892370   
 ...           ...              ...       ...         ...         ...   
 12402     1058.12     1.785440e+06  0.000000   62.635116   60.245779   
 12403      565.27     7.356000e+05  0.000000   84.734384   82.466399   
 12404         NaN     3.186110e+06  0.000000   78.888607   77.068974   
 12405     2061.15     6.495840e+07  0.000000   78.584528   76.666545   
 12406      872.32     6.832300e+04       NaN   66.208957   63.449860   
 12407         NaN     1.210720e+06       NaN   59.396501   57.453565   
 12408     2946.85     4.060080e+07  0.000000   63.112879   58.565129   
 12409   125143.10     2.114504e+07  0.000000   89.646809   87.877185   
 12410         NaN     5.030700e+01  0.000000   44.034598   38.893738   
 12411    35278.00     2.410800e+07  0.000000   96.679137   95.382264   
 12412      918.33     1.430880e+06  0.000000  157.559725  156.158293   
 12413    80148.81     6.308280e+07  2.827141   25.108979   21.562611   
 12414    16291.38     1.768560e+06       NaN  132.201760  131.159152   
 12415       27.18     2.224200e+05  0.000000   51.616317   48.914389   
 12416     1049.06     1.112200e+06  0.000000  105.728853  104.183647   
 12417         NaN     1.789380e+07  0.000000   72.500269   70.485770   
 12418  2402134.38     3.725236e+10  4.516496   16.887698   14.168082   
 12419         NaN     1.591600e+05  0.000000   41.500768   32.477951   
 12420     4611.96     2.826460e+06  0.000000   73.468044   71.364822   
 12421         NaN     1.142370e+07  0.000000   49.379327   45.833388   
 12422    41496.10     1.558116e+06       NaN   73.749374   71.509022   
 12423    90085.98     3.383820e+07       NaN   77.401716   74.251357   
 12424         NaN     3.642500e+05  0.000000   50.226131   48.269611   
 12425         NaN     9.692329e+06  0.000000   75.447834   71.366723   
 12426     4500.84     1.723600e+07  0.000000   70.617687   68.537704   
 12427     4349.61     6.350760e+06       NaN   70.222102   68.205753   
 12428         NaN     3.367200e+05       NaN   24.692281   19.091460   
 12429    18786.40     3.182431e+06  0.000000  157.389322  155.906696   
 12430  2004449.57     1.025285e+09  0.516129   35.537695   25.994383   
 12431  2177205.43     3.024911e+08       NaN   20.746742   12.709118   
 
        HistBeta  PredBeta  DataDate  
 0     -0.001084  0.091527  20041229  
 1     -0.000256  0.061799  20041229  
 2      0.020983  0.095639  20041229  
 3      0.000485  0.146284  20041229  
 4      0.063650  0.155505  20041229  
 5      0.392899  0.620108  20041229  
 6      0.002165 -0.008849  20041229  
 7     -0.058837  0.056994  20041229  
 8      0.265851  0.642545  20041229  
 9     -0.038984 -0.034720  20041229  
 10     0.140854  0.497972  20041229  
 11     0.045329  0.153244  20041229  
 12    -0.000256  0.063549  20041229  
 13     0.038380  0.125330  20041229  
 14    -0.000256  0.033551  20041229  
 15     0.094660  0.145300  20041229  
 16     0.198147  0.339964  20041229  
 17     0.741163  0.821123  20041229  
 18     0.278335  0.450319  20041229  
 19     0.030726  0.115034  20041229  
 20     0.251225  0.381509  20041229  
 21     0.149138  0.233058  20041229  
 22     0.096058  0.247173  20041229  
 23     0.066611  0.250968  20041229  
 24     0.327321  0.466917  20041229  
 25     0.044586  0.236539  20041229  
 26     0.001835  0.161250  20041229  
 27     0.285329  0.562494  20041229  
 28     0.633120  0.702708  20041229  
 29     0.371441  0.471519  20041229  
 ...         ...       ...       ...  
 12402  0.735235  1.120624  20041229  
 12403  1.004395  1.240661  20041229  
 12404  0.698427  0.969815  20041229  
 12405  0.888234  1.178592  20041229  
 12406  1.044706  1.386601  20041229  
 12407  0.435356  0.600293  20041229  
 12408  0.685931  1.172623  20041229  
 12409  0.878590  1.146059  20041229  
 12410  1.093630  1.470292  20041229  
 12411  0.815731  1.023801  20041229  
 12412  1.267931  1.516370  20041229  
 12413  0.000401  0.069558  20041229  
 12414  0.575914  0.907127  20041229  
 12415  0.576586  0.935754  20041229  
 12416  0.810246  1.115552  20041229  
 12417  0.729271  0.939501  20041229  
 12418  0.212177  0.204409  20041229  
 12419  1.263061  1.329781  20041229  
 12420  0.736095  1.043169  20041229  
 12421  0.631597  0.927248  20041229  
 12422  0.964532  1.290663  20041229  
 12423  1.309598  1.533305  20041229  
 12424  0.279772  0.552849  20041229  
 12425  0.998408  1.219124  20041229  
 12426  0.675771  1.023866  20041229  
 12427  0.702558  0.916397  20041229  
 12428  0.707044  1.016782  20041229  
 12429  1.194133  1.447892  20041229  
 12430  1.348122  1.434335  20041229  
 12431  0.196127  0.246721  20041229  
 
 [12432 rows x 92 columns],
 '20041230':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.015            0.000               0.0   
 1      USA0011             0.764            0.000               0.0   
 2      USA0031            -0.437            0.000               0.0   
 3      USA0062            -0.312            0.428               0.0   
 4      USA00E2            -0.655            0.000               0.0   
 5      USA00F1             0.104            0.000               0.0   
 6      USA00G2            -0.511            0.000               0.0   
 7      USA00H1            -0.583            0.000               0.0   
 8      USA00I1             0.332            0.000               0.0   
 9      USA00J1            -0.186            0.000               0.0   
 10     USA00K1             0.125            0.000               0.0   
 11     USA00P1            -0.353            0.000               0.0   
 12     USA00R1            -0.038            0.000               0.0   
 13     USA00S1             0.689            0.000               0.0   
 14     USA00V1             0.117            0.000               0.0   
 15     USA0131            -0.550            1.000               0.0   
 16     USA0161             0.478            1.000               0.0   
 17     USA01I1             0.725            0.000               0.0   
 18     USA01J2            -0.326            0.000               0.0   
 19     USA01L1            -0.546            0.000               0.0   
 20     USA01P1             2.530            0.000               0.0   
 21     USA01Q1             0.102            0.000               0.0   
 22     USA0202             0.390            0.000               0.0   
 23     USA0231            -0.286            0.000               0.0   
 24     USA0281             0.061            0.000               0.0   
 25     USA0291             0.172            0.000               0.0   
 26     USA02A1             0.056            0.000               0.0   
 27     USA02B1             2.045            0.000               0.0   
 28     USA02H1             0.071            0.000               0.0   
 29     USA02P1            -0.235            0.142               0.0   
 ...        ...               ...              ...               ...   
 12401  USAZY61            -2.894            0.000               0.0   
 12402  USAZY71            -0.742            0.000               0.0   
 12403  USAZYI1             2.865            0.000               0.0   
 12404  USAZYJ1            -2.894            0.000               0.0   
 12405  USAZYK1             0.282            0.000               0.0   
 12406  USAZYM1             1.225            0.000               0.0   
 12407  USAZYO1             0.722            0.000               0.0   
 12408  USAZYR1            -2.894            0.000               0.0   
 12409  USAZYS1             0.400            0.000               0.0   
 12410  USAZYT1            -2.567            0.000               0.0   
 12411  USAZYV1             0.267            0.000               0.0   
 12412  USAZYX1            -0.200            0.000               0.0   
 12413  USAZZ41             0.364            0.000               0.0   
 12414  USAZZ51            -0.202            0.000               0.0   
 12415  USAZZ61             0.521            0.000               0.0   
 12416  USAZZ71            -0.451            0.000               0.0   
 12417  USAZZ81            -0.525            0.000               0.0   
 12418  USAZZ91             0.244            0.000               0.0   
 12419  USAZZA1             2.535            0.000               0.0   
 12420  USAZZB1            -0.250            0.000               0.0   
 12421  USAZZD1             0.196            0.000               0.0   
 12422  USAZZF1            -0.266            0.000               0.0   
 12423  USAZZI1             0.127            0.000               0.0   
 12424  USAZZJ1             2.013            0.000               0.0   
 12425  USAZZL1             0.094            0.000               0.0   
 12426  USAZZP1             2.721            0.000               0.0   
 12427  USAZZR1            -0.300            0.000               0.0   
 12428  USAZZX1            -2.894            0.000               0.0   
 12429  USAZZY1            -0.125            0.000               0.0   
 12430  USAZZZ1            -2.561            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12401               0.0              0.0           0.0          0.000   
 12402               0.0              0.0           0.0          0.000   
 12403               0.0              0.0           0.0          0.000   
 12404               0.0              0.0           0.0          0.000   
 12405               0.0              0.0           0.0          0.000   
 12406               0.0              0.0           0.0          0.000   
 12407               0.0              0.0           0.0          0.000   
 12408               0.0              0.0           0.0          0.000   
 12409               0.0              0.0           0.0          0.000   
 12410               0.0              0.0           0.0          0.000   
 12411               0.0              0.0           0.0          0.000   
 12412               0.0              0.0           0.0          0.000   
 12413               0.0              0.0           0.0          0.000   
 12414               0.0              0.0           0.0          0.000   
 12415               0.0              0.0           0.0          0.000   
 12416               0.0              0.0           0.0          0.000   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.285            0.00  ...           NaN          NaN   
 1            -2.283            0.00  ...           NaN          NaN   
 2            -2.234            0.00  ...           NaN        500.0   
 3            -2.281            0.00  ...           NaN          NaN   
 4            -2.138            0.00  ...           NaN       1000.0   
 5            -1.392            0.00  ...           NaN          5.0   
 6            -2.277            0.00  ...           NaN          NaN   
 7            -2.415            0.00  ...           NaN          NaN   
 8            -1.680            0.00  ...           NaN          NaN   
 9            -2.371            0.86  ...           NaN      29000.0   
 10           -1.963            0.00  ...           NaN          NaN   
 11           -2.180            0.00  ...           NaN          NaN   
 12           -2.283            0.00  ...           NaN          NaN   
 13           -2.195            0.00  ...           NaN          NaN   
 14           -2.283            0.00  ...           NaN          NaN   
 15           -2.067            0.00  ...           NaN          NaN   
 16           -1.832            0.00  ...           NaN       1270.0   
 17           -0.605            0.00  ...           NaN      45651.0   
 18           -1.657            0.00  ...           NaN          NaN   
 19           -2.212            0.00  ...           NaN          NaN   
 20           -1.707            0.00  ...           NaN       4900.0   
 21           -1.944            1.00  ...           NaN          NaN   
 22           -2.065            0.00  ...           NaN          NaN   
 23           -2.131            0.00  ...           NaN        995.0   
 24           -1.541            0.00  ...           NaN          NaN   
 25           -2.180            0.00  ...           NaN          NaN   
 26           -2.278            0.00  ...           NaN          NaN   
 27           -1.631            0.00  ...           NaN         55.0   
 28           -0.848            0.00  ...           NaN       2310.0   
 29           -1.441            0.00  ...           NaN       4000.0   
 ...             ...             ...  ...           ...          ...   
 12401        -0.617            0.00  ...           NaN       8800.0   
 12402        -0.007            0.00  ...           NaN       5700.0   
 12403        -0.689            0.00  ...           NaN      88572.0   
 12404        -0.276            0.00  ...           NaN       3350.0   
 12405         0.084            0.00  ...           NaN      64425.0   
 12406        -1.295            0.00  ...           NaN          NaN   
 12407        -0.728            0.00  ...           NaN          NaN   
 12408        -0.295            0.00  ...           NaN      81984.0   
 12409         0.194            0.00  ...           NaN        166.0   
 12410        -0.436            0.00  ...           NaN      64300.0   
 12411         0.588            0.00  ...           NaN      88730.0   
 12412        -2.281            0.00  ...           NaN          NaN   
 12413        -0.977            0.00  ...           NaN      42000.0   
 12414        -0.974            0.00  ...           NaN          NaN   
 12415        -0.446            0.00  ...           NaN    1001493.0   
 12416        -0.629            0.00  ...           NaN          NaN   
 12417        -1.802            1.00  ...           NaN      45600.0   
 12418         0.577            0.00  ...           NaN          NaN   
 12419        -0.610            0.00  ...           NaN        700.0   
 12420        -0.849            0.00  ...           NaN          NaN   
 12421        -0.098            0.00  ...           NaN    9970195.0   
 12422         0.684            0.00  ...           NaN      17395.0   
 12423        -1.649            1.00  ...           NaN          NaN   
 12424        -0.013            0.00  ...           NaN          0.0   
 12425        -0.752            0.00  ...           NaN          NaN   
 12426        -0.678            1.00  ...           NaN      11050.0   
 12427        -0.680            0.00  ...           NaN          NaN   
 12428         0.421            0.00  ...           NaN     142400.0   
 12429         0.770            0.00  ...           NaN      35300.0   
 12430        -1.841            0.00  ...           NaN      25000.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     7.223612e+10  0.147189   11.222682    8.068252   
 1             NaN     8.797714e+09  0.000000   14.566529   11.011420   
 2             NaN     7.324949e+10  2.478551   21.397337   18.467283   
 3             NaN     3.042885e+10  2.122842   16.214591   14.522293   
 4             NaN     5.708703e+10  2.307499   21.474295   18.329796   
 5             NaN     1.709170e+11  0.473560   22.690935   20.400120   
 6             NaN     1.529031e+10  5.191257   14.207541   10.183649   
 7             NaN     8.296099e+10  0.000000   22.728222   19.535174   
 8             NaN     1.401138e+10  0.649526   32.083491   26.899255   
 9             NaN     4.074673e+10  1.956478   12.596270    9.390196   
 10            NaN     2.893791e+10  0.000000   30.841332   24.013174   
 11            NaN     2.580497e+10  1.361740   10.812946    8.238220   
 12            NaN     6.707259e+09  2.591204   12.459231    9.150779   
 13            NaN     1.837086e+10  1.491742   17.835379   15.059562   
 14            NaN     1.421359e+10  1.314348   12.018793    8.880838   
 15            NaN     4.146745e+10  1.493373   20.307661   17.511292   
 16            NaN     4.146745e+10  1.493373   22.952287   20.546539   
 17            NaN     2.519957e+10  0.229533   17.701196   13.894098   
 18            NaN     3.343009e+10  1.791371   19.889145   17.454358   
 19            NaN     1.118754e+11  2.930403   24.980157   20.417558   
 20            NaN     1.291352e+11  0.000000   26.285666   23.441253   
 21            NaN     1.010550e+11  2.543882   19.711231   17.543354   
 22            NaN     1.638914e+10  0.000000   20.814377   19.014425   
 23            NaN     1.047580e+11  0.000000   20.259979   18.082424   
 24            NaN     4.884716e+10  3.089144   18.246007   15.669157   
 25            NaN     3.563724e+10  0.000000   23.129917   21.102950   
 26            NaN     9.323267e+09  1.528585    9.783135    7.186819   
 27            NaN     9.323267e+09  1.528585   30.195424   28.646142   
 28            NaN     6.904057e+10  3.027656   18.837840   16.028823   
 29            NaN     3.864320e+11  2.262443   17.154646   15.060763   
 ...           ...              ...       ...         ...         ...   
 12401     1095.85     2.231800e+06  0.000000   63.047650   60.822942   
 12402      542.02     7.356000e+05  0.000000   79.430149   77.017360   
 12403     3042.32     2.850730e+06  0.000000   75.653212   73.661247   
 12404     2365.69     7.217600e+07  0.000000   74.456901   72.450990   
 12405      875.17     6.832300e+04       NaN   63.571516   60.546445   
 12406         NaN     1.210720e+06       NaN   56.866324   54.913743   
 12407         NaN     4.060080e+07  0.000000   60.277480   55.685496   
 12408   126383.79     2.190022e+07  0.000000   85.184044   83.313339   
 12409         NaN     5.030700e+01  0.000000   42.461777   36.842859   
 12410    35565.07     2.461025e+07  0.000000   91.725131   90.358082   
 12411     1032.51     1.430880e+06  0.000000  149.499146  147.959607   
 12412         NaN     6.308280e+07  2.827141   23.846038   20.413043   
 12413    16360.29     1.768560e+06       NaN  125.251451  124.222441   
 12414         NaN     2.224200e+05  0.000000   49.120833   46.273260   
 12415     1135.17     1.112200e+06  0.000000  100.533873   98.877710   
 12416         NaN     1.789380e+07  0.000000   68.637216   66.525766   
 12417  2258309.38     3.744215e+10  4.516496   16.095704   13.425139   
 12418         NaN     1.591600e+05  0.000000   39.929198   30.750523   
 12419     4198.33     2.717750e+06  0.000000   70.856120   68.676880   
 12420         NaN     1.142370e+07  0.000000   47.018762   43.352365   
 12421    40203.16     1.558116e+06       NaN   70.811105   68.377441   
 12422    88226.47     3.383820e+07       NaN   74.713448   71.281220   
 12423         NaN     3.642500e+05  0.000000   47.737807   45.782033   
 12424         NaN     9.293012e+06  0.000000   71.990683   67.756366   
 12425         NaN     1.723600e+07  0.000000   67.021707   64.895913   
 12426     2937.90     5.617980e+06       NaN   69.180677   67.155389   
 12427         NaN     3.367200e+05       NaN   23.966050   18.060613   
 12428    16969.69     3.292170e+06  0.000000  149.356213  147.756741   
 12429  1975944.81     1.032717e+09  0.516129   34.471555   24.627373   
 12430  2115049.24     3.062340e+08       NaN   19.650710   11.771584   
 
        HistBeta  PredBeta  DataDate  
 0     -0.001079  0.086742  20041230  
 1     -0.000253  0.068554  20041230  
 2      0.021171  0.086730  20041230  
 3      0.000604  0.146755  20041230  
 4      0.063804  0.140993  20041230  
 5      0.392955  0.622181  20041230  
 6      0.002203 -0.015150  20041230  
 7     -0.058662  0.047264  20041230  
 8      0.265861  0.670203  20041230  
 9     -0.038943 -0.038159  20041230  
 10     0.140950  0.496875  20041230  
 11     0.045342  0.146712  20041230  
 12    -0.000253  0.057575  20041230  
 13     0.038332  0.144097  20041230  
 14    -0.000253  0.032393  20041230  
 15     0.094832  0.154049  20041230  
 16     0.198737  0.350773  20041230  
 17     0.740578  0.829239  20041230  
 18     0.275972  0.428245  20041230  
 19     0.030937  0.093498  20041230  
 20     0.254089  0.441123  20041230  
 21     0.149159  0.245125  20041230  
 22     0.096028  0.257985  20041230  
 23     0.066923  0.231031  20041230  
 24     0.327446  0.467466  20041230  
 25     0.044972  0.227448  20041230  
 26     0.001854  0.156901  20041230  
 27     0.287506  0.596257  20041230  
 28     0.633031  0.702980  20041230  
 29     0.371601  0.467282  20041230  
 ...         ...       ...       ...  
 12401  0.735223  1.019323  20041230  
 12402  1.004416  1.256987  20041230  
 12403  0.703554  1.034533  20041230  
 12404  0.885547  1.118974  20041230  
 12405  1.044553  1.399984  20041230  
 12406  0.435715  0.628330  20041230  
 12407  0.686172  1.157972  20041230  
 12408  0.877247  1.117980  20041230  
 12409  1.093256  1.488423  20041230  
 12410  0.815115  0.985690  20041230  
 12411  1.267277  1.529577  20041230  
 12412  0.000553  0.066333  20041230  
 12413  0.576272  0.873234  20041230  
 12414  0.577353  0.944121  20041230  
 12415  0.810473  1.132315  20041230  
 12416  0.730029  0.947996  20041230  
 12417  0.211934  0.196892  20041230  
 12418  1.262465  1.318047  20041230  
 12419  0.738114  1.075829  20041230  
 12420  0.632670  0.918181  20041230  
 12421  0.964346  1.296611  20041230  
 12422  1.309400  1.551478  20041230  
 12423  0.279704  0.558759  20041230  
 12424  1.001778  1.266513  20041230  
 12425  0.675432  1.008289  20041230  
 12426  0.708370  0.908392  20041230  
 12427  0.707511  1.017936  20041230  
 12428  1.193217  1.452050  20041230  
 12429  1.347317  1.422200  20041230  
 12430  0.194916  0.224560  20041230  
 
 [12431 rows x 92 columns],
 '20041231':         Barrid  USFASTD_1DREVRSL  USFASTD_AERODEF  USFASTD_AIRLINES  \
 0      USA0001            -0.815            0.000               0.0   
 1      USA0011            -0.313            0.000               0.0   
 2      USA0031             0.034            0.000               0.0   
 3      USA0062             0.371            0.429               0.0   
 4      USA00E2             0.194            0.000               0.0   
 5      USA00F1             0.297            0.000               0.0   
 6      USA00G2            -2.470            0.000               0.0   
 7      USA00H1            -0.201            0.000               0.0   
 8      USA00I1             1.154            0.000               0.0   
 9      USA00J1             0.152            0.000               0.0   
 10     USA00K1             1.180            0.000               0.0   
 11     USA00P1             0.230            0.000               0.0   
 12     USA00R1             0.133            0.000               0.0   
 13     USA00S1             0.064            0.000               0.0   
 14     USA00V1            -0.111            0.000               0.0   
 15     USA0131             0.035            1.000               0.0   
 16     USA0161            -0.256            1.000               0.0   
 17     USA01I1            -0.234            0.000               0.0   
 18     USA01J2             0.369            0.000               0.0   
 19     USA01L1             0.767            0.000               0.0   
 20     USA01P1            -0.139            0.000               0.0   
 21     USA01Q1             0.160            0.000               0.0   
 22     USA0202             0.340            0.000               0.0   
 23     USA0231             0.561            0.000               0.0   
 24     USA0281            -0.237            0.000               0.0   
 25     USA0291             0.598            0.000               0.0   
 26     USA02A1             0.631            0.000               0.0   
 27     USA02B1             1.204            0.000               0.0   
 28     USA02H1             0.261            0.000               0.0   
 29     USA02P1             0.081            0.142               0.0   
 ...        ...               ...              ...               ...   
 12417  USAZY61            -0.216            0.000               0.0   
 12418  USAZY71            -0.420            0.000               0.0   
 12419  USAZYI1             2.906            0.000               0.0   
 12420  USAZYJ1            -0.013            0.000               0.0   
 12421  USAZYK1            -2.624            0.000               0.0   
 12422  USAZYM1            -0.458            0.000               0.0   
 12423  USAZYO1             2.906            0.000               0.0   
 12424  USAZYR1             1.529            0.000               0.0   
 12425  USAZYS1            -0.264            0.000               0.0   
 12426  USAZYT1             2.598            0.000               0.0   
 12427  USAZYV1            -0.523            0.000               0.0   
 12428  USAZYX1            -0.321            0.000               0.0   
 12429  USAZZ41            -2.823            0.000               0.0   
 12430  USAZZ51            -0.220            0.000               0.0   
 12431  USAZZ61            -0.755            0.000               0.0   
 12432  USAZZ71            -0.293            0.000               0.0   
 12433  USAZZ81             0.188            0.000               0.0   
 12434  USAZZ91             2.906            0.000               0.0   
 12435  USAZZA1            -2.823            0.000               0.0   
 12436  USAZZB1             0.684            0.000               0.0   
 12437  USAZZD1            -0.630            0.000               0.0   
 12438  USAZZF1             2.906            0.000               0.0   
 12439  USAZZI1            -2.651            0.000               0.0   
 12440  USAZZJ1             1.467            0.000               0.0   
 12441  USAZZL1            -2.823            0.000               0.0   
 12442  USAZZP1            -2.691            0.000               0.0   
 12443  USAZZR1            -0.184            0.000               0.0   
 12444  USAZZX1            -2.823            0.000               0.0   
 12445  USAZZY1            -1.495            0.000               0.0   
 12446  USAZZZ1            -0.421            0.000               0.0   
 
        USFASTD_ALUMSTEL  USFASTD_APPAREL  USFASTD_AUTO  USFASTD_BANKS  \
 0                   0.0              0.0           0.0          0.000   
 1                   0.0              0.0           0.0          0.000   
 2                   0.0              0.0           0.0          0.000   
 3                   0.0              0.0           0.0          0.000   
 4                   0.0              0.0           0.0          0.000   
 5                   0.0              0.0           0.0          0.000   
 6                   0.0              0.0           0.0          0.000   
 7                   0.0              0.0           0.0          0.000   
 8                   0.0              0.0           0.0          0.000   
 9                   0.0              0.0           0.0          0.000   
 10                  0.0              0.0           0.0          0.000   
 11                  0.0              0.0           0.0          0.000   
 12                  0.0              0.0           0.0          0.000   
 13                  0.0              0.0           0.0          0.000   
 14                  0.0              0.0           0.0          0.000   
 15                  0.0              0.0           0.0          0.000   
 16                  0.0              0.0           0.0          0.000   
 17                  0.0              0.0           0.0          0.000   
 18                  0.0              0.0           0.0          0.000   
 19                  0.0              0.0           0.0          0.000   
 20                  0.0              0.0           0.0          0.000   
 21                  0.0              0.0           0.0          0.000   
 22                  0.0              0.0           0.0          0.000   
 23                  0.0              0.0           0.0          0.000   
 24                  0.0              0.0           0.0          0.000   
 25                  0.0              0.0           0.0          0.000   
 26                  0.0              0.0           0.0          0.000   
 27                  0.0              0.0           0.0          0.000   
 28                  0.0              0.0           0.0          0.502   
 29                  0.0              0.0           0.0          0.000   
 ...                 ...              ...           ...            ...   
 12417               0.0              0.0           0.0          0.000   
 12418               0.0              0.0           0.0          0.000   
 12419               0.0              0.0           0.0          0.000   
 12420               0.0              0.0           0.0          0.000   
 12421               0.0              0.0           0.0          0.000   
 12422               0.0              0.0           0.0          0.000   
 12423               0.0              0.0           0.0          0.000   
 12424               0.0              0.0           0.0          0.000   
 12425               0.0              0.0           0.0          0.000   
 12426               0.0              0.0           0.0          0.000   
 12427               0.0              0.0           0.0          0.000   
 12428               0.0              0.0           0.0          0.000   
 12429               0.0              0.0           0.0          0.000   
 12430               0.0              0.0           0.0          0.000   
 12431               0.0              0.0           0.0          0.000   
 12432               0.0              0.0           0.0          0.000   
 12433               0.0              0.0           0.0          0.000   
 12434               0.0              0.0           0.0          0.000   
 12435               0.0              0.0           0.0          0.000   
 12436               0.0              0.0           0.0          0.000   
 12437               0.0              0.0           0.0          0.000   
 12438               0.0              0.0           0.0          0.000   
 12439               0.0              0.0           0.0          0.000   
 12440               0.0              0.0           0.0          0.000   
 12441               0.0              0.0           0.0          0.000   
 12442               0.0              0.0           0.0          0.000   
 12443               0.0              0.0           0.0          0.000   
 12444               0.0              0.0           0.0          0.000   
 12445               0.0              0.0           0.0          0.000   
 12446               0.0              0.0           0.0          0.000   
 
        USFASTD_BETA  USFASTD_BEVTOB  ...  BidAskSpread  DailyVolume  \
 0            -2.293           0.000  ...           NaN       2500.0   
 1            -2.287           0.000  ...           NaN          0.0   
 2            -2.237           0.000  ...           NaN        500.0   
 3            -2.284           0.000  ...           NaN          NaN   
 4            -2.141           0.000  ...           NaN       1000.0   
 5            -1.396           0.000  ...           NaN          5.0   
 6            -2.307           0.000  ...           NaN       2088.0   
 7            -2.418           0.000  ...           NaN       4550.0   
 8            -1.685           0.000  ...           NaN        543.0   
 9            -2.374           0.859  ...           NaN      29000.0   
 10           -1.967           0.000  ...           NaN          0.0   
 11           -2.184           0.000  ...           NaN          NaN   
 12           -2.287           0.000  ...           NaN          NaN   
 13           -2.200           0.000  ...           NaN       4022.0   
 14           -2.287           0.000  ...           NaN          NaN   
 15           -2.070           0.000  ...           NaN         75.0   
 16           -1.837           0.000  ...           NaN          NaN   
 17           -0.607           0.000  ...           NaN      45651.0   
 18           -1.659           0.000  ...           NaN        550.0   
 19           -2.215           0.000  ...           NaN     174256.0   
 20           -1.712           0.000  ...           NaN      46565.0   
 21           -1.949           1.000  ...           NaN       7750.0   
 22           -2.070           0.000  ...           NaN       2928.0   
 23           -2.133           0.000  ...           NaN        995.0   
 24           -1.543           0.000  ...           NaN          NaN   
 25           -2.185           0.000  ...           NaN       3200.0   
 26           -2.282           0.000  ...           NaN       8725.0   
 27           -1.627           0.000  ...           NaN        130.0   
 28           -0.851           0.000  ...           NaN       2310.0   
 29           -1.442           0.000  ...           NaN       4000.0   
 ...             ...             ...  ...           ...          ...   
 12417        -0.618           0.000  ...           NaN          NaN   
 12418        -0.005           0.000  ...           NaN      38000.0   
 12419        -0.649           0.000  ...           NaN      66000.0   
 12420        -0.275           0.000  ...           NaN          NaN   
 12421         0.048           0.000  ...           NaN     191150.0   
 12422        -1.302           0.000  ...           NaN          NaN   
 12423        -0.698           0.000  ...           NaN      42850.0   
 12424        -0.286           0.000  ...           NaN     102332.0   
 12425         0.196           0.000  ...           NaN        166.0   
 12426        -0.407           0.000  ...           NaN      62519.0   
 12427         0.592           0.000  ...           NaN      30400.0   
 12428        -2.285           0.000  ...           NaN        300.0   
 12429        -0.971           0.000  ...           NaN     141200.0   
 12430        -0.976           0.000  ...           NaN          NaN   
 12431        -0.448           0.000  ...           NaN     331118.0   
 12432        -0.628           0.000  ...           NaN       1000.0   
 12433        -1.801           1.000  ...           NaN      18100.0   
 12434         0.428           0.000  ...           NaN      61750.0   
 12435        -0.657           0.000  ...           NaN       5680.0   
 12436        -0.845           0.000  ...           NaN          NaN   
 12437        -0.097           0.000  ...           NaN    7825584.0   
 12438         0.700           0.000  ...           NaN       2100.0   
 12439        -1.681           1.000  ...           NaN          NaN   
 12440        -0.008           0.000  ...           NaN          0.0   
 12441        -0.775           0.000  ...           NaN          NaN   
 12442        -0.699           1.000  ...           NaN        250.0   
 12443        -0.680           0.000  ...           NaN          NaN   
 12444         0.406           0.000  ...           NaN     453200.0   
 12445         0.750           0.000  ...           NaN      46000.0   
 12446        -1.857           0.000  ...           NaN      20800.0   
 
          ADTCA_30  IssuerMarketCap     Yield   TotalRisk    SpecRisk  \
 0             NaN     7.179419e+10  1.119194   10.625929    7.690779   
 1             NaN     8.836499e+09  0.000000   13.899471   10.422460   
 2             NaN     7.282797e+10  2.229368   20.357831   17.478923   
 3             NaN     3.043744e+10  2.329850   15.366929   13.727619   
 4             NaN     5.680693e+10  2.160131   20.349827   17.358314   
 5             NaN     1.712821e+11  0.456830   21.658910   19.267746   
 6             NaN     1.514727e+10  4.984260   14.243011   10.374049   
 7             NaN     8.275459e+10  0.000000   21.547669   18.503254   
 8             NaN     1.396976e+10  0.650054   30.833094   25.562936   
 9             NaN     4.063459e+10  1.931796   12.005960    8.891045   
 10            NaN     2.903980e+10  0.000000   29.565044   22.815314   
 11            NaN     2.583409e+10  1.397971   10.313396    7.800607   
 12            NaN     6.624412e+09  2.534601   11.510217    8.662348   
 13            NaN     1.829993e+10  1.447028   16.937199   14.249654   
 14            NaN     1.423113e+10  1.267606   11.447484    8.407526   
 15            NaN     4.136358e+10  1.931621   19.237880   16.569383   
 16            NaN     4.136358e+10  1.931621   21.831429   19.470631   
 17            NaN     2.502741e+10  0.206363   17.202722   13.152059   
 18            NaN     3.341981e+10  1.681879   18.999740   16.529761   
 19            NaN     1.118541e+11  3.047039   23.779571   19.363636   
 20            NaN     1.282712e+11  0.000000   24.950989   22.216952   
 21            NaN     1.010065e+11  2.402114   18.716995   16.610639   
 22            NaN     1.640307e+10  0.000000   19.733038   17.999619   
 23            NaN     1.052074e+11  0.000000   19.227712   17.139450   
 24            NaN     4.894695e+10  2.854230   17.415691   14.835212   
 25            NaN     3.575747e+10  0.000000   21.928447   19.963706   
 26            NaN     9.243018e+09  1.550388    9.456472    6.838981   
 27            NaN     9.243018e+09  1.550388   28.814239   27.149843   
 28            NaN     6.892442e+10  2.920938   18.172383   15.174736   
 29            NaN     3.853761e+11  2.410959   16.412686   14.252271   
 ...           ...              ...       ...         ...         ...   
 12417         NaN     2.231800e+06  0.000000   61.403250   59.118438   
 12418      473.39     7.356000e+05  0.000000   76.671404   74.158257   
 12419     3492.32     2.515350e+06  0.000000   70.364294   67.922543   
 12420         NaN     7.217600e+07  0.000000   73.407993   71.370743   
 12421      918.48     3.416150e+05       NaN   62.239136   59.241342   
 12422         NaN     1.210720e+06       NaN   55.385400   53.504583   
 12423     3395.96     3.721740e+07  0.000000   57.803103   52.816341   
 12424   128502.09     2.152263e+07  0.000000   79.770495   77.717172   
 12425         NaN     5.030700e+01  0.000000   40.565943   34.609001   
 12426    36198.52     2.310350e+07  0.000000   85.837518   84.276714   
 12427     1073.96     1.430880e+06  0.000000  136.654293  134.959278   
 12428    79026.48     6.308280e+07  2.880659   22.659971   19.328338   
 12429    16534.79     2.431770e+06       NaN  119.192701  117.900284   
 12430         NaN     2.224200e+05  0.000000   46.580552   43.630659   
 12431     1124.86     1.112200e+06  0.000000   93.988767   92.266386   
 12432       13.64     1.789380e+07  0.000000   66.541050   64.402535   
 12433  2229145.95     3.714681e+10  4.423398   15.525270   12.973471   
 12434      188.88     1.591600e+03  0.000000   48.057737   41.149084   
 12435     4273.60     3.261300e+06  0.000000   68.247569   66.113276   
 12436         NaN     1.142370e+07  0.000000   44.156941   40.348992   
 12437    36409.52     1.558116e+06       NaN   68.644280   66.177861   
 12438    67587.97     3.289825e+07       NaN   70.992233   67.112779   
 12439         NaN     3.818750e+05  0.000000   47.321203   45.419434   
 12440         NaN     9.222565e+06  0.000000   67.899102   63.521754   
 12441         NaN     1.788235e+07  0.000000   63.364710   61.237600   
 12442     1402.82     6.106500e+06       NaN   64.438018   62.324484   
 12443         NaN     3.367200e+05       NaN   23.233494   17.090269   
 12444    15235.85     3.621387e+06  0.000000  136.698119  134.963350   
 12445  1970526.67     1.049748e+09  0.471976   33.301611   23.392389   
 12446  2035752.10     3.096366e+08       NaN   19.137854   11.667272   
 
        HistBeta  PredBeta  DataDate  
 0     -0.003230  0.074945  20041231  
 1     -0.000239  0.049584  20041231  
 2      0.021527  0.069358  20041231  
 3      0.000900  0.153275  20041231  
 4      0.064035  0.136465  20041231  
 5      0.391957  0.592803  20041231  
 6     -0.009270 -0.050139  20041231  
 7     -0.057885  0.043316  20041231  
 8      0.264686  0.705266  20041231  
 9     -0.038772 -0.039072  20041231  
 10     0.140688  0.512393  20041231  
 11     0.045202  0.149070  20041231  
 12    -0.000239  0.108608  20041231  
 13     0.037962  0.132162  20041231  
 14    -0.000239  0.022327  20041231  
 15     0.095218  0.158561  20041231  
 16     0.197732  0.342382  20041231  
 17     0.739515  0.824269  20041231  
 18     0.276263  0.424353  20041231  
 19     0.031439  0.084478  20041231  
 20     0.252869  0.426485  20041231  
 21     0.148507  0.241517  20041231  
 22     0.095147  0.258447  20041231  
 23     0.067450  0.244973  20041231  
 24     0.327070  0.457935  20041231  
 25     0.044666  0.232864  20041231  
 26     0.001932  0.159714  20041231  
 27     0.290302  0.603097  20041231  
 28     0.631989  0.708025  20041231  
 29     0.371654  0.472749  20041231  
 ...         ...       ...       ...  
 12417  0.734699  1.064106  20041231  
 12418  1.004421  1.266198  20041231  
 12419  0.720886  1.161488  20041231  
 12420  0.885620  1.115720  20041231  
 12421  1.027924  1.334722  20041231  
 12422  0.433363  0.608077  20041231  
 12423  0.699284  1.236018  20041231  
 12424  0.880966  1.167132  20041231  
 12425  1.092805  1.484109  20041231  
 12426  0.827515  1.078489  20041231  
 12427  1.267305  1.516073  20041231  
 12428  0.000387  0.049023  20041231  
 12429  0.578929  0.882866  20041231  
 12430  0.577010  0.948106  20041231  
 12431  0.809243  1.111255  20041231  
 12432  0.730172  0.959185  20041231  
 12433  0.213625  0.201511  20041231  
 12434  1.195130  1.300725  20041231  
 12435  0.717437  1.008581  20041231  
 12436  0.634625  0.941215  20041231  
 12437  0.963891  1.275117  20041231  
 12438  1.314875  1.622827  20041231  
 12439  0.266583  0.497954  20041231  
 12440  1.003120  1.289217  20041231  
 12441  0.665399  0.950263  20041231  
 12442  0.699007  0.918834  20041231  
 12443  0.707285  1.022355  20041231  
 12444  1.185318  1.438061  20041231  
 12445  1.336855  1.390442  20041231  
 12446  0.188892  0.220196  20041231  
 
 [12447 rows x 92 columns]}
In [5]:
data.keys()
Out[5]:
dict_keys(['20040102', '20040105', '20040106', '20040107', '20040108', '20040109', '20040112', '20040113', '20040114', '20040115', '20040116', '20040120', '20040121', '20040122', '20040123', '20040126', '20040127', '20040128', '20040129', '20040130', '20040202', '20040203', '20040204', '20040205', '20040206', '20040209', '20040210', '20040211', '20040212', '20040213', '20040217', '20040218', '20040219', '20040220', '20040223', '20040224', '20040225', '20040226', '20040227', '20040301', '20040302', '20040303', '20040304', '20040305', '20040308', '20040309', '20040310', '20040311', '20040312', '20040315', '20040316', '20040317', '20040318', '20040319', '20040322', '20040323', '20040324', '20040325', '20040326', '20040329', '20040330', '20040331', '20040401', '20040402', '20040405', '20040406', '20040407', '20040408', '20040412', '20040413', '20040414', '20040415', '20040416', '20040419', '20040420', '20040421', '20040422', '20040423', '20040426', '20040427', '20040428', '20040429', '20040430', '20040503', '20040504', '20040505', '20040506', '20040507', '20040510', '20040511', '20040512', '20040513', '20040514', '20040517', '20040518', '20040519', '20040520', '20040521', '20040524', '20040525', '20040526', '20040527', '20040528', '20040601', '20040602', '20040603', '20040604', '20040607', '20040608', '20040609', '20040610', '20040614', '20040615', '20040616', '20040617', '20040618', '20040621', '20040622', '20040623', '20040624', '20040625', '20040628', '20040629', '20040630', '20040701', '20040702', '20040706', '20040707', '20040708', '20040709', '20040712', '20040713', '20040714', '20040715', '20040716', '20040719', '20040720', '20040721', '20040722', '20040723', '20040726', '20040727', '20040728', '20040729', '20040730', '20040802', '20040803', '20040804', '20040805', '20040806', '20040809', '20040810', '20040811', '20040812', '20040813', '20040816', '20040817', '20040818', '20040819', '20040820', '20040823', '20040824', '20040825', '20040826', '20040827', '20040830', '20040831', '20040901', '20040902', '20040903', '20040907', '20040908', '20040909', '20040910', '20040913', '20040914', '20040915', '20040916', '20040917', '20040920', '20040921', '20040922', '20040923', '20040924', '20040927', '20040928', '20040929', '20040930', '20041001', '20041004', '20041005', '20041006', '20041007', '20041008', '20041011', '20041012', '20041013', '20041014', '20041015', '20041018', '20041019', '20041020', '20041021', '20041022', '20041025', '20041026', '20041027', '20041028', '20041029', '20041101', '20041102', '20041103', '20041104', '20041105', '20041108', '20041109', '20041110', '20041111', '20041112', '20041115', '20041116', '20041117', '20041118', '20041119', '20041122', '20041123', '20041124', '20041126', '20041129', '20041130', '20041201', '20041202', '20041203', '20041206', '20041207', '20041208', '20041209', '20041210', '20041213', '20041214', '20041215', '20041216', '20041217', '20041220', '20041221', '20041222', '20041223', '20041227', '20041228', '20041229', '20041230', '20041231'])
In [6]:
data['20040102'].head()
Out[6]:
Barrid USFASTD_1DREVRSL USFASTD_AERODEF USFASTD_AIRLINES USFASTD_ALUMSTEL USFASTD_APPAREL USFASTD_AUTO USFASTD_BANKS USFASTD_BETA USFASTD_BEVTOB ... BidAskSpread DailyVolume ADTCA_30 IssuerMarketCap Yield TotalRisk SpecRisk HistBeta PredBeta DataDate
0 USA0001 -0.032 0.000 0.0 0.0 0.0 0.0 0.0 -2.177 0.0 ... NaN NaN NaN 5.392988e+10 0.188679 13.959397 9.014505 -0.000189 0.156387 20040102
1 USA0011 -0.059 0.000 0.0 0.0 0.0 0.0 0.0 -2.176 0.0 ... NaN NaN NaN 5.874999e+09 0.000000 17.033359 11.726327 0.000013 0.147900 20040102
2 USA0031 0.457 0.000 0.0 0.0 0.0 0.0 0.0 -2.061 0.0 ... NaN NaN NaN 7.304963e+10 2.103004 21.738218 18.047415 0.053033 0.216422 20040102
3 USA0062 -0.128 0.431 0.0 0.0 0.0 0.0 0.0 -2.003 0.0 ... NaN NaN NaN 2.866562e+10 2.243494 23.129496 20.830128 0.079755 0.355564 20040102
4 USA00E2 0.374 0.000 0.0 0.0 0.0 0.0 0.0 -1.967 0.0 ... NaN NaN NaN 5.720420e+10 2.167256 25.391653 21.458171 0.096238 0.412602 20040102

5 rows × 92 columns

In [7]:
data['20040102'].shape
Out[7]:
(12442, 92)
In [8]:
covariance
Out[8]:
{'20040102':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.958869  20040102
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.602458  20040102
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.012642  20040102
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.064387  20040102
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.046573  20040102
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.013229  20040102
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.133492  20040102
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.015145  20040102
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.005025  20040102
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.136076  20040102
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.083329  20040102
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.034950  20040102
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.098919  20040102
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.113221  20040102
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.128059  20040102
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.049532  20040102
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.122587  20040102
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.189217  20040102
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.035201  20040102
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.032225  20040102
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.538114  20040102
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.112223  20040102
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.023840  20040102
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.578034  20040102
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.494304  20040102
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.141746  20040102
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.260516  20040102
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.867780  20040102
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.792662  20040102
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.083748  20040102
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -9.927696  20040102
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    0.429798  20040102
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   50.975358  20040102
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -11.286033  20040102
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   11.475849  20040102
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -5.647870  20040102
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -6.781064  20040102
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.607191  20040102
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    8.973094  20040102
 3549   USFASTD_TELECOM   USFASTD_TELECOM  177.211134  20040102
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   32.036058  20040102
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    3.034343  20040102
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.211664  20040102
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.130603  20040102
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -17.050183  20040102
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  218.553900  20040102
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -6.691638  20040102
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -1.406908  20040102
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -10.965736  20040102
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.490823  20040102
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   62.524306  20040102
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   40.206928  20040102
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   48.669244  20040102
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -13.706329  20040102
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   53.889503  20040102
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   42.766584  20040102
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -8.627009  20040102
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  222.686570  20040102
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -9.925801  20040102
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  190.504751  20040102
 
 [3570 rows x 4 columns],
 '20040105':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.447625  20040105
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.491547  20040105
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.031334  20040105
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.055076  20040105
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.055694  20040105
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.021104  20040105
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.176260  20040105
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.026496  20040105
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.021764  20040105
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.143371  20040105
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.117847  20040105
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.039935  20040105
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.158538  20040105
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.166079  20040105
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.182266  20040105
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.067567  20040105
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.171093  20040105
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.125841  20040105
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.038137  20040105
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.045851  20040105
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.651849  20040105
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.177623  20040105
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.038368  20040105
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.421466  20040105
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.408666  20040105
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP    0.008140  20040105
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.407177  20040105
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.055152  20040105
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.889466  20040105
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.051102  20040105
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -12.657095  20040105
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    0.739122  20040105
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   68.881771  20040105
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -13.830271  20040105
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   15.566764  20040105
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.689027  20040105
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -9.211730  20040105
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -9.648838  20040105
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    8.822065  20040105
 3549   USFASTD_TELECOM   USFASTD_TELECOM  239.353087  20040105
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   42.726115  20040105
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    2.711843  20040105
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.149188  20040105
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.011227  20040105
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -14.675697  20040105
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  280.031794  20040105
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -9.212100  20040105
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -2.235557  20040105
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -13.953994  20040105
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -3.612379  20040105
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   83.066692  20040105
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   53.080604  20040105
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   62.735938  20040105
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -12.987767  20040105
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   70.599537  20040105
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   54.727489  20040105
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -8.329936  20040105
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  281.222276  20040105
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -8.871586  20040105
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  174.506850  20040105
 
 [3570 rows x 4 columns],
 '20040106':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.459945  20040106
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.382503  20040106
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.035622  20040106
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.050228  20040106
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.056129  20040106
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.022888  20040106
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.179080  20040106
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.027126  20040106
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.027991  20040106
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.136936  20040106
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.118123  20040106
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.040016  20040106
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.165785  20040106
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.174083  20040106
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.187270  20040106
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.067423  20040106
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.171588  20040106
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.108329  20040106
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.040648  20040106
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.049679  20040106
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.651366  20040106
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.185938  20040106
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.038488  20040106
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.377167  20040106
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.371177  20040106
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP    0.039682  20040106
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.423833  20040106
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.044473  20040106
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.864587  20040106
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.099722  20040106
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -13.018972  20040106
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    0.733856  20040106
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   70.114146  20040106
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -13.782242  20040106
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   16.547668  20040106
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.785535  20040106
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -9.298996  20040106
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -9.882075  20040106
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    8.192801  20040106
 3549   USFASTD_TELECOM   USFASTD_TELECOM  240.340970  20040106
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   44.319929  20040106
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    2.556618  20040106
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.058190  20040106
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.219829  20040106
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -13.273271  20040106
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  296.114329  20040106
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -9.731990  20040106
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -2.440310  20040106
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -14.934477  20040106
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -3.220841  20040106
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   83.506398  20040106
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   53.250469  20040106
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   63.196626  20040106
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -11.921963  20040106
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   70.700181  20040106
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   55.005582  20040106
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -7.659884  20040106
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  283.659116  20040106
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -8.136207  20040106
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  159.312586  20040106
 
 [3570 rows x 4 columns],
 '20040107':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.529704  20040107
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.212176  20040107
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.037841  20040107
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.039990  20040107
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.058417  20040107
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.028465  20040107
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.181747  20040107
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.030416  20040107
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.028524  20040107
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.135923  20040107
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.122750  20040107
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.036427  20040107
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.178496  20040107
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.186528  20040107
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.194618  20040107
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.068688  20040107
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.175912  20040107
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.066888  20040107
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.035219  20040107
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.050560  20040107
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.659006  20040107
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.208486  20040107
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.046275  20040107
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.233067  20040107
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.242732  20040107
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP    0.172382  20040107
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.450816  20040107
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.061615  20040107
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.851689  20040107
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL   -0.025936  20040107
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -13.250830  20040107
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    0.687760  20040107
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   71.499808  20040107
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -14.000740  20040107
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   16.795212  20040107
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.808773  20040107
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -9.379183  20040107
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -9.892889  20040107
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    7.172968  20040107
 3549   USFASTD_TELECOM   USFASTD_TELECOM  243.997613  20040107
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   45.028699  20040107
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    2.347117  20040107
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.942938  20040107
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.754300  20040107
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -11.282530  20040107
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  300.584996  20040107
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL  -10.077586  20040107
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -2.568798  20040107
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -15.856032  20040107
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.703671  20040107
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   85.950540  20040107
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   54.585103  20040107
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   66.336490  20040107
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -10.339346  20040107
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   72.178984  20040107
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   57.439973  20040107
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -6.649967  20040107
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  302.211271  20040107
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.983357  20040107
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  136.731737  20040107
 
 [3570 rows x 4 columns],
 '20040108':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.810683  20040108
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.246712  20040108
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.051646  20040108
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.043548  20040108
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.065844  20040108
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.048997  20040108
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.198639  20040108
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.038132  20040108
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.034676  20040108
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.146555  20040108
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.136731  20040108
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.043164  20040108
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.202358  20040108
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.213534  20040108
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.215436  20040108
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.087211  20040108
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.203839  20040108
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.051431  20040108
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.045242  20040108
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.051405  20040108
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.742784  20040108
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.238715  20040108
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.042702  20040108
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.338094  20040108
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.309239  20040108
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP    0.193704  20040108
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.530462  20040108
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.117428  20040108
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.945451  20040108
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.004411  20040108
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -17.194492  20040108
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.369226  20040108
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   80.038366  20040108
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -15.106247  20040108
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   18.712804  20040108
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.630457  20040108
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -10.336582  20040108
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -11.017628  20040108
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    7.553805  20040108
 3549   USFASTD_TELECOM   USFASTD_TELECOM  268.662709  20040108
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   49.516994  20040108
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    2.422452  20040108
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.136201  20040108
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.058862  20040108
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -11.323564  20040108
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  327.694327  20040108
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL  -11.032529  20040108
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -2.826226  20040108
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -17.380747  20040108
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.632397  20040108
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   93.501425  20040108
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   59.332952  20040108
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   72.218769  20040108
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -10.568032  20040108
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   78.413675  20040108
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   62.482443  20040108
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -6.796916  20040108
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  329.224448  20040108
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -7.158393  20040108
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  139.147763  20040108
 
 [3570 rows x 4 columns],
 '20040109':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.876455  20040109
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.446753  20040109
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.038994  20040109
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.054344  20040109
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.069136  20040109
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.056630  20040109
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.208970  20040109
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.036654  20040109
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.022391  20040109
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.152555  20040109
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.134081  20040109
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.047410  20040109
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.208432  20040109
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.203596  20040109
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.207873  20040109
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.090340  20040109
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.193873  20040109
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.079651  20040109
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.051638  20040109
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.045706  20040109
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.756201  20040109
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.227493  20040109
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.032533  20040109
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.714986  20040109
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.609219  20040109
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP    0.069946  20040109
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.541659  20040109
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.349848  20040109
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    1.022277  20040109
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL   -0.048213  20040109
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -17.078102  20040109
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.415596  20040109
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   80.126765  20040109
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -15.245780  20040109
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   18.799635  20040109
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.648073  20040109
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -10.425495  20040109
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -11.015328  20040109
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    8.679722  20040109
 3549   USFASTD_TELECOM   USFASTD_TELECOM  288.749198  20040109
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   51.860164  20040109
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    2.790042  20040109
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.994903  20040109
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.912195  20040109
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -12.823004  20040109
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  327.925406  20040109
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL  -10.920606  20040109
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -2.889795  20040109
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -17.274097  20040109
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.919650  20040109
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   93.042442  20040109
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   59.185218  20040109
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   71.822764  20040109
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -11.996080  20040109
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   78.459791  20040109
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   62.287114  20040109
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -7.829362  20040109
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  326.963697  20040109
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -8.184758  20040109
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  160.920980  20040109
 
 [3570 rows x 4 columns],
 '20040112':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.800824  20040112
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.457995  20040112
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.035180  20040112
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.054396  20040112
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.067361  20040112
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.055782  20040112
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.204397  20040112
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.034078  20040112
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.024191  20040112
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.151168  20040112
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.132983  20040112
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.048390  20040112
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.199684  20040112
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.195399  20040112
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.201283  20040112
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.089561  20040112
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.184957  20040112
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.084356  20040112
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.058343  20040112
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.043506  20040112
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.752653  20040112
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.223561  20040112
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.030547  20040112
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.707816  20040112
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.595326  20040112
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP    0.046177  20040112
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.515703  20040112
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.309932  20040112
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.999632  20040112
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL   -0.014519  20040112
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -16.544542  20040112
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.547435  20040112
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   78.532557  20040112
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -14.768387  20040112
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   18.279087  20040112
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.468536  20040112
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -10.217035  20040112
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -10.691460  20040112
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    8.834084  20040112
 3549   USFASTD_TELECOM   USFASTD_TELECOM  286.401950  20040112
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   50.667865  20040112
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    2.718872  20040112
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.843380  20040112
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.632906  20040112
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -12.794205  20040112
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  319.339297  20040112
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL  -10.597183  20040112
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -2.774404  20040112
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -16.866128  20040112
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -3.051460  20040112
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   90.414487  20040112
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   57.536596  20040112
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   69.818508  20040112
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -12.089828  20040112
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   76.292187  20040112
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   60.543580  20040112
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -7.910594  20040112
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  318.085206  20040112
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -8.174752  20040112
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  162.437646  20040112
 
 [3570 rows x 4 columns],
 '20040113':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.715851  20040113
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.655285  20040113
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.024165  20040113
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.064942  20040113
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.064209  20040113
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.047778  20040113
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.193170  20040113
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.027484  20040113
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.016039  20040113
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.157083  20040113
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.129759  20040113
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.046462  20040113
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.174173  20040113
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.176500  20040113
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.182087  20040113
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.085510  20040113
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.167064  20040113
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.131378  20040113
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.053797  20040113
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.042616  20040113
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.736575  20040113
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.204435  20040113
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.023740  20040113
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.817014  20040113
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.674565  20040113
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.036285  20040113
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.445194  20040113
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.278106  20040113
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    1.003877  20040113
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.019472  20040113
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -15.867362  20040113
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.615979  20040113
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   75.227939  20040113
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -14.274657  20040113
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   17.692121  20040113
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.221096  20040113
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -9.863056  20040113
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -10.325899  20040113
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    9.979020  20040113
 3549   USFASTD_TELECOM   USFASTD_TELECOM  274.791980  20040113
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   49.023767  20040113
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    2.776280  20040113
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.822670  20040113
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.404709  20040113
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -14.865937  20040113
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  314.683759  20040113
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL  -10.140147  20040113
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -2.548420  20040113
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -16.631831  20040113
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -3.966186  20040113
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   86.872601  20040113
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   55.326777  20040113
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   67.078277  20040113
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -13.861004  20040113
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   73.341635  20040113
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   58.171694  20040113
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -9.045539  20040113
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  305.597177  20040113
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -9.325206  20040113
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  186.980838  20040113
 
 [3570 rows x 4 columns],
 '20040114':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.840838  20040114
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.447166  20040114
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.025694  20040114
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.051845  20040114
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.064484  20040114
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.044598  20040114
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.195792  20040114
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.031237  20040114
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.015383  20040114
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.156289  20040114
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.140537  20040114
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.050901  20040114
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.186425  20040114
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.194154  20040114
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.179869  20040114
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.086879  20040114
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.164123  20040114
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.080576  20040114
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.054789  20040114
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.044434  20040114
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.736600  20040114
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.212122  20040114
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.012081  20040114
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.490883  20040114
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.438623  20040114
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP    0.096155  20040114
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.495523  20040114
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.326609  20040114
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.949024  20040114
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.094759  20040114
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -15.621767  20040114
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.478641  20040114
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   74.420982  20040114
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -13.894251  20040114
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   18.317754  20040114
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.060924  20040114
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -9.927262  20040114
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -10.206589  20040114
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    8.523978  20040114
 3549   USFASTD_TELECOM   USFASTD_TELECOM  273.260327  20040114
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   50.730479  20040114
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    2.498449  20040114
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.438715  20040114
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.721775  20040114
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -12.833724  20040114
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  368.659593  20040114
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL  -10.503596  20040114
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -1.626052  20040114
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -16.924572  20040114
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.401147  20040114
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   85.569353  20040114
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   55.317809  20040114
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   66.085936  20040114
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -11.798653  20040114
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   74.550968  20040114
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   58.251958  20040114
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -7.673527  20040114
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  301.237533  20040114
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -7.764789  20040114
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  160.479115  20040114
 
 [3570 rows x 4 columns],
 '20040115':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.961122  20040115
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.272911  20040115
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.034537  20040115
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.049266  20040115
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.067446  20040115
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.048188  20040115
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.205991  20040115
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.035875  20040115
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.021441  20040115
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.150500  20040115
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.148500  20040115
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.058747  20040115
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.210583  20040115
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.211482  20040115
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.198603  20040115
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.091087  20040115
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.188372  20040115
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.035917  20040115
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.057991  20040115
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.047853  20040115
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.758027  20040115
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.236497  20040115
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.015439  20040115
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.328305  20040115
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.329859  20040115
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP    0.248718  20040115
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.570565  20040115
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.413695  20040115
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.992694  20040115
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.045566  20040115
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -16.425531  20040115
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.407231  20040115
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   78.674958  20040115
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -14.454933  20040115
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   20.247119  20040115
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.338163  20040115
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -10.323734  20040115
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -10.535053  20040115
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    7.435194  20040115
 3549   USFASTD_TELECOM   USFASTD_TELECOM  285.582925  20040115
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   54.482511  20040115
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    2.486362  20040115
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.450651  20040115
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.844869  20040115
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -10.872975  20040115
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  407.829658  20040115
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL  -10.851330  20040115
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -1.490213  20040115
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -17.443610  20040115
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.115074  20040115
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   91.516451  20040115
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   58.568659  20040115
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   70.364506  20040115
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -10.354822  20040115
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   78.177026  20040115
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   61.365414  20040115
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -6.682047  20040115
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  318.528082  20040115
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.717668  20040115
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  138.191339  20040115
 
 [3570 rows x 4 columns],
 '20040116':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    3.166183  20040116
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.196816  20040116
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.040605  20040116
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.042624  20040116
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.075503  20040116
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.062733  20040116
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.229318  20040116
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.034195  20040116
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.025605  20040116
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.155358  20040116
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.163942  20040116
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.061330  20040116
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.274590  20040116
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.234781  20040116
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.225478  20040116
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.104635  20040116
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.215608  20040116
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.006512  20040116
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.062227  20040116
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.040211  20040116
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.808102  20040116
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.254122  20040116
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.011395  20040116
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.353050  20040116
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.329922  20040116
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP    0.334779  20040116
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.591828  20040116
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.541633  20040116
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    1.074372  20040116
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.064433  20040116
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -19.521045  20040116
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.917327  20040116
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   84.184070  20040116
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -15.454694  20040116
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   21.238586  20040116
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.831458  20040116
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -10.973080  20040116
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -11.026869  20040116
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    7.226373  20040116
 3549   USFASTD_TELECOM   USFASTD_TELECOM  299.618111  20040116
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   57.251704  20040116
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    2.581140  20040116
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.600888  20040116
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.003348  20040116
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -10.193116  20040116
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  427.188060  20040116
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL  -11.318913  20040116
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -1.495534  20040116
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -18.286967  20040116
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.026201  20040116
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   95.696818  20040116
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   61.268712  20040116
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   73.431883  20040116
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.693162  20040116
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   81.828284  20040116
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   64.056965  20040116
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -6.304405  20040116
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  332.215894  20040116
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.143840  20040116
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  128.581780  20040116
 
 [3570 rows x 4 columns],
 '20040120':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    3.391826  20040120
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.238011  20040120
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.043887  20040120
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.042920  20040120
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.077026  20040120
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.061287  20040120
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.245698  20040120
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.032348  20040120
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.033333  20040120
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.172376  20040120
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.172451  20040120
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.062540  20040120
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.300199  20040120
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.252867  20040120
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.250640  20040120
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.110928  20040120
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.221458  20040120
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.046719  20040120
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.061713  20040120
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.048227  20040120
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.858032  20040120
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.312994  20040120
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.009031  20040120
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.615593  20040120
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.585796  20040120
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP    0.197869  20040120
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.582201  20040120
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.650654  20040120
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    1.126436  20040120
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.260709  20040120
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -20.822796  20040120
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.019659  20040120
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   88.776332  20040120
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -16.317175  20040120
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   22.453883  20040120
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -9.314843  20040120
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -11.570501  20040120
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -11.897930  20040120
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    7.447731  20040120
 3549   USFASTD_TELECOM   USFASTD_TELECOM  318.098614  20040120
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   60.921940  20040120
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    2.800867  20040120
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.784241  20040120
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.288270  20040120
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -10.553973  20040120
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  452.280453  20040120
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL  -11.908497  20040120
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -1.544265  20040120
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -19.110414  20040120
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.099299  20040120
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL  101.324752  20040120
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   64.791407  20040120
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   79.936333  20040120
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -10.015349  20040120
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   86.427932  20040120
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   69.569515  20040120
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -6.500552  20040120
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  372.007798  20040120
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.572810  20040120
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  132.527050  20040120
 
 [3570 rows x 4 columns],
 '20040121':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    3.865862  20040121
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.166516  20040121
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.075893  20040121
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.027413  20040121
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.061901  20040121
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.065302  20040121
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.259704  20040121
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.022055  20040121
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.057589  20040121
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.204606  20040121
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.200097  20040121
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.056136  20040121
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.352229  20040121
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.290410  20040121
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.278277  20040121
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.115330  20040121
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.237765  20040121
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.126521  20040121
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.066568  20040121
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.036347  20040121
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.921096  20040121
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.405201  20040121
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.028664  20040121
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.674766  20040121
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.576341  20040121
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP    0.147620  20040121
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.710194  20040121
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.605812  20040121
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    1.158035  20040121
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.545562  20040121
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -23.414806  20040121
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.491109  20040121
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  108.992529  20040121
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -17.426402  20040121
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   24.334462  20040121
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -11.237500  20040121
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -13.027795  20040121
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -13.899226  20040121
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    7.058376  20040121
 3549   USFASTD_TELECOM   USFASTD_TELECOM  332.440900  20040121
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   63.183547  20040121
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    2.563267  20040121
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.773390  20040121
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.630556  20040121
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -9.549399  20040121
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  471.604670  20040121
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL  -12.317892  20040121
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -1.573946  20040121
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -19.661351  20040121
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -1.618174  20040121
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL  108.782957  20040121
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   68.348845  20040121
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   84.580060  20040121
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.019321  20040121
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   89.733757  20040121
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   72.318611  20040121
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.792081  20040121
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  387.265906  20040121
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.711179  20040121
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  118.272850  20040121
 
 [3570 rows x 4 columns],
 '20040122':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    3.859799  20040122
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.309580  20040122
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.068287  20040122
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.038826  20040122
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.060131  20040122
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.053920  20040122
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.277751  20040122
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.019277  20040122
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.044089  20040122
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.200352  20040122
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.202017  20040122
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.057186  20040122
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.343151  20040122
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.277819  20040122
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.278000  20040122
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.109582  20040122
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.238506  20040122
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.107067  20040122
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.057470  20040122
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.038826  20040122
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.966572  20040122
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.380931  20040122
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.023502  20040122
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.541900  20040122
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.484737  20040122
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP    0.229122  20040122
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.728921  20040122
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.781252  20040122
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    1.192700  20040122
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.469242  20040122
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -22.644723  20040122
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.820381  20040122
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  107.497131  20040122
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -17.047548  20040122
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   24.477188  20040122
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -11.040369  20040122
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -12.815362  20040122
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -13.491646  20040122
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    7.481206  20040122
 3549   USFASTD_TELECOM   USFASTD_TELECOM  324.576102  20040122
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   62.500062  20040122
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    2.556127  20040122
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.730213  20040122
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.476462  20040122
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -10.065643  20040122
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  470.631702  20040122
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL  -12.116792  20040122
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -1.601591  20040122
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -18.906925  20040122
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -1.551640  20040122
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL  106.126958  20040122
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   66.713984  20040122
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   82.861596  20040122
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.456545  20040122
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   87.616930  20040122
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   70.843793  20040122
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -6.087099  20040122
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  381.131756  20040122
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.931661  20040122
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  125.157573  20040122
 
 [3570 rows x 4 columns],
 '20040123':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    3.791386  20040123
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.319606  20040123
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.067335  20040123
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.040043  20040123
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.059577  20040123
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.052542  20040123
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.283098  20040123
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.018296  20040123
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.042305  20040123
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.200019  20040123
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.200123  20040123
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.058165  20040123
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.337700  20040123
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.271403  20040123
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.271853  20040123
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.107765  20040123
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.232508  20040123
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.098384  20040123
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.056957  20040123
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.038263  20040123
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.955640  20040123
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.375298  20040123
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.022568  20040123
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.558712  20040123
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.508094  20040123
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP    0.221292  20040123
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.712669  20040123
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.855265  20040123
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    1.183542  20040123
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.464652  20040123
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -22.320756  20040123
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.814330  20040123
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  105.988451  20040123
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -16.787540  20040123
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   23.971967  20040123
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -10.858304  20040123
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -12.791008  20040123
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -13.327869  20040123
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    7.619552  20040123
 3549   USFASTD_TELECOM   USFASTD_TELECOM  318.464730  20040123
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   61.761096  20040123
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    2.536439  20040123
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.728555  20040123
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.440440  20040123
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -10.309580  20040123
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  468.725265  20040123
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL  -12.002166  20040123
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -1.285927  20040123
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -18.498206  20040123
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -1.783470  20040123
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL  104.162924  20040123
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   65.950528  20040123
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   81.328478  20040123
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.618960  20040123
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   87.373756  20040123
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   70.114536  20040123
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -6.295990  20040123
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  374.142913  20040123
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.096421  20040123
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  127.814554  20040123
 
 [3570 rows x 4 columns],
 '20040126':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    3.691783  20040126
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.237145  20040126
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.066937  20040126
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.036816  20040126
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.058110  20040126
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.051716  20040126
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.276653  20040126
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.019251  20040126
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.042223  20040126
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.192280  20040126
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.195563  20040126
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.056801  20040126
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.333770  20040126
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.266019  20040126
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.267673  20040126
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.108450  20040126
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.233556  20040126
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.106049  20040126
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.054840  20040126
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.037191  20040126
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.929021  20040126
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.368207  20040126
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.023393  20040126
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.518102  20040126
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.485819  20040126
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP    0.258012  20040126
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.701725  20040126
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.799813  20040126
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    1.144109  20040126
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.447999  20040126
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -24.257822  20040126
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    4.008038  20040126
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  110.253074  20040126
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -17.413664  20040126
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   23.952485  20040126
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -12.684224  20040126
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -14.056012  20040126
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -14.279961  20040126
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    8.109785  20040126
 3549   USFASTD_TELECOM   USFASTD_TELECOM  313.033679  20040126
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   60.491151  20040126
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    3.297707  20040126
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.240541  20040126
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.044830  20040126
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -10.207286  20040126
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  457.007529  20040126
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL  -12.407677  20040126
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -1.206405  20040126
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -18.123309  20040126
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -1.761246  20040126
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL  117.756926  20040126
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   72.289637  20040126
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   86.737491  20040126
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -10.776078  20040126
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   92.138944  20040126
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   72.251736  20040126
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -6.815150  20040126
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  372.886418  20040126
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.413566  20040126
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  123.245307  20040126
 
 [3570 rows x 4 columns],
 '20040127':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    3.466181  20040127
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.315385  20040127
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.057191  20040127
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.039880  20040127
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.054581  20040127
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.048234  20040127
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.270946  20040127
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.014393  20040127
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.036954  20040127
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.186692  20040127
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.180811  20040127
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.056067  20040127
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.301704  20040127
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.241896  20040127
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.252151  20040127
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.102025  20040127
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.210024  20040127
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.066200  20040127
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.051015  20040127
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.034373  20040127
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.874720  20040127
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.331410  20040127
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.017617  20040127
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.580022  20040127
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.510335  20040127
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP    0.168025  20040127
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.632802  20040127
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.847156  20040127
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    1.095261  20040127
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.454589  20040127
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -22.537896  20040127
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    4.159164  20040127
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  102.814789  20040127
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -16.490633  20040127
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   22.669112  20040127
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -11.888030  20040127
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -13.159461  20040127
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -13.494712  20040127
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    8.520038  20040127
 3549   USFASTD_TELECOM   USFASTD_TELECOM  296.045932  20040127
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   56.498519  20040127
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    3.246756  20040127
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.951694  20040127
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.584756  20040127
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -10.773944  20040127
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  436.184191  20040127
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL  -11.727513  20040127
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.869896  20040127
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -17.848662  20040127
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.777867  20040127
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL  109.748885  20040127
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   67.611000  20040127
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   81.329417  20040127
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -11.460565  20040127
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   86.527989  20040127
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   67.814697  20040127
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -7.461101  20040127
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  351.596040  20040127
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.618011  20040127
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  137.526140  20040127
 
 [3570 rows x 4 columns],
 '20040128':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    3.479276  20040128
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.523988  20040128
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.061506  20040128
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.047451  20040128
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.048378  20040128
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.049656  20040128
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.266829  20040128
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.009996  20040128
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.034674  20040128
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.191978  20040128
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.176752  20040128
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.061431  20040128
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.293618  20040128
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.236859  20040128
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.254171  20040128
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.099775  20040128
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.204274  20040128
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.016719  20040128
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.060141  20040128
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.028640  20040128
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.881302  20040128
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.314514  20040128
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.020051  20040128
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.752045  20040128
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.578323  20040128
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP    0.191566  20040128
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.615595  20040128
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.779351  20040128
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    1.087236  20040128
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.577928  20040128
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -22.022470  20040128
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.883963  20040128
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  103.471012  20040128
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -16.417038  20040128
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   22.327409  20040128
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -12.061337  20040128
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -13.219998  20040128
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -13.210330  20040128
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    9.263955  20040128
 3549   USFASTD_TELECOM   USFASTD_TELECOM  292.150028  20040128
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   55.930813  20040128
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    3.651256  20040128
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.962755  20040128
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.748716  20040128
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -12.631930  20040128
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  434.676460  20040128
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL  -12.914463  20040128
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.750450  20040128
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -18.198636  20040128
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.598385  20040128
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL  122.167549  20040128
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   70.440412  20040128
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   86.058060  20040128
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -14.855548  20040128
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   85.498740  20040128
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   67.238166  20040128
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -8.339343  20040128
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  351.203808  20040128
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -8.363466  20040128
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  164.587085  20040128
 
 [3570 rows x 4 columns],
 '20040129':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    3.634683  20040129
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.610103  20040129
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.059833  20040129
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.058807  20040129
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.061238  20040129
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.054929  20040129
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.274529  20040129
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.010671  20040129
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.021419  20040129
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.201027  20040129
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.189435  20040129
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.058817  20040129
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.311041  20040129
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.227356  20040129
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.252363  20040129
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.097273  20040129
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.221878  20040129
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.036452  20040129
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.062178  20040129
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.034132  20040129
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.909051  20040129
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.359142  20040129
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.022129  20040129
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.821588  20040129
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.594124  20040129
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP    0.055192  20040129
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.612924  20040129
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.815617  20040129
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    1.124466  20040129
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.489601  20040129
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -22.454954  20040129
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.836344  20040129
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  107.953770  20040129
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -16.253059  20040129
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   23.179675  20040129
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -12.658841  20040129
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -13.526151  20040129
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -13.436745  20040129
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    9.717190  20040129
 3549   USFASTD_TELECOM   USFASTD_TELECOM  300.623926  20040129
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   57.353929  20040129
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    3.421889  20040129
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.006087  20040129
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.869855  20040129
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -13.522768  20040129
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  438.538532  20040129
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL  -13.217387  20040129
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.761032  20040129
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -18.255240  20040129
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.810401  20040129
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL  124.088551  20040129
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   71.085859  20040129
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   86.797654  20040129
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -15.433882  20040129
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   85.771185  20040129
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   67.450290  20040129
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -8.679783  20040129
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  352.245804  20040129
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -8.733347  20040129
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  171.740829  20040129
 
 [3570 rows x 4 columns],
 '20040130':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    3.510758  20040130
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.518072  20040130
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.058352  20040130
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.054149  20040130
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.059726  20040130
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.052029  20040130
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.265141  20040130
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.012964  20040130
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.021669  20040130
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.192786  20040130
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.182867  20040130
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.056463  20040130
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.306205  20040130
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.223964  20040130
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.246844  20040130
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.093586  20040130
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.224360  20040130
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.041372  20040130
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.058691  20040130
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.034675  20040130
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.876059  20040130
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.348659  20040130
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.020967  20040130
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.788711  20040130
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.576975  20040130
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP    0.056833  20040130
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.594486  20040130
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.765422  20040130
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    1.075381  20040130
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.456308  20040130
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -21.540860  20040130
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.595756  20040130
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  104.067473  20040130
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -15.802418  20040130
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   22.454865  20040130
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -12.180319  20040130
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -13.034307  20040130
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -12.934810  20040130
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    9.107630  20040130
 3549   USFASTD_TELECOM   USFASTD_TELECOM  293.920613  20040130
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   55.320024  20040130
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    3.287688  20040130
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.969666  20040130
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.500115  20040130
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -12.698949  20040130
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  425.324440  20040130
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL  -12.776872  20040130
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.796919  20040130
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -17.422921  20040130
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.689751  20040130
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL  119.541203  20040130
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   68.493608  20040130
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   83.815569  20040130
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -14.513686  20040130
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   82.680934  20040130
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   65.106735  20040130
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -8.134571  20040130
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  341.187861  20040130
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -8.248092  20040130
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  161.090974  20040130
 
 [3570 rows x 4 columns],
 '20040202':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    3.300901  20040202
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.588186  20040202
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.049990  20040202
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.060577  20040202
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.058105  20040202
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.048967  20040202
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.248323  20040202
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.011070  20040202
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.013928  20040202
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.188455  20040202
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.169214  20040202
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.056784  20040202
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.276199  20040202
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.202476  20040202
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.223823  20040202
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.088637  20040202
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.206799  20040202
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.002046  20040202
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.055885  20040202
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.030955  20040202
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.837384  20040202
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.317565  20040202
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.016148  20040202
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.814966  20040202
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.596124  20040202
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.011713  20040202
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.531689  20040202
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.660235  20040202
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    1.036053  20040202
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.438143  20040202
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -20.156150  20040202
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.628700  20040202
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   97.232898  20040202
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -14.948431  20040202
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   21.023066  20040202
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -11.520601  20040202
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -12.236627  20040202
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -12.158740  20040202
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    9.574669  20040202
 3549   USFASTD_TELECOM   USFASTD_TELECOM  280.355058  20040202
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   52.769787  20040202
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    2.976665  20040202
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.979587  20040202
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.316282  20040202
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -13.425754  20040202
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  399.537905  20040202
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL  -12.168358  20040202
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.661846  20040202
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -16.478342  20040202
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.779172  20040202
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL  112.882884  20040202
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   64.386673  20040202
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   78.905803  20040202
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -15.177197  20040202
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   77.492356  20040202
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   60.984689  20040202
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -8.542305  20040202
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  319.630369  20040202
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -8.729927  20040202
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  169.909947  20040202
 
 [3570 rows x 4 columns],
 '20040203':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    3.174320  20040203
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.621447  20040203
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.047381  20040203
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.062770  20040203
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.056134  20040203
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.046331  20040203
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.238121  20040203
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.009408  20040203
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.010627  20040203
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.185466  20040203
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.163226  20040203
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.055091  20040203
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.259679  20040203
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.191581  20040203
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.213967  20040203
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.085058  20040203
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.199699  20040203
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.017491  20040203
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.054909  20040203
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.028812  20040203
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.813233  20040203
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.299762  20040203
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.014635  20040203
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.841410  20040203
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.626526  20040203
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.045713  20040203
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.499637  20040203
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.609289  20040203
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    1.043430  20040203
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.427263  20040203
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -20.285707  20040203
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.655467  20040203
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   95.991172  20040203
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -14.579173  20040203
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   20.365438  20040203
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -11.669780  20040203
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -12.161627  20040203
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -12.892340  20040203
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    9.881630  20040203
 3549   USFASTD_TELECOM   USFASTD_TELECOM  269.130083  20040203
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   50.659178  20040203
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    2.968717  20040203
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.925077  20040203
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.376288  20040203
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -13.718594  20040203
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  383.438639  20040203
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL  -11.774463  20040203
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.606919  20040203
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -16.084645  20040203
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.848005  20040203
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL  111.480400  20040203
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   63.200683  20040203
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   79.286336  20040203
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -15.580468  20040203
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   75.485865  20040203
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   60.770610  20040203
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -8.767389  20040203
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  323.764864  20040203
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -9.112868  20040203
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  173.454166  20040203
 
 [3570 rows x 4 columns],
 '20040204':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    3.215223  20040204
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.678894  20040204
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.051394  20040204
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.066392  20040204
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.058413  20040204
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.055718  20040204
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.234357  20040204
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.007590  20040204
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.010194  20040204
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.193377  20040204
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.171281  20040204
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.056362  20040204
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.246797  20040204
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.182426  20040204
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.217884  20040204
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.087767  20040204
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.192301  20040204
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.018652  20040204
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.051355  20040204
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.034334  20040204
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.818423  20040204
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.340787  20040204
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.014202  20040204
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.887380  20040204
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.619901  20040204
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.114013  20040204
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.467768  20040204
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.615869  20040204
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    1.027586  20040204
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.404545  20040204
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -19.729413  20040204
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    4.943567  20040204
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   96.050142  20040204
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -14.335539  20040204
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   19.977015  20040204
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -11.506694  20040204
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -12.008831  20040204
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -12.610959  20040204
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY   10.613275  20040204
 3549   USFASTD_TELECOM   USFASTD_TELECOM  265.887271  20040204
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   49.865392  20040204
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    3.141763  20040204
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.982893  20040204
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.605272  20040204
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -14.037845  20040204
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  379.544202  20040204
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL  -11.917951  20040204
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.694165  20040204
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -16.249659  20040204
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -3.317211  20040204
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL  111.648126  20040204
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   62.884876  20040204
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   79.296954  20040204
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -15.984633  20040204
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   74.569243  20040204
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   60.326787  20040204
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -8.996149  20040204
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  322.251810  20040204
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -9.141876  20040204
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  182.942933  20040204
 
 [3570 rows x 4 columns],
 '20040205':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    3.200753  20040205
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.671705  20040205
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.050695  20040205
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.064191  20040205
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.063237  20040205
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.059018  20040205
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.232672  20040205
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.006905  20040205
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.007291  20040205
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.190612  20040205
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.169650  20040205
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.055661  20040205
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.244110  20040205
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.180287  20040205
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.215355  20040205
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.088737  20040205
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.187600  20040205
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.017363  20040205
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.049926  20040205
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.036084  20040205
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.843587  20040205
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.333096  20040205
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.016918  20040205
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.950320  20040205
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.667345  20040205
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.169151  20040205
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.459023  20040205
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.658492  20040205
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    1.105076  20040205
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.417956  20040205
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -19.246919  20040205
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    4.809105  20040205
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   95.149079  20040205
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -14.153691  20040205
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   19.657229  20040205
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -11.333476  20040205
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -11.832338  20040205
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -12.378257  20040205
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY   10.344553  20040205
 3549   USFASTD_TELECOM   USFASTD_TELECOM  262.164759  20040205
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   49.239155  20040205
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    3.099309  20040205
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.938143  20040205
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.596254  20040205
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -13.670324  20040205
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  375.569512  20040205
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL  -11.960778  20040205
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.770397  20040205
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -16.590462  20040205
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -3.186303  20040205
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL  111.166054  20040205
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   62.440497  20040205
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   79.642341  20040205
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -15.708003  20040205
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   73.805986  20040205
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   60.381249  20040205
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -8.804060  20040205
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  325.387990  20040205
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -9.093755  20040205
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  178.363618  20040205
 
 [3570 rows x 4 columns],
 '20040206':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    3.080403  20040206
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.368809  20040206
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.059424  20040206
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.047443  20040206
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.060189  20040206
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.054329  20040206
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.226617  20040206
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.011978  20040206
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.016146  20040206
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.168656  20040206
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.165912  20040206
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.051104  20040206
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.254115  20040206
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.194116  20040206
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.223616  20040206
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.084731  20040206
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.198986  20040206
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.041710  20040206
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.047672  20040206
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.039289  20040206
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.811056  20040206
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.334375  20040206
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.022280  20040206
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.737303  20040206
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.521085  20040206
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.045451  20040206
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.478345  20040206
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.594848  20040206
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    1.037138  20040206
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.350171  20040206
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -18.374722  20040206
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    4.287900  20040206
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   93.207032  20040206
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -13.720548  20040206
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   19.299615  20040206
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -10.781351  20040206
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -11.324931  20040206
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -11.582891  20040206
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    8.732985  20040206
 3549   USFASTD_TELECOM   USFASTD_TELECOM  251.527753  20040206
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   47.093442  20040206
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    2.734655  20040206
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.588616  20040206
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.186371  20040206
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -10.963725  20040206
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  360.840609  20040206
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL  -11.485755  20040206
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.576610  20040206
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -15.727977  20040206
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.185294  20040206
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL  106.324461  20040206
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   60.777253  20040206
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   76.937921  20040206
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -12.581098  20040206
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   73.336073  20040206
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   59.698364  20040206
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -6.694927  20040206
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  318.035178  20040206
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.600161  20040206
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  144.629603  20040206
 
 [3570 rows x 4 columns],
 '20040209':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.914563  20040209
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.432500  20040209
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.054646  20040209
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.051086  20040209
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.056871  20040209
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.049650  20040209
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.212556  20040209
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.010126  20040209
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.011215  20040209
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.166805  20040209
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.155618  20040209
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.051404  20040209
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.230782  20040209
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.178984  20040209
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.205678  20040209
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.079508  20040209
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.182924  20040209
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.010125  20040209
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.046797  20040209
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.035427  20040209
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.771883  20040209
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.306546  20040209
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.018893  20040209
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.764835  20040209
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.540590  20040209
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.081560  20040209
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.458364  20040209
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.526669  20040209
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    1.007694  20040209
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.332529  20040209
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -17.366121  20040209
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    4.294320  20040209
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   88.254738  20040209
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -12.991759  20040209
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   18.131339  20040209
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -10.274956  20040209
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -10.843758  20040209
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -10.972366  20040209
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    9.118665  20040209
 3549   USFASTD_TELECOM   USFASTD_TELECOM  237.195400  20040209
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   44.418331  20040209
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    2.663026  20040209
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.635625  20040209
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.237565  20040209
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -11.517835  20040209
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  341.345108  20040209
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL  -10.784482  20040209
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.815046  20040209
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -14.841583  20040209
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.359767  20040209
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL  100.419086  20040209
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   58.655051  20040209
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   72.602844  20040209
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -13.094403  20040209
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   72.796096  20040209
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   57.626337  20040209
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -7.162892  20040209
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  299.734522  20040209
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.968555  20040209
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  151.466728  20040209
 
 [3570 rows x 4 columns],
 '20040210':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.734925  20040210
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.347554  20040210
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.051532  20040210
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.047828  20040210
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.054057  20040210
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.046841  20040210
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.200432  20040210
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.009516  20040210
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.010592  20040210
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.160991  20040210
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.147463  20040210
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.048351  20040210
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.222506  20040210
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.168225  20040210
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.193207  20040210
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.074636  20040210
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.172506  20040210
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.010005  20040210
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.044106  20040210
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.033238  20040210
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.724197  20040210
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.288150  20040210
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.017754  20040210
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.717044  20040210
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.504540  20040210
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.069695  20040210
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.437303  20040210
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.439114  20040210
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.952954  20040210
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.312641  20040210
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -16.820328  20040210
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.972601  20040210
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   83.330892  20040210
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -12.467513  20040210
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   17.232436  20040210
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -9.834997  20040210
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -10.486538  20040210
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -10.825411  20040210
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    8.494799  20040210
 3549   USFASTD_TELECOM   USFASTD_TELECOM  225.797888  20040210
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   41.839996  20040210
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    2.742776  20040210
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.798945  20040210
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.907390  20040210
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -10.682124  20040210
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  322.683842  20040210
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL  -10.375937  20040210
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.965959  20040210
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -14.701463  20040210
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.363364  20040210
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   95.776019  20040210
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   56.484911  20040210
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   70.312385  20040210
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -12.275033  20040210
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   70.682143  20040210
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   56.455776  20040210
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -6.682025  20040210
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  293.113927  20040210
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.288030  20040210
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  142.779801  20040210
 
 [3570 rows x 4 columns],
 '20040211':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.837898  20040211
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.233536  20040211
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.056925  20040211
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.042160  20040211
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.058500  20040211
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.054562  20040211
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.206863  20040211
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.008746  20040211
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.021913  20040211
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.171149  20040211
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.153454  20040211
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.045476  20040211
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.239589  20040211
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.188692  20040211
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.203148  20040211
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.078150  20040211
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.178374  20040211
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.046412  20040211
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.043696  20040211
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.031167  20040211
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.744351  20040211
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.313942  20040211
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.019792  20040211
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.649759  20040211
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.457317  20040211
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.019534  20040211
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.486640  20040211
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.513317  20040211
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.937863  20040211
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.283049  20040211
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -16.884853  20040211
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.210089  20040211
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   86.144512  20040211
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -12.805574  20040211
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   17.650743  20040211
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -10.031330  20040211
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -10.717665  20040211
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -10.980653  20040211
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    7.650170  20040211
 3549   USFASTD_TELECOM   USFASTD_TELECOM  231.897117  20040211
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   43.181799  20040211
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    2.676039  20040211
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.781122  20040211
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.772609  20040211
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -9.624265  20040211
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  334.050834  20040211
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL  -11.131183  20040211
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -1.212559  20040211
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -15.784359  20040211
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -1.798652  20040211
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL  100.910763  20040211
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   59.156120  20040211
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   74.139362  20040211
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -11.737464  20040211
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   73.512657  20040211
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   59.125505  20040211
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -6.319247  20040211
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  307.717218  20040211
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.217728  20040211
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  132.698633  20040211
 
 [3570 rows x 4 columns],
 '20040212':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.735668  20040212
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.243445  20040212
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.050268  20040212
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.044636  20040212
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.057093  20040212
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.049077  20040212
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.192344  20040212
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.005128  20040212
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.010030  20040212
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.162496  20040212
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.150079  20040212
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.043740  20040212
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.236627  20040212
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.179216  20040212
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.183111  20040212
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.076041  20040212
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.168886  20040212
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.031619  20040212
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.057518  20040212
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.031406  20040212
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.705815  20040212
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.292793  20040212
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.026741  20040212
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.723779  20040212
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.585308  20040212
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.118841  20040212
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.450323  20040212
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.446929  20040212
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.883407  20040212
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.282950  20040212
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -15.735706  20040212
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.362524  20040212
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   80.078836  20040212
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -11.926766  20040212
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   16.374140  20040212
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -9.343253  20040212
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -9.976160  20040212
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -10.213698  20040212
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    7.561186  20040212
 3549   USFASTD_TELECOM   USFASTD_TELECOM  215.380494  20040212
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   40.109622  20040212
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    2.526949  20040212
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.608640  20040212
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.742330  20040212
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -9.519911  20040212
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  310.220649  20040212
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL  -10.336670  20040212
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -1.119262  20040212
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -14.660394  20040212
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -1.833071  20040212
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   93.775768  20040212
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   54.969788  20040212
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   68.890813  20040212
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -11.486651  20040212
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   68.292175  20040212
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   54.930054  20040212
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -6.231767  20040212
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  285.824847  20040212
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.117784  20040212
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  131.419147  20040212
 
 [3570 rows x 4 columns],
 '20040213':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.519353  20040213
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.277454  20040213
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.042766  20040213
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.048218  20040213
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.053076  20040213
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.046620  20040213
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.175649  20040213
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.002914  20040213
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.005382  20040213
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.155782  20040213
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.136961  20040213
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.040961  20040213
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.213314  20040213
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.161115  20040213
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.165576  20040213
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.069576  20040213
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.150645  20040213
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.001120  20040213
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.054287  20040213
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.027842  20040213
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.656692  20040213
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.261564  20040213
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.023857  20040213
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.742649  20040213
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.595256  20040213
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.156681  20040213
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.397758  20040213
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.349610  20040213
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.840326  20040213
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.274300  20040213
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -14.560860  20040213
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.283543  20040213
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   74.444577  20040213
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -11.198673  20040213
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   15.250183  20040213
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.752592  20040213
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -9.299715  20040213
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -9.509791  20040213
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    7.728893  20040213
 3549   USFASTD_TELECOM   USFASTD_TELECOM  198.857983  20040213
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   36.855016  20040213
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    2.475557  20040213
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.505298  20040213
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.780395  20040213
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -9.793722  20040213
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  286.054643  20040213
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -9.569868  20040213
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -1.077256  20040213
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -13.533743  20040213
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.062830  20040213
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   86.502217  20040213
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   50.688383  20040213
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   63.468764  20040213
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -11.745947  20040213
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   62.896044  20040213
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   50.571168  20040213
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -6.402398  20040213
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  262.786599  20040213
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.297420  20040213
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  136.263936  20040213
 
 [3570 rows x 4 columns],
 '20040217':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.490145  20040217
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.247365  20040217
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.043017  20040217
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.047664  20040217
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.052745  20040217
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.045193  20040217
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.174338  20040217
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.003772  20040217
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.006693  20040217
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.153184  20040217
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.135490  20040217
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.042339  20040217
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.214579  20040217
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.160174  20040217
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.165298  20040217
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.068880  20040217
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.150540  20040217
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.010077  20040217
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.052594  20040217
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.028185  20040217
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.646638  20040217
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.260306  20040217
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.025474  20040217
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.699052  20040217
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.565398  20040217
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.133878  20040217
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.411961  20040217
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.331737  20040217
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.823151  20040217
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.266946  20040217
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -14.411227  20040217
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.092453  20040217
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   73.692927  20040217
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -11.013376  20040217
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   15.922710  20040217
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.660676  20040217
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -9.200061  20040217
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -9.425745  20040217
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    7.368617  20040217
 3549   USFASTD_TELECOM   USFASTD_TELECOM  198.706438  20040217
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   38.338194  20040217
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    2.370685  20040217
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.434328  20040217
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.656928  20040217
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -9.751197  20040217
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  341.051712  20040217
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -9.990526  20040217
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.974183  20040217
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -14.039293  20040217
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -0.784086  20040217
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   85.567070  20040217
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   50.125354  20040217
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   62.758022  20040217
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -11.292955  20040217
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   62.184603  20040217
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   49.989267  20040217
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -6.135485  20040217
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  259.682744  20040217
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.968399  20040217
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  132.852012  20040217
 
 [3570 rows x 4 columns],
 '20040218':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.408392  20040218
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.267274  20040218
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.040572  20040218
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.049017  20040218
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.051160  20040218
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.042876  20040218
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.180663  20040218
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.003032  20040218
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.004668  20040218
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.150866  20040218
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.131481  20040218
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.041584  20040218
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.204030  20040218
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.152707  20040218
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.157941  20040218
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.067484  20040218
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.144339  20040218
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.003472  20040218
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.051586  20040218
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.027106  20040218
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.627854  20040218
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.247538  20040218
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.023933  20040218
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.711741  20040218
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.574193  20040218
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.149395  20040218
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.403755  20040218
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.312178  20040218
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.810312  20040218
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.261867  20040218
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -13.975646  20040218
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.028882  20040218
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   72.375242  20040218
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -11.106236  20040218
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   15.395839  20040218
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.423731  20040218
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.957703  20040218
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -9.181638  20040218
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    7.494411  20040218
 3549   USFASTD_TELECOM   USFASTD_TELECOM  196.280797  20040218
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   37.845029  20040218
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    2.066689  20040218
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.366642  20040218
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.649314  20040218
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -9.886226  20040218
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  332.019770  20040218
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL  -10.000712  20040218
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.959410  20040218
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -13.614361  20040218
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -0.766047  20040218
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   85.259871  20040218
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   49.172514  20040218
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   61.515016  20040218
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -11.765750  20040218
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   60.131116  20040218
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   48.319538  20040218
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -6.282414  20040218
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  250.827507  20040218
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.109993  20040218
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  135.824826  20040218
 
 [3570 rows x 4 columns],
 '20040219':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.375371  20040219
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.335752  20040219
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.039047  20040219
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.050855  20040219
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.049029  20040219
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.038751  20040219
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.172994  20040219
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.005189  20040219
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.001008  20040219
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.148938  20040219
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.128855  20040219
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.037073  20040219
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.195550  20040219
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.150330  20040219
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.155318  20040219
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.064752  20040219
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.137626  20040219
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.018645  20040219
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.055863  20040219
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.030469  20040219
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.616053  20040219
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.228939  20040219
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.026476  20040219
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.714491  20040219
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.609304  20040219
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.144841  20040219
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.398239  20040219
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.247079  20040219
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.784628  20040219
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.263391  20040219
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -13.553777  20040219
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.198736  20040219
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   70.482758  20040219
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -11.087442  20040219
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   14.946089  20040219
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.317366  20040219
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.715132  20040219
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -9.311990  20040219
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    7.608016  20040219
 3549   USFASTD_TELECOM   USFASTD_TELECOM  195.601232  20040219
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   37.167374  20040219
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    2.331608  20040219
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.333243  20040219
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    1.529902  20040219
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -9.941113  20040219
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  321.976207  20040219
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -9.741183  20040219
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.926529  20040219
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -13.451610  20040219
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -0.821113  20040219
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   83.838226  20040219
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   47.991335  20040219
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   61.660501  20040219
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -11.958886  20040219
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   58.308150  20040219
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   47.860066  20040219
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -6.420839  20040219
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  254.947249  20040219
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.029347  20040219
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  139.212587  20040219
 
 [3570 rows x 4 columns],
 '20040220':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.213267  20040220
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.367626  20040220
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.033925  20040220
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.054416  20040220
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.045547  20040220
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.034905  20040220
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.159299  20040220
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.003079  20040220
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.002462  20040220
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.144121  20040220
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.118392  20040220
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.035201  20040220
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.176659  20040220
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.134827  20040220
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.141395  20040220
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.059946  20040220
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.124283  20040220
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.042336  20040220
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.054254  20040220
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.026987  20040220
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.579396  20040220
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.205216  20040220
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.023205  20040220
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.731169  20040220
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.616466  20040220
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.179364  20040220
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.353797  20040220
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.167699  20040220
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.755152  20040220
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.252159  20040220
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -12.647049  20040220
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.430140  20040220
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   67.090637  20040220
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -10.747744  20040220
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   14.287629  20040220
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.802274  20040220
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.154933  20040220
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -8.779311  20040220
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    8.032996  20040220
 3549   USFASTD_TELECOM   USFASTD_TELECOM  183.822236  20040220
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   34.598534  20040220
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    2.185979  20040220
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.162281  20040220
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    1.489778  20040220
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -10.438973  20040220
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  301.467832  20040220
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -8.992284  20040220
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.790990  20040220
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -12.529635  20040220
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -0.858592  20040220
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   78.126957  20040220
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   44.693702  20040220
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   57.307131  20040220
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -12.301808  20040220
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   54.213583  20040220
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   44.435253  20040220
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -6.618176  20040220
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  236.312965  20040220
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.268950  20040220
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  143.575177  20040220
 
 [3570 rows x 4 columns],
 '20040223':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.209638  20040223
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.435967  20040223
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.036202  20040223
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.057674  20040223
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.042516  20040223
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.025920  20040223
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.153023  20040223
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.000835  20040223
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.004825  20040223
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.144965  20040223
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.115228  20040223
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.036922  20040223
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.167914  20040223
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.133556  20040223
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.141994  20040223
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.059324  20040223
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.125894  20040223
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.063363  20040223
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.056055  20040223
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.029436  20040223
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.575111  20040223
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.183166  20040223
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.023159  20040223
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.760009  20040223
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.649615  20040223
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.228977  20040223
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.310997  20040223
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.127430  20040223
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.748005  20040223
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.235602  20040223
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -12.231826  20040223
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.653342  20040223
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   69.938481  20040223
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -10.763637  20040223
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   14.025982  20040223
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.055602  20040223
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.144165  20040223
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -8.560749  20040223
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    8.700097  20040223
 3549   USFASTD_TELECOM   USFASTD_TELECOM  178.706076  20040223
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   33.652562  20040223
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    2.171089  20040223
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.129986  20040223
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    1.491791  20040223
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -10.714398  20040223
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  293.764298  20040223
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -8.693113  20040223
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.788050  20040223
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -12.357403  20040223
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -1.039836  20040223
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   76.662977  20040223
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   43.640028  20040223
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   56.037692  20040223
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -12.762033  20040223
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   52.723808  20040223
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   43.352563  20040223
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -6.790473  20040223
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  231.130896  20040223
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.361914  20040223
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  148.133865  20040223
 
 [3570 rows x 4 columns],
 '20040224':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.168963  20040224
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.368258  20040224
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.037152  20040224
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.054498  20040224
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.042079  20040224
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.026463  20040224
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.150521  20040224
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.001239  20040224
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.004331  20040224
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.140272  20040224
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.114030  20040224
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.037357  20040224
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.171464  20040224
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.132394  20040224
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.140916  20040224
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.058725  20040224
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.125872  20040224
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.051141  20040224
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.054292  20040224
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.029151  20040224
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.569017  20040224
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.182207  20040224
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.022813  20040224
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.713159  20040224
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.612327  20040224
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.205193  20040224
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.310891  20040224
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.106636  20040224
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.728595  20040224
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.227872  20040224
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -11.938420  20040224
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.510317  20040224
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   68.838742  20040224
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -10.999767  20040224
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   13.844918  20040224
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.885382  20040224
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.066877  20040224
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -8.345432  20040224
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    8.310533  20040224
 3549   USFASTD_TELECOM   USFASTD_TELECOM  184.583875  20040224
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   33.621254  20040224
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    2.106723  20040224
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.327729  20040224
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.776673  20040224
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -10.466068  20040224
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  289.074555  20040224
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -8.541024  20040224
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.821618  20040224
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -12.130909  20040224
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -0.924045  20040224
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   75.198747  20040224
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   43.006273  20040224
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   55.566370  20040224
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -12.138806  20040224
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   52.271699  20040224
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   43.043369  20040224
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -6.485602  20040224
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  232.023531  20040224
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.991344  20040224
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  141.051455  20040224
 
 [3570 rows x 4 columns],
 '20040225':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.112405  20040225
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.219335  20040225
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.039526  20040225
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.047269  20040225
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.040521  20040225
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.028197  20040225
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.148007  20040225
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.003051  20040225
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.000427  20040225
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.131468  20040225
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.112669  20040225
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.035721  20040225
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.174912  20040225
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.137446  20040225
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.142251  20040225
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.057684  20040225
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.126953  20040225
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.023920  20040225
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.051547  20040225
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.029867  20040225
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.549062  20040225
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.186188  20040225
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.023288  20040225
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.622028  20040225
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.541422  20040225
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.151084  20040225
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.320922  20040225
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.071536  20040225
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.694383  20040225
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.221245  20040225
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -11.492605  20040225
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.209568  20040225
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   70.736559  20040225
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -11.084699  20040225
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   13.375319  20040225
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.696812  20040225
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.019460  20040225
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.899111  20040225
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    7.664232  20040225
 3549   USFASTD_TELECOM   USFASTD_TELECOM  180.471037  20040225
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   34.126474  20040225
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.925921  20040225
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.224621  20040225
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.539325  20040225
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -9.274500  20040225
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  301.087994  20040225
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -8.938359  20040225
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.833794  20040225
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -13.403118  20040225
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -1.082380  20040225
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   73.960776  20040225
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   42.096782  20040225
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   55.226489  20040225
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -10.673482  20040225
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   50.992266  20040225
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   42.483381  20040225
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.684023  20040225
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  232.474658  20040225
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.072121  20040225
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  124.661684  20040225
 
 [3570 rows x 4 columns],
 '20040226':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.070378  20040226
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.210033  20040226
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.035234  20040226
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.047914  20040226
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.037835  20040226
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.025607  20040226
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.142007  20040226
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.006070  20040226
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.004209  20040226
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.126761  20040226
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.109295  20040226
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.031759  20040226
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.170995  20040226
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.129194  20040226
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.138678  20040226
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.057869  20040226
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.122661  20040226
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.020959  20040226
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.050762  20040226
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.029644  20040226
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.534241  20040226
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.185413  20040226
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.020942  20040226
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.652130  20040226
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.578251  20040226
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.195162  20040226
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.305157  20040226
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.087890  20040226
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.681348  20040226
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.227291  20040226
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -11.624331  20040226
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.271972  20040226
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   68.159736  20040226
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -10.675577  20040226
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   12.914987  20040226
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.433461  20040226
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.735785  20040226
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.754482  20040226
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    7.597854  20040226
 3549   USFASTD_TELECOM   USFASTD_TELECOM  173.722929  20040226
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   33.057900  20040226
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.868356  20040226
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.144886  20040226
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.455075  20040226
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -9.168013  20040226
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  295.684497  20040226
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -8.630862  20040226
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.759098  20040226
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -12.623385  20040226
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -1.189531  20040226
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   71.187396  20040226
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   40.516381  20040226
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   53.684403  20040226
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -10.579403  20040226
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   49.064487  20040226
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   41.303290  20040226
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.639507  20040226
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  228.332144  20040226
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.166137  20040226
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  123.478992  20040226
 
 [3570 rows x 4 columns],
 '20040227':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.136611  20040227
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.173897  20040227
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.038493  20040227
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.047541  20040227
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.042604  20040227
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.028915  20040227
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.145891  20040227
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.005234  20040227
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.000226  20040227
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.129997  20040227
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.112429  20040227
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.033157  20040227
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.191658  20040227
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.134289  20040227
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.145007  20040227
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.059365  20040227
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.132833  20040227
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.001773  20040227
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.053541  20040227
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.030363  20040227
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.546865  20040227
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.199203  20040227
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.022455  20040227
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.582090  20040227
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.550026  20040227
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.188882  20040227
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.313188  20040227
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.120002  20040227
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.679820  20040227
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.186231  20040227
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -11.984292  20040227
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.162221  20040227
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   70.436436  20040227
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -10.981872  20040227
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   13.226531  20040227
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.896926  20040227
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.233483  20040227
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -8.024529  20040227
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    7.354023  20040227
 3549   USFASTD_TELECOM   USFASTD_TELECOM  178.613703  20040227
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   34.086785  20040227
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.934754  20040227
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.250163  20040227
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.451722  20040227
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -8.818835  20040227
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  305.562456  20040227
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -8.839672  20040227
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.587857  20040227
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -12.922636  20040227
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -1.107216  20040227
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   76.416401  20040227
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   43.645845  20040227
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   56.440277  20040227
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -10.349351  20040227
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   52.892848  20040227
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   43.515109  20040227
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.509215  20040227
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  235.140468  20040227
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.931067  20040227
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  118.877385  20040227
 
 [3570 rows x 4 columns],
 '20040301':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.366303  20040301
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.187532  20040301
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.045021  20040301
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.051940  20040301
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.039822  20040301
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.026913  20040301
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.165179  20040301
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.009873  20040301
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.010765  20040301
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.147288  20040301
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.128033  20040301
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.038152  20040301
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.208037  20040301
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.155121  20040301
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.183346  20040301
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.064834  20040301
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.176039  20040301
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.024833  20040301
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.051679  20040301
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.027401  20040301
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.591535  20040301
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.222029  20040301
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.022660  20040301
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.465114  20040301
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.424920  20040301
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.077793  20040301
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.394412  20040301
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.270605  20040301
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.711962  20040301
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.170672  20040301
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -12.664017  20040301
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.852562  20040301
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   75.437069  20040301
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -11.653475  20040301
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   14.230951  20040301
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.379263  20040301
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.800618  20040301
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -8.644146  20040301
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    7.302284  20040301
 3549   USFASTD_TELECOM   USFASTD_TELECOM  191.525142  20040301
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   36.606049  20040301
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.983311  20040301
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.321487  20040301
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.308132  20040301
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -8.411278  20040301
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  326.787176  20040301
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -9.456539  20040301
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.685461  20040301
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -14.003865  20040301
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -0.845976  20040301
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   81.420276  20040301
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   46.564134  20040301
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   60.349232  20040301
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -10.062383  20040301
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   56.547627  20040301
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   46.645969  20040301
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.418278  20040301
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  252.539553  20040301
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.969005  20040301
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  117.110981  20040301
 
 [3570 rows x 4 columns],
 '20040302':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.234237  20040302
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.245293  20040302
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.040299  20040302
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.055610  20040302
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.036834  20040302
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.024758  20040302
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.153717  20040302
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.007992  20040302
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.009809  20040302
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.143111  20040302
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.120563  20040302
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.035649  20040302
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.195459  20040302
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.143097  20040302
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.176480  20040302
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.061885  20040302
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.163480  20040302
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.004776  20040302
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.050893  20040302
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.026141  20040302
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.563928  20040302
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.202293  20040302
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.019278  20040302
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.527790  20040302
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.478011  20040302
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.131102  20040302
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.403016  20040302
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.236461  20040302
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.701570  20040302
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.165027  20040302
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -11.846609  20040302
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.098337  20040302
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   70.895879  20040302
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -12.051702  20040302
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   13.257221  20040302
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.907341  20040302
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.478102  20040302
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -8.109618  20040302
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    7.723880  20040302
 3549   USFASTD_TELECOM   USFASTD_TELECOM  206.541496  20040302
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   37.592591  20040302
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.895830  20040302
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.075490  20040302
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.070374  20040302
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -10.026896  20040302
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  307.838462  20040302
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -8.917654  20040302
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.442358  20040302
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -13.225259  20040302
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -1.121910  20040302
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   76.402142  20040302
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   44.258147  20040302
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   56.603893  20040302
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -10.592874  20040302
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   54.633030  20040302
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   44.278163  20040302
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.916429  20040302
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  236.596768  20040302
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.222411  20040302
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  124.274789  20040302
 
 [3570 rows x 4 columns],
 '20040303':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.085298  20040303
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.195484  20040303
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.037290  20040303
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.053395  20040303
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.034990  20040303
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.023102  20040303
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.142999  20040303
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.007035  20040303
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.008289  20040303
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.136085  20040303
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.112200  20040303
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.033425  20040303
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.180746  20040303
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.132414  20040303
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.163445  20040303
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.057590  20040303
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.150858  20040303
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.012260  20040303
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.047787  20040303
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.024054  20040303
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.529871  20040303
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.185982  20040303
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.017386  20040303
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.509987  20040303
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.459833  20040303
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.134241  20040303
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.379076  20040303
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.162032  20040303
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.660100  20040303
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.163364  20040303
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -11.179176  20040303
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.971984  20040303
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   66.425955  20040303
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -11.227885  20040303
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   12.410321  20040303
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.387204  20040303
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.914704  20040303
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.594910  20040303
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    7.415486  20040303
 3549   USFASTD_TELECOM   USFASTD_TELECOM  197.204358  20040303
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   35.508263  20040303
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.955146  20040303
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.994543  20040303
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.045684  20040303
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -9.737099  20040303
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  287.323472  20040303
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -8.323590  20040303
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.401221  20040303
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -12.340699  20040303
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -1.084282  20040303
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   71.730116  20040303
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   41.466233  20040303
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   52.945866  20040303
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -10.214299  20040303
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   51.059523  20040303
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   41.330758  20040303
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.689548  20040303
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  220.639922  20040303
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.018537  20040303
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  119.398565  20040303
 
 [3570 rows x 4 columns],
 '20040304':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.002115  20040304
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.171368  20040304
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.033876  20040304
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.051920  20040304
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.032870  20040304
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.025513  20040304
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.143486  20040304
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.007872  20040304
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.002891  20040304
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.131668  20040304
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.104831  20040304
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.031638  20040304
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.164944  20040304
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.121933  20040304
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.158723  20040304
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.056486  20040304
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.136694  20040304
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.014372  20040304
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.047829  20040304
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.021269  20040304
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.504874  20040304
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.179512  20040304
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.012839  20040304
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.490800  20040304
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.434198  20040304
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.084213  20040304
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.354171  20040304
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.104564  20040304
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.635312  20040304
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.167064  20040304
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.459674  20040304
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.894667  20040304
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   62.395486  20040304
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -10.553020  20040304
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   11.610310  20040304
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -6.948882  20040304
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.464672  20040304
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.124103  20040304
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    7.219018  20040304
 3549   USFASTD_TELECOM   USFASTD_TELECOM  184.480767  20040304
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   33.216424  20040304
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.862068  20040304
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.829683  20040304
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.057999  20040304
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -9.488860  20040304
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  268.708208  20040304
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -7.779709  20040304
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.366243  20040304
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -11.540535  20040304
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -1.048090  20040304
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   67.122402  20040304
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   38.870761  20040304
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   49.535098  20040304
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.995801  20040304
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   47.945310  20040304
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   38.729786  20040304
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.549829  20040304
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  206.357566  20040304
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.919266  20040304
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  117.008715  20040304
 
 [3570 rows x 4 columns],
 '20040305':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.935324  20040305
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.181715  20040305
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.031376  20040305
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.052359  20040305
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.031400  20040305
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.024929  20040305
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.137795  20040305
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.006931  20040305
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.002080  20040305
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.129247  20040305
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.102820  20040305
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.030848  20040305
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.155620  20040305
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.115947  20040305
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.151245  20040305
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.054397  20040305
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.129286  20040305
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.024967  20040305
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.046967  20040305
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.020132  20040305
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.492908  20040305
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.169852  20040305
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.011318  20040305
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.519105  20040305
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.441381  20040305
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.089124  20040305
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.339304  20040305
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.068767  20040305
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.621225  20040305
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.161444  20040305
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.108979  20040305
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.916272  20040305
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   60.482269  20040305
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -10.143466  20040305
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   11.392728  20040305
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -6.767615  20040305
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.202898  20040305
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -6.975512  20040305
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    7.266989  20040305
 3549   USFASTD_TELECOM   USFASTD_TELECOM  179.176458  20040305
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   32.506875  20040305
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.791161  20040305
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.803526  20040305
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.054169  20040305
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -9.627287  20040305
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  261.854696  20040305
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -7.587591  20040305
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.298248  20040305
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -11.341044  20040305
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -1.113849  20040305
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   64.803849  20040305
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   37.511106  20040305
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   47.885133  20040305
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -10.086270  20040305
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   46.280213  20040305
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   37.382551  20040305
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.611800  20040305
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  199.579109  20040305
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.941324  20040305
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  118.135053  20040305
 
 [3570 rows x 4 columns],
 '20040308':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.005614  20040308
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.410498  20040308
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.027051  20040308
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.064069  20040308
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.031358  20040308
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.024742  20040308
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.141758  20040308
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.006609  20040308
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.006497  20040308
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.139712  20040308
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.101896  20040308
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.033796  20040308
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.145546  20040308
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.112973  20040308
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.146346  20040308
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.054516  20040308
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.126763  20040308
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.067209  20040308
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.048254  20040308
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.018865  20040308
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.518773  20040308
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.158462  20040308
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.006179  20040308
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.650376  20040308
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.543408  20040308
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.169990  20040308
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.300434  20040308
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.103219  20040308
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.655074  20040308
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.176814  20040308
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.262337  20040308
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.610005  20040308
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   66.135646  20040308
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -11.683404  20040308
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   12.259695  20040308
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.129100  20040308
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.634118  20040308
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.309393  20040308
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    9.068659  20040308
 3549   USFASTD_TELECOM   USFASTD_TELECOM  189.038489  20040308
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   33.234019  20040308
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.911133  20040308
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.008957  20040308
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.037639  20040308
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -11.790069  20040308
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  266.833288  20040308
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -7.672623  20040308
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.318208  20040308
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -11.491768  20040308
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -1.122388  20040308
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   65.728366  20040308
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   38.051249  20040308
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   48.528870  20040308
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -11.805723  20040308
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   46.921838  20040308
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   37.879748  20040308
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -6.590660  20040308
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  201.984280  20040308
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.788589  20040308
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  139.982326  20040308
 
 [3570 rows x 4 columns],
 '20040309':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.980203  20040309
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.537152  20040309
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.020568  20040309
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.068553  20040309
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.030860  20040309
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.018630  20040309
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.137795  20040309
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.003567  20040309
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.009106  20040309
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.146129  20040309
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.098236  20040309
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.033227  20040309
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.133227  20040309
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.109991  20040309
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.138440  20040309
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.052643  20040309
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.121894  20040309
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.103844  20040309
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.047270  20040309
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.016303  20040309
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.516173  20040309
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.143783  20040309
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.005613  20040309
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.696727  20040309
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.580804  20040309
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.210167  20040309
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.280493  20040309
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.123559  20040309
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.674606  20040309
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.213146  20040309
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.279991  20040309
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    4.182382  20040309
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   65.405580  20040309
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -11.769157  20040309
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   11.897438  20040309
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.218651  20040309
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.707659  20040309
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.288762  20040309
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    9.965227  20040309
 3549   USFASTD_TELECOM   USFASTD_TELECOM  187.179481  20040309
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   33.251038  20040309
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    2.129810  20040309
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.187047  20040309
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.111064  20040309
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -12.983461  20040309
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  264.853313  20040309
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -7.415181  20040309
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.117839  20040309
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -11.190089  20040309
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -1.478452  20040309
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   65.476121  20040309
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   38.035191  20040309
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   48.006453  20040309
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -13.034987  20040309
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   46.971406  20040309
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   37.571780  20040309
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -7.323633  20040309
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  198.156927  20040309
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.389546  20040309
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  153.443937  20040309
 
 [3570 rows x 4 columns],
 '20040310':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.153299  20040310
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.889225  20040310
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.016546  20040310
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.080738  20040310
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.034721  20040310
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.016289  20040310
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.150476  20040310
 7     USFASTD_1DREVRSL    USFASTD_INDMOM   -0.003205  20040310
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.016046  20040310
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.168518  20040310
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.101683  20040310
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.035606  20040310
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.127916  20040310
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.112895  20040310
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.138433  20040310
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.054200  20040310
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.129607  20040310
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.169538  20040310
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.053828  20040310
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.013745  20040310
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.565964  20040310
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.136464  20040310
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.004566  20040310
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.764930  20040310
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.643106  20040310
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.262252  20040310
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.291436  20040310
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.278409  20040310
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.799545  20040310
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.228825  20040310
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.862628  20040310
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    4.526871  20040310
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   71.135501  20040310
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -13.093773  20040310
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   12.880449  20040310
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.826769  20040310
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.372674  20040310
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.772883  20040310
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY   11.870960  20040310
 3549   USFASTD_TELECOM   USFASTD_TELECOM  202.652769  20040310
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   35.457150  20040310
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    2.366943  20040310
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.551578  20040310
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.013008  20040310
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -15.292435  20040310
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  281.855141  20040310
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -7.851546  20040310
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.143514  20040310
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -11.829757  20040310
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.014949  20040310
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   69.800087  20040310
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   40.541599  20040310
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   51.238438  20040310
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -16.034611  20040310
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   50.039048  20040310
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   40.048524  20040310
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -8.874626  20040310
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  211.544329  20040310
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -8.095508  20040310
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  192.508562  20040310
 
 [3570 rows x 4 columns],
 '20040311':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.121793  20040311
 1     USFASTD_1DREVRSL      USFASTD_BETA    2.209394  20040311
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.007773  20040311
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.098005  20040311
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.035072  20040311
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.009930  20040311
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.145135  20040311
 7     USFASTD_1DREVRSL    USFASTD_INDMOM   -0.008252  20040311
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.025242  20040311
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.181721  20040311
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.097631  20040311
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.036625  20040311
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.103336  20040311
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.099714  20040311
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.122129  20040311
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.051604  20040311
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.118311  20040311
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.243265  20040311
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.056742  20040311
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.009438  20040311
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.569924  20040311
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.107770  20040311
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.001560  20040311
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.950706  20040311
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.788496  20040311
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.382263  20040311
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.241007  20040311
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.293090  20040311
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.872272  20040311
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.247896  20040311
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.789345  20040311
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    5.454981  20040311
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   70.683107  20040311
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -13.042501  20040311
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   12.547357  20040311
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.860062  20040311
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.343710  20040311
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.561799  20040311
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY   13.853201  20040311
 3549   USFASTD_TELECOM   USFASTD_TELECOM  197.665531  20040311
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   34.663790  20040311
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    2.555024  20040311
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.597760  20040311
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.094274  20040311
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -18.114730  20040311
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  276.130174  20040311
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -7.664007  20040311
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.112050  20040311
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -11.939152  20040311
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.042175  20040311
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   68.311448  20040311
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   39.658544  20040311
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   50.760776  20040311
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -19.167706  20040311
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   48.846105  20040311
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   39.574051  20040311
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY  -10.524778  20040311
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  212.156102  20040311
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY  -10.320146  20040311
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  233.238516  20040311
 
 [3570 rows x 4 columns],
 '20040312':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.010739  20040312
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.697037  20040312
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.020528  20040312
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.072057  20040312
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.030576  20040312
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.017828  20040312
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.142931  20040312
 7     USFASTD_1DREVRSL    USFASTD_INDMOM   -0.002918  20040312
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.012507  20040312
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.152742  20040312
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.096388  20040312
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.031470  20040312
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.132161  20040312
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.109883  20040312
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.132022  20040312
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.050588  20040312
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.127732  20040312
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.132959  20040312
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.047285  20040312
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.014695  20040312
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.522423  20040312
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.131729  20040312
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.003157  20040312
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.626025  20040312
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.536906  20040312
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.198436  20040312
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.294805  20040312
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.193698  20040312
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.741802  20040312
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.187961  20040312
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.207480  20040312
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    4.239764  20040312
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   67.466279  20040312
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -12.221786  20040312
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   11.969864  20040312
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.252033  20040312
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.834886  20040312
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.073384  20040312
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY   10.625304  20040312
 3549   USFASTD_TELECOM   USFASTD_TELECOM  187.869473  20040312
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   33.088953  20040312
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    2.120290  20040312
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.276338  20040312
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.064075  20040312
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -13.793735  20040312
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  265.121430  20040312
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -7.362971  20040312
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.219110  20040312
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -11.478878  20040312
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -1.874267  20040312
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   64.673559  20040312
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   37.787751  20040312
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   48.154566  20040312
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -14.373046  20040312
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   47.002485  20040312
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   37.835339  20040312
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -7.783240  20040312
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  201.959327  20040312
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -7.827271  20040312
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  180.250420  20040312
 
 [3570 rows x 4 columns],
 '20040315':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.144205  20040315
 1     USFASTD_1DREVRSL      USFASTD_BETA    2.201654  20040315
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.014204  20040315
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.094252  20040315
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.032702  20040315
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.014767  20040315
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.145374  20040315
 7     USFASTD_1DREVRSL    USFASTD_INDMOM   -0.008674  20040315
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.022179  20040315
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.180868  20040315
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.103387  20040315
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.032914  20040315
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.112620  20040315
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.103781  20040315
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.124029  20040315
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.053365  20040315
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.119299  20040315
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.218281  20040315
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.053343  20040315
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.009523  20040315
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.580318  20040315
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.122765  20040315
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.001111  20040315
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.809543  20040315
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.685757  20040315
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.304837  20040315
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.271745  20040315
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.274893  20040315
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.835470  20040315
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.250664  20040315
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.569105  20040315
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    5.236600  20040315
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   71.017641  20040315
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -12.949732  20040315
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   12.658397  20040315
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.752740  20040315
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.266421  20040315
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.372378  20040315
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY   13.540267  20040315
 3549   USFASTD_TELECOM   USFASTD_TELECOM  195.220741  20040315
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   34.463940  20040315
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    2.484041  20040315
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.552960  20040315
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.060696  20040315
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -17.853048  20040315
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  277.097638  20040315
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -7.546917  20040315
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.139190  20040315
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -11.732788  20040315
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.831538  20040315
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   68.910241  20040315
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   39.928833  20040315
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   51.173636  20040315
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -19.155120  20040315
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   49.138243  20040315
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   39.800976  20040315
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY  -10.304146  20040315
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  212.901177  20040315
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY  -10.660305  20040315
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  238.352460  20040315
 
 [3570 rows x 4 columns],
 '20040316':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.155621  20040316
 1     USFASTD_1DREVRSL      USFASTD_BETA    2.003801  20040316
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.020246  20040316
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.085946  20040316
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.032576  20040316
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.013519  20040316
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.149458  20040316
 7     USFASTD_1DREVRSL    USFASTD_INDMOM   -0.004164  20040316
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.014082  20040316
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.171321  20040316
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.103516  20040316
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.035400  20040316
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.126522  20040316
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.112616  20040316
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.128911  20040316
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.055797  20040316
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.145043  20040316
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.179439  20040316
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.047098  20040316
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.017001  20040316
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.570628  20040316
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.126275  20040316
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.001562  20040316
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.633118  20040316
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.558424  20040316
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.233997  20040316
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.296877  20040316
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.257333  20040316
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.799967  20040316
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.225056  20040316
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.692226  20040316
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    4.564151  20040316
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   70.256524  20040316
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -12.700955  20040316
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   12.483696  20040316
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.644168  20040316
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.164840  20040316
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.282134  20040316
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY   12.256210  20040316
 3549   USFASTD_TELECOM   USFASTD_TELECOM  192.903997  20040316
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   34.034728  20040316
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    2.311011  20040316
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.433484  20040316
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.026441  20040316
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -16.290253  20040316
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  274.216108  20040316
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -7.439854  20040316
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.103156  20040316
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -11.554594  20040316
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.619452  20040316
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   68.628755  20040316
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   39.680119  20040316
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   50.803152  20040316
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -17.374071  20040316
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   48.751084  20040316
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   39.429263  20040316
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -9.315289  20040316
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  210.612241  20040316
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -9.733964  20040316
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  217.881592  20040316
 
 [3570 rows x 4 columns],
 '20040317':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.159882  20040317
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.540935  20040317
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.032227  20040317
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.061852  20040317
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.033156  20040317
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.017785  20040317
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.155480  20040317
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.001673  20040317
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.002436  20040317
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.150947  20040317
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.108445  20040317
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.032728  20040317
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.158560  20040317
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.139282  20040317
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.149708  20040317
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.059196  20040317
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.161873  20040317
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.075136  20040317
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.042595  20040317
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.023832  20040317
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.554189  20040317
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.160521  20040317
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.006713  20040317
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.331206  20040317
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.319251  20040317
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.050139  20040317
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.363614  20040317
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.211166  20040317
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.719580  20040317
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.163117  20040317
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.919899  20040317
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.998097  20040317
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   70.535162  20040317
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -12.546289  20040317
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   12.637974  20040317
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.767785  20040317
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.131943  20040317
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.269864  20040317
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    9.091628  20040317
 3549   USFASTD_TELECOM   USFASTD_TELECOM  193.508442  20040317
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   34.170389  20040317
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    2.117512  20040317
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.300932  20040317
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.152770  20040317
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -12.310743  20040317
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  276.245936  20040317
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -7.919796  20040317
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.171944  20040317
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -11.759802  20040317
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.394961  20040317
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   73.553618  20040317
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   41.264516  20040317
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   52.888981  20040317
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -13.019639  20040317
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   49.323979  20040317
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   39.850512  20040317
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -6.885054  20040317
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  212.697149  20040317
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -7.352103  20040317
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  170.681055  20040317
 
 [3570 rows x 4 columns],
 '20040318':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.111436  20040318
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.630682  20040318
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.028732  20040318
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.066036  20040318
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.033040  20040318
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.013384  20040318
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.151957  20040318
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.000144  20040318
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.006248  20040318
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.150797  20040318
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.104695  20040318
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.032493  20040318
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.148318  20040318
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.131210  20040318
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.148809  20040318
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.057071  20040318
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.155955  20040318
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.096675  20040318
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.043289  20040318
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.022530  20040318
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.552771  20040318
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.144772  20040318
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.004660  20040318
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.382355  20040318
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.372838  20040318
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.092929  20040318
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.329157  20040318
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.190949  20040318
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.739539  20040318
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.222840  20040318
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.571543  20040318
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.204508  20040318
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   68.333383  20040318
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -12.226356  20040318
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   12.279151  20040318
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.686396  20040318
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.126962  20040318
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.061253  20040318
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    9.552836  20040318
 3549   USFASTD_TELECOM   USFASTD_TELECOM  187.609875  20040318
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   33.114525  20040318
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    2.075261  20040318
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.240226  20040318
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.124883  20040318
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -12.904469  20040318
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  268.576345  20040318
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -7.691216  20040318
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.000533  20040318
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -11.376556  20040318
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.422160  20040318
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   74.518410  20040318
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   42.553066  20040318
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   52.364949  20040318
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -13.764917  20040318
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   51.570491  20040318
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   40.037702  20040318
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -7.330670  20040318
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  206.012645  20040318
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -7.635886  20040318
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  177.740380  20040318
 
 [3570 rows x 4 columns],
 '20040319':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.071637  20040319
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.704930  20040319
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.025603  20040319
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.070227  20040319
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.032694  20040319
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.010559  20040319
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.148452  20040319
 7     USFASTD_1DREVRSL    USFASTD_INDMOM   -0.000830  20040319
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.008815  20040319
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.152091  20040319
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.101496  20040319
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.032067  20040319
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.140922  20040319
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.125948  20040319
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.143232  20040319
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.055898  20040319
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.150037  20040319
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.116559  20040319
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.043336  20040319
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.021104  20040319
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.554169  20040319
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.136841  20040319
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.003748  20040319
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.415591  20040319
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.391772  20040319
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.117099  20040319
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.319780  20040319
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.176406  20040319
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.740699  20040319
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.229323  20040319
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.417675  20040319
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.593833  20040319
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   66.914331  20040319
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -12.123418  20040319
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   11.997922  20040319
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.575225  20040319
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.985470  20040319
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -6.947019  20040319
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY   10.100670  20040319
 3549   USFASTD_TELECOM   USFASTD_TELECOM  186.194948  20040319
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   32.733450  20040319
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    2.129493  20040319
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.151953  20040319
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.018116  20040319
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -13.951380  20040319
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  263.013542  20040319
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -7.510140  20040319
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.022142  20040319
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -11.107010  20040319
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.645374  20040319
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   72.994539  20040319
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   41.752432  20040319
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   51.295096  20040319
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -14.470726  20040319
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   50.696717  20040319
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   39.263471  20040319
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -7.629399  20040319
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  201.711145  20040319
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -8.071058  20040319
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  188.140428  20040319
 
 [3570 rows x 4 columns],
 '20040322':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.006832  20040322
 1     USFASTD_1DREVRSL      USFASTD_BETA    2.103190  20040322
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.014587  20040322
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.088405  20040322
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.032345  20040322
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.003416  20040322
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.140563  20040322
 7     USFASTD_1DREVRSL    USFASTD_INDMOM   -0.007065  20040322
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.021945  20040322
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.166402  20040322
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.093425  20040322
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.033196  20040322
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.108596  20040322
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.108984  20040322
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.123761  20040322
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.051982  20040322
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.135311  20040322
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.207728  20040322
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.046499  20040322
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.016014  20040322
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.553568  20040322
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.103663  20040322
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.000958  20040322
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.639641  20040322
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.553966  20040322
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.257551  20040322
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.256348  20040322
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.177021  20040322
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.792373  20040322
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.263852  20040322
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -9.977627  20040322
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    4.779241  20040322
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   64.979352  20040322
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -12.110424  20040322
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   11.528160  20040322
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.507931  20040322
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.778970  20040322
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -6.841377  20040322
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY   12.510120  20040322
 3549   USFASTD_TELECOM   USFASTD_TELECOM  180.598697  20040322
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   31.426776  20040322
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    2.345155  20040322
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.143852  20040322
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.213675  20040322
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -16.980976  20040322
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  251.048748  20040322
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -7.120220  20040322
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.014901  20040322
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -10.598488  20040322
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -3.229197  20040322
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   69.991472  20040322
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   40.080669  20040322
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   49.160201  20040322
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -18.089471  20040322
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   48.621868  20040322
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   37.630633  20040322
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -9.686108  20040322
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  192.897044  20040322
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -9.851172  20040322
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  236.297630  20040322
 
 [3570 rows x 4 columns],
 '20040323':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.916753  20040323
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.907624  20040323
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.015132  20040323
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.078281  20040323
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.033562  20040323
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.006422  20040323
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.136769  20040323
 7     USFASTD_1DREVRSL    USFASTD_INDMOM   -0.005633  20040323
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.020699  20040323
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.152781  20040323
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.088914  20040323
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.030741  20040323
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.108959  20040323
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.108127  20040323
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.116752  20040323
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.049834  20040323
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.135271  20040323
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.178046  20040323
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.043169  20040323
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.012681  20040323
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.519192  20040323
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.098622  20040323
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.000481  20040323
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.631674  20040323
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.538713  20040323
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.228091  20040323
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.249094  20040323
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.131010  20040323
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.748299  20040323
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.303847  20040323
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -9.346868  20040323
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    4.268472  20040323
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   60.838151  20040323
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -11.254516  20040323
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   10.983399  20040323
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -6.973365  20040323
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.255567  20040323
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -6.347790  20040323
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY   11.244233  20040323
 3549   USFASTD_TELECOM   USFASTD_TELECOM  170.226778  20040323
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   29.987177  20040323
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    2.162439  20040323
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.047181  20040323
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.276603  20040323
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -15.296765  20040323
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  238.869346  20040323
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -6.689452  20040323
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.163097  20040323
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -9.863478  20040323
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.957349  20040323
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   65.326246  20040323
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   37.672404  20040323
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   45.988549  20040323
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -16.264844  20040323
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   46.084790  20040323
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   35.500070  20040323
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -8.720683  20040323
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  180.904852  20040323
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -8.893735  20040323
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  213.692552  20040323
 
 [3570 rows x 4 columns],
 '20040324':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.980655  20040324
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.714078  20040324
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.022812  20040324
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.068775  20040324
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.033815  20040324
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.011381  20040324
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.146463  20040324
 7     USFASTD_1DREVRSL    USFASTD_INDMOM   -0.002600  20040324
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.012891  20040324
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.147533  20040324
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.094480  20040324
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.029895  20040324
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.128667  20040324
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.119407  20040324
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.131143  20040324
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.052647  20040324
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.147750  20040324
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.127848  20040324
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.041867  20040324
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.015411  20040324
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.531906  20040324
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.119914  20040324
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.002362  20040324
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.487228  20040324
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.423986  20040324
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.111687  20040324
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.309517  20040324
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.144855  20040324
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.732366  20040324
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.309144  20040324
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -9.738586  20040324
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.722536  20040324
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   65.048695  20040324
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -11.733589  20040324
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   11.487776  20040324
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.152783  20040324
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.526229  20040324
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -6.662119  20040324
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    9.974228  20040324
 3549   USFASTD_TELECOM   USFASTD_TELECOM  176.789238  20040324
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   31.224791  20040324
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    2.063701  20040324
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.070018  20040324
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.197179  20040324
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -13.690669  20040324
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  249.442760  20040324
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -7.035439  20040324
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.124604  20040324
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -10.263473  20040324
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.722558  20040324
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   67.874119  20040324
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   39.178669  20040324
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   47.768741  20040324
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -14.599955  20040324
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   48.026475  20040324
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   36.918964  20040324
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -7.824858  20040324
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  188.203388  20040324
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -8.020782  20040324
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  193.863012  20040324
 
 [3570 rows x 4 columns],
 '20040325':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.069507  20040325
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.339692  20040325
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.037517  20040325
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.049185  20040325
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.034532  20040325
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.021125  20040325
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.159500  20040325
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.004850  20040325
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.000714  20040325
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.132703  20040325
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.104680  20040325
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.028955  20040325
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.166910  20040325
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.140209  20040325
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.156780  20040325
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.057698  20040325
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.169223  20040325
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.022541  20040325
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.038212  20040325
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.022858  20040325
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.540193  20040325
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.163577  20040325
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.006252  20040325
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.239264  20040325
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.249376  20040325
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP    0.049833  20040325
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.427780  20040325
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.177573  20040325
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.692677  20040325
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.291319  20040325
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.192779  20040325
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.101508  20040325
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   68.752343  20040325
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -12.160400  20040325
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   12.198807  20040325
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.340751  20040325
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.883551  20040325
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -6.896985  20040325
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    7.489658  20040325
 3549   USFASTD_TELECOM   USFASTD_TELECOM  186.798697  20040325
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   32.999676  20040325
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.816064  20040325
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.048549  20040325
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.049448  20040325
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -10.234635  20040325
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  264.238571  20040325
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -7.503635  20040325
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.131382  20040325
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -10.958190  20040325
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.398313  20040325
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   71.890375  20040325
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   41.617787  20040325
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   50.554804  20040325
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -11.282709  20040325
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   51.268237  20040325
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   39.169999  20040325
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -6.158966  20040325
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  200.021629  20040325
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.889108  20040325
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  156.582639  20040325
 
 [3570 rows x 4 columns],
 '20040326':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.995159  20040326
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.252244  20040326
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.037087  20040326
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.046178  20040326
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.034933  20040326
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.020472  20040326
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.154776  20040326
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.005215  20040326
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.002115  20040326
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.126786  20040326
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.103522  20040326
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.027672  20040326
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.164027  20040326
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.137195  20040326
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.152730  20040326
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.055852  20040326
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.167824  20040326
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.012214  20040326
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.036381  20040326
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.022316  20040326
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.528071  20040326
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.161129  20040326
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.005960  20040326
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.218157  20040326
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.235624  20040326
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP    0.058306  20040326
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.418409  20040326
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.132362  20040326
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.660799  20040326
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.280383  20040326
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -9.804368  20040326
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.923237  20040326
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   66.602290  20040326
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -11.796000  20040326
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   11.939911  20040326
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.099571  20040326
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.597265  20040326
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -6.627149  20040326
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    7.001521  20040326
 3549   USFASTD_TELECOM   USFASTD_TELECOM  180.714873  20040326
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   31.920980  20040326
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.751204  20040326
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.899834  20040326
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.013163  20040326
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -9.570899  20040326
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  257.572071  20040326
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -7.327130  20040326
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.200200  20040326
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -10.552281  20040326
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.240169  20040326
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   69.448390  20040326
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   40.263866  20040326
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   48.860377  20040326
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -10.551171  20040326
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   49.756607  20040326
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   37.983901  20040326
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.755562  20040326
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  193.657586  20040326
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.490843  20040326
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  146.759634  20040326
 
 [3570 rows x 4 columns],
 '20040329':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.917485  20040329
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.120010  20040329
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.039039  20040329
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.039207  20040329
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.032944  20040329
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.023428  20040329
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.151841  20040329
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.007977  20040329
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.003674  20040329
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.116003  20040329
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.098527  20040329
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.024542  20040329
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.166014  20040329
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.138840  20040329
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.146699  20040329
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.054748  20040329
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.165174  20040329
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.007530  20040329
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.032535  20040329
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.020806  20040329
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.497895  20040329
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.157931  20040329
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.005627  20040329
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.204923  20040329
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.227438  20040329
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP    0.086000  20040329
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.418033  20040329
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.197739  20040329
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.644308  20040329
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.276922  20040329
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -9.250042  20040329
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.491093  20040329
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   62.897296  20040329
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -11.105487  20040329
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   11.312271  20040329
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -6.694739  20040329
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.153482  20040329
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -6.235776  20040329
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    6.147684  20040329
 3549   USFASTD_TELECOM   USFASTD_TELECOM  170.734360  20040329
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   30.299201  20040329
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.620050  20040329
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.710546  20040329
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.044748  20040329
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -8.465882  20040329
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  245.148033  20040329
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -6.909448  20040329
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.201995  20040329
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -10.001563  20040329
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.314287  20040329
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   66.114672  20040329
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   38.164012  20040329
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   46.309093  20040329
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.471045  20040329
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   46.984916  20040329
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   35.860016  20040329
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.100147  20040329
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  182.891378  20040329
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.830357  20040329
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  133.020944  20040329
 
 [3570 rows x 4 columns],
 '20040330':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.821558  20040330
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.095372  20040330
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.037037  20040330
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.038634  20040330
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.032089  20040330
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.023022  20040330
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.145213  20040330
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.007646  20040330
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.003547  20040330
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.110935  20040330
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.092527  20040330
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.023603  20040330
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.154265  20040330
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.129686  20040330
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.142734  20040330
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.051415  20040330
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.154891  20040330
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.001707  20040330
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.030603  20040330
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.020652  20040330
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.473518  20040330
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.150086  20040330
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.005818  20040330
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.237475  20040330
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.272254  20040330
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP    0.047129  20040330
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.381987  20040330
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.147710  20040330
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.611976  20040330
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.245155  20040330
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -8.973413  20040330
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.371370  20040330
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   59.645469  20040330
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -10.510670  20040330
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   10.692135  20040330
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -6.376105  20040330
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -6.775552  20040330
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -5.886947  20040330
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    6.083685  20040330
 3549   USFASTD_TELECOM   USFASTD_TELECOM  161.544779  20040330
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   28.707566  20040330
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.540000  20040330
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.584091  20040330
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.049630  20040330
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -8.275993  20040330
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  233.929569  20040330
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -6.516173  20040330
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.172690  20040330
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -9.778895  20040330
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.359509  20040330
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   62.678599  20040330
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   36.133321  20040330
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   44.095957  20040330
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.314059  20040330
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   44.441853  20040330
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   34.175898  20040330
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.986460  20040330
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  175.593814  20040330
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.648438  20040330
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  130.137303  20040330
 
 [3570 rows x 4 columns],
 '20040331':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.768782  20040331
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.174296  20040331
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.033133  20040331
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.042966  20040331
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.030975  20040331
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.020638  20040331
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.141939  20040331
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.006433  20040331
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.000639  20040331
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.114641  20040331
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.088438  20040331
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.023819  20040331
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.147553  20040331
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.122648  20040331
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.135854  20040331
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.049266  20040331
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.151509  20040331
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.020073  20040331
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.031167  20040331
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.020162  20040331
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.463645  20040331
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.140434  20040331
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.004955  20040331
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.282333  20040331
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.304963  20040331
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.001392  20040331
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.354319  20040331
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.129207  20040331
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.613811  20040331
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.256677  20040331
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -8.731529  20040331
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.553657  20040331
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   62.211594  20040331
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -10.699015  20040331
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   10.322344  20040331
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -6.304129  20040331
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -6.756491  20040331
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -5.880998  20040331
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    6.741561  20040331
 3549   USFASTD_TELECOM   USFASTD_TELECOM  156.576324  20040331
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   28.056126  20040331
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.531485  20040331
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.528829  20040331
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.077982  20040331
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -8.913207  20040331
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  229.144409  20040331
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -6.463218  20040331
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.142021  20040331
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -9.529147  20040331
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.451427  20040331
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   61.289864  20040331
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   35.168005  20040331
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   42.897134  20040331
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -10.002792  20040331
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   43.030762  20040331
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   33.091086  20040331
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.339889  20040331
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  169.899514  20040331
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.006521  20040331
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  138.190516  20040331
 
 [3570 rows x 4 columns],
 '20040401':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.842954  20040401
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.171756  20040401
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.035494  20040401
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.042214  20040401
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.034554  20040401
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.023851  20040401
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.146896  20040401
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.006345  20040401
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.002022  20040401
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.115732  20040401
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.092301  20040401
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.025037  20040401
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.154693  20040401
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.129007  20040401
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.141761  20040401
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.050822  20040401
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.157611  20040401
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.009916  20040401
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.029599  20040401
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.022920  20040401
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.477636  20040401
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.147381  20040401
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.005301  20040401
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.356723  20040401
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.372197  20040401
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.024325  20040401
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.353471  20040401
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.166072  20040401
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.627887  20040401
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.346972  20040401
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -9.005416  20040401
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.557252  20040401
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   64.133563  20040401
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -11.023650  20040401
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   10.664444  20040401
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -6.487964  20040401
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.148973  20040401
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -6.085651  20040401
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    6.642590  20040401
 3549   USFASTD_TELECOM   USFASTD_TELECOM  161.894856  20040401
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   28.933292  20040401
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.515409  20040401
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.559577  20040401
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.044231  20040401
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -8.859862  20040401
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  236.992137  20040401
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -6.649430  20040401
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.286425  20040401
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -9.765321  20040401
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.352946  20040401
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   63.460529  20040401
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   37.433114  20040401
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   44.660546  20040401
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.843472  20040401
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   47.157266  20040401
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   35.530046  20040401
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.249112  20040401
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  177.618405  20040401
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.790171  20040401
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  137.440287  20040401
 
 [3570 rows x 4 columns],
 '20040402':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.159097  20040402
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.024487  20040402
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.038924  20040402
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.033465  20040402
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.038514  20040402
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.064825  20040402
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.166717  20040402
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.008294  20040402
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.032585  20040402
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.128937  20040402
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.117653  20040402
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.035685  20040402
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.196617  20040402
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.158105  20040402
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.173301  20040402
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.062281  20040402
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.219162  20040402
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.062555  20040402
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.030490  20040402
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.035192  20040402
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.538566  20040402
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.193657  20040402
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.007821  20040402
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.213536  20040402
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.292989  20040402
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.002506  20040402
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.447603  20040402
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.249086  20040402
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.656157  20040402
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.523842  20040402
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.197457  20040402
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.230970  20040402
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   72.902723  20040402
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -12.532850  20040402
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   12.252777  20040402
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.240216  20040402
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.475759  20040402
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -6.804022  20040402
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.598199  20040402
 3549   USFASTD_TELECOM   USFASTD_TELECOM  184.984765  20040402
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   32.822978  20040402
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.559974  20040402
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.182651  20040402
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.223815  20040402
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.388928  20040402
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  270.244257  20040402
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -7.619784  20040402
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.094482  20040402
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -11.073310  20040402
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.346353  20040402
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   71.748416  20040402
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   43.903400  20040402
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   50.559304  20040402
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.510576  20040402
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   57.720806  20040402
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   41.619322  20040402
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.456831  20040402
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  201.697399  20040402
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.098533  20040402
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  122.179189  20040402
 
 [3570 rows x 4 columns],
 '20040405':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.355247  20040405
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.940246  20040405
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.040244  20040405
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.029799  20040405
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.038659  20040405
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.074769  20040405
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.187834  20040405
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.010953  20040405
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.044921  20040405
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.135206  20040405
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.128207  20040405
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.036364  20040405
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.218125  20040405
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.177767  20040405
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.200413  20040405
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.069849  20040405
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.239907  20040405
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.095768  20040405
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.031786  20040405
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.036521  20040405
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.575670  20040405
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.215262  20040405
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.010481  20040405
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.107638  20040405
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.226259  20040405
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP    0.025996  20040405
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.478234  20040405
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.318281  20040405
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.732150  20040405
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.550320  20040405
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.864152  20040405
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.067141  20040405
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   78.560950  20040405
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -13.316433  20040405
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   13.383344  20040405
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.678360  20040405
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -9.128102  20040405
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.226795  20040405
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.214310  20040405
 3549   USFASTD_TELECOM   USFASTD_TELECOM  198.028761  20040405
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   35.416533  20040405
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.593288  20040405
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.308628  20040405
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.255693  20040405
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -6.545982  20040405
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  291.751958  20040405
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -8.158985  20040405
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.019774  20040405
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -11.822020  20040405
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -1.984232  20040405
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   76.507670  20040405
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   46.932854  20040405
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   53.928872  20040405
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -7.721209  20040405
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   61.959047  20040405
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   44.498247  20040405
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.136238  20040405
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  215.290217  20040405
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.600799  20040405
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  113.037003  20040405
 
 [3570 rows x 4 columns],
 '20040406':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.315278  20040406
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.000117  20040406
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.037546  20040406
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.032299  20040406
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.039321  20040406
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.072114  20040406
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.184378  20040406
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.009671  20040406
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.042467  20040406
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.140880  20040406
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.125193  20040406
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.035972  20040406
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.211585  20040406
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.172844  20040406
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.195434  20040406
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.069401  20040406
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.233877  20040406
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.079591  20040406
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.031805  20040406
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.035713  20040406
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.569931  20040406
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.207063  20040406
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.009767  20040406
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.136338  20040406
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.244576  20040406
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP    0.007922  20040406
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.465624  20040406
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.303548  20040406
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.730993  20040406
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.542172  20040406
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.744109  20040406
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.276491  20040406
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   77.200448  20040406
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -13.189727  20040406
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   13.114875  20040406
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.570684  20040406
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -9.001009  20040406
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.140589  20040406
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.592131  20040406
 3549   USFASTD_TELECOM   USFASTD_TELECOM  195.667963  20040406
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   35.023422  20040406
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.606276  20040406
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.323334  20040406
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.155180  20040406
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.148848  20040406
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  287.114849  20040406
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -8.017049  20040406
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.015312  20040406
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -11.563322  20040406
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.129696  20040406
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   75.155579  20040406
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   46.136196  20040406
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   52.993929  20040406
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.179654  20040406
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   60.951302  20040406
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   43.778749  20040406
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.423749  20040406
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  211.645859  20040406
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.909594  20040406
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  119.099258  20040406
 
 [3570 rows x 4 columns],
 '20040407':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.127325  20040407
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.057091  20040407
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.030878  20040407
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.035882  20040407
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.036717  20040407
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.062513  20040407
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.167906  20040407
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.007282  20040407
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.034418  20040407
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.135125  20040407
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.113961  20040407
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.033249  20040407
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.186616  20040407
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.155061  20040407
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.175010  20040407
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.062849  20040407
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.210870  20040407
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.043937  20040407
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.031148  20040407
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.031602  20040407
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.531762  20040407
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.180484  20040407
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.007872  20040407
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.181910  20040407
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.267033  20040407
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.020763  20040407
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.412226  20040407
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.210981  20040407
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.693945  20040407
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.492352  20040407
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -9.829427  20040407
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.393604  20040407
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   70.911486  20040407
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -12.088113  20040407
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   12.001604  20040407
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -6.974543  20040407
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.254283  20040407
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -6.555059  20040407
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    6.087526  20040407
 3549   USFASTD_TELECOM   USFASTD_TELECOM  181.567539  20040407
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   32.251139  20040407
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.676126  20040407
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.164962  20040407
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.059772  20040407
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.592905  20040407
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  262.220524  20040407
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -7.323997  20040407
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.028935  20040407
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -10.549468  20040407
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.184035  20040407
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   69.328959  20040407
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   42.419522  20040407
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   48.667076  20040407
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.712630  20040407
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   55.813931  20040407
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   40.063028  20040407
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.689410  20040407
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  193.394285  20040407
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.232058  20040407
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  126.520095  20040407
 
 [3570 rows x 4 columns],
 '20040408':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.202259  20040408
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.125546  20040408
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.031170  20040408
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.038616  20040408
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.038187  20040408
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.063949  20040408
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.179199  20040408
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.007582  20040408
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.034612  20040408
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.142367  20040408
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.119128  20040408
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.034452  20040408
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.191466  20040408
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.161387  20040408
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.181794  20040408
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.065348  20040408
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.222700  20040408
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.038825  20040408
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.032437  20040408
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.032880  20040408
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.551821  20040408
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.188161  20040408
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.008252  20040408
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.199369  20040408
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.284418  20040408
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.026645  20040408
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.444074  20040408
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.257092  20040408
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.723795  20040408
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.509064  20040408
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.191778  20040408
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.528978  20040408
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   76.866007  20040408
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -12.831214  20040408
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   12.593426  20040408
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.343018  20040408
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.769990  20040408
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -6.963371  20040408
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    6.585544  20040408
 3549   USFASTD_TELECOM   USFASTD_TELECOM  187.745402  20040408
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   33.370848  20040408
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.748260  20040408
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.289770  20040408
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.046025  20040408
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -8.112520  20040408
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  271.325880  20040408
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -7.580422  20040408
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.041138  20040408
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -10.902460  20040408
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.294758  20040408
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   71.720375  20040408
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   43.879281  20040408
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   50.332749  20040408
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.300253  20040408
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   57.742928  20040408
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   41.441874  20040408
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.995569  20040408
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  199.972625  20040408
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.529964  20040408
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  134.598524  20040408
 
 [3570 rows x 4 columns],
 '20040412':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.257432  20040412
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.986536  20040412
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.033331  20040412
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.034338  20040412
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.037953  20040412
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.075678  20040412
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.184714  20040412
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.009782  20040412
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.041316  20040412
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.143839  20040412
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.124598  20040412
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.035045  20040412
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.204870  20040412
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.169365  20040412
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.192379  20040412
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.067627  20040412
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.232134  20040412
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.069890  20040412
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.031316  20040412
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.033637  20040412
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.567983  20040412
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.202708  20040412
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.008507  20040412
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.175852  20040412
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.298942  20040412
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.020942  20040412
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.464362  20040412
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.262516  20040412
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.712260  20040412
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.506696  20040412
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.245632  20040412
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.079681  20040412
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   79.291903  20040412
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -13.300357  20040412
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   13.294098  20040412
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.717273  20040412
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -9.205271  20040412
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.072080  20040412
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.747956  20040412
 3549   USFASTD_TELECOM   USFASTD_TELECOM  194.455308  20040412
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   34.438735  20040412
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.462281  20040412
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.173508  20040412
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.380292  20040412
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -6.954914  20040412
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  285.217139  20040412
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -7.740219  20040412
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.565399  20040412
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -11.011862  20040412
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.245110  20040412
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   82.673756  20040412
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   50.184735  20040412
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   55.809676  20040412
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.941366  20040412
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   65.065799  20040412
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   45.470307  20040412
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.810619  20040412
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  211.505467  20040412
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.138329  20040412
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  118.628009  20040412
 
 [3570 rows x 4 columns],
 '20040413':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.139940  20040413
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.220078  20040413
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.023590  20040413
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.041978  20040413
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.038733  20040413
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.062912  20040413
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.171671  20040413
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.007944  20040413
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.031073  20040413
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.147196  20040413
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.114131  20040413
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.032979  20040413
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.180069  20040413
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.158126  20040413
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.172069  20040413
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.062713  20040413
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.211489  20040413
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.012705  20040413
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.033088  20040413
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.029147  20040413
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.547010  20040413
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.169726  20040413
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.006615  20040413
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.271427  20040413
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.370455  20040413
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.093269  20040413
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.404437  20040413
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.223285  20040413
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.710734  20040413
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.482936  20040413
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -9.627486  20040413
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.667046  20040413
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   74.651626  20040413
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -12.589817  20040413
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   12.458600  20040413
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.504033  20040413
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.873573  20040413
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -6.725430  20040413
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    6.982501  20040413
 3549   USFASTD_TELECOM   USFASTD_TELECOM  184.660807  20040413
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   32.496719  20040413
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.348090  20040413
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.904618  20040413
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.353331  20040413
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -9.352080  20040413
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  267.474013  20040413
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -7.312323  20040413
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.558639  20040413
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -10.316196  20040413
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.678209  20040413
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   79.841814  20040413
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   48.546170  20040413
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   53.198712  20040413
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -10.678720  20040413
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   62.859333  20040413
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   43.351986  20040413
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.535584  20040413
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  198.779459  20040413
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.077486  20040413
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  151.674897  20040413
 
 [3570 rows x 4 columns],
 '20040414':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.146757  20040414
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.004024  20040414
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.027097  20040414
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.033674  20040414
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.038497  20040414
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.071797  20040414
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.170485  20040414
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.009510  20040414
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.040685  20040414
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.135863  20040414
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.113006  20040414
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.032866  20040414
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.185437  20040414
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.173992  20040414
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.172214  20040414
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.062370  20040414
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.215178  20040414
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.048709  20040414
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.033576  20040414
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.026559  20040414
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.536328  20040414
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.169077  20040414
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.006767  20040414
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.186705  20040414
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.329609  20040414
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.062949  20040414
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.434511  20040414
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.145211  20040414
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.648948  20040414
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.430489  20040414
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -9.394853  20040414
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.170971  20040414
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   72.873110  20040414
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -12.225981  20040414
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   12.217661  20040414
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.335141  20040414
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.633145  20040414
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -6.538593  20040414
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.666839  20040414
 3549   USFASTD_TELECOM   USFASTD_TELECOM  180.250708  20040414
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   31.732261  20040414
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.234774  20040414
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.772179  20040414
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.395480  20040414
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.576371  20040414
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  261.810319  20040414
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -7.306186  20040414
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.577698  20040414
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -10.131877  20040414
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.176979  20040414
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   79.322264  20040414
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   47.846089  20040414
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   52.406744  20040414
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.841873  20040414
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   61.812561  20040414
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   42.430533  20040414
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.457673  20040414
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  194.260277  20040414
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.085900  20040414
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  124.097101  20040414
 
 [3570 rows x 4 columns],
 '20040415':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.310607  20040415
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.031398  20040415
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.029014  20040415
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.034169  20040415
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.040290  20040415
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.076337  20040415
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.185541  20040415
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.008712  20040415
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.044880  20040415
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.146124  20040415
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.121457  20040415
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.036842  20040415
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.202220  20040415
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.186940  20040415
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.186070  20040415
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.067104  20040415
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.236070  20040415
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.066028  20040415
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.036360  20040415
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.027691  20040415
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.584814  20040415
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.185641  20040415
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.006996  20040415
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.128711  20040415
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.297330  20040415
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP    0.004146  20040415
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.487124  20040415
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.237598  20040415
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.715693  20040415
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.474134  20040415
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.552032  20040415
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.301347  20040415
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   79.341269  20040415
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -13.083603  20040415
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   13.047122  20040415
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.877462  20040415
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -9.225227  20040415
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.200796  20040415
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.854404  20040415
 3549   USFASTD_TELECOM   USFASTD_TELECOM  193.363971  20040415
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   33.969302  20040415
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.300887  20040415
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.021479  20040415
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.511867  20040415
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.724362  20040415
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  281.283333  20040415
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -7.846447  20040415
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.530019  20040415
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -10.774368  20040415
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.244050  20040415
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   84.814957  20040415
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   51.355940  20040415
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   56.187817  20040415
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.017152  20040415
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   66.656401  20040415
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   45.589506  20040415
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.547080  20040415
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  209.035077  20040415
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.190346  20040415
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  126.560002  20040415
 
 [3570 rows x 4 columns],
 '20040416':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.521229  20040416
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.964279  20040416
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.031994  20040416
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.026306  20040416
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.044633  20040416
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.089921  20040416
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.192436  20040416
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.007294  20040416
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.049515  20040416
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.147700  20040416
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.130324  20040416
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.039758  20040416
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.220929  20040416
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.195798  20040416
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.208664  20040416
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.081208  20040416
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.247619  20040416
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.085224  20040416
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.041285  20040416
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.036706  20040416
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.619997  20040416
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.203238  20040416
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.003842  20040416
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.105342  20040416
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.385531  20040416
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.008980  20040416
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.582488  20040416
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.289233  20040416
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.711123  20040416
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.623751  20040416
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -11.642814  20040416
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.768855  20040416
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   90.174378  20040416
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -13.828134  20040416
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   14.576506  20040416
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.257581  20040416
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -9.789048  20040416
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.954679  20040416
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.256601  20040416
 3549   USFASTD_TELECOM   USFASTD_TELECOM  204.942330  20040416
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   36.056879  20040416
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.436423  20040416
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.266229  20040416
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.650905  20040416
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.085149  20040416
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  297.120607  20040416
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -8.230109  20040416
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.641157  20040416
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -11.419622  20040416
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.142582  20040416
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   90.387705  20040416
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   54.578458  20040416
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   59.367183  20040416
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.301630  20040416
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   70.602920  20040416
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   48.024413  20040416
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.161158  20040416
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  219.739881  20040416
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.682801  20040416
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  114.344481  20040416
 
 [3570 rows x 4 columns],
 '20040419':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.450734  20040419
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.072622  20040419
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.022171  20040419
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.031232  20040419
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.045506  20040419
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.076991  20040419
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.179591  20040419
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.007431  20040419
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.044637  20040419
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.151409  20040419
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.134919  20040419
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.037869  20040419
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.206176  20040419
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.189998  20040419
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.194671  20040419
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.076446  20040419
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.231164  20040419
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.050903  20040419
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.041525  20040419
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.038105  20040419
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.601418  20040419
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.184162  20040419
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.003395  20040419
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.231079  20040419
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.427545  20040419
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.024214  20040419
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.548268  20040419
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.233252  20040419
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.734930  20040419
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.599510  20040419
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -11.110272  20040419
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.958809  20040419
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   84.874395  20040419
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -13.060222  20040419
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   13.837904  20040419
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.822263  20040419
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -9.259197  20040419
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.561836  20040419
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.657252  20040419
 3549   USFASTD_TELECOM   USFASTD_TELECOM  193.705873  20040419
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   34.463448  20040419
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.399434  20040419
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.058801  20040419
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.696442  20040419
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.611537  20040419
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  283.909171  20040419
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -7.824140  20040419
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.498095  20040419
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -11.083594  20040419
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -2.220330  20040419
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   85.076754  20040419
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   51.451733  20040419
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   56.125637  20040419
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.862506  20040419
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   66.641569  20040419
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   45.501094  20040419
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.495830  20040419
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  208.516961  20040419
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.067596  20040419
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  122.070482  20040419
 
 [3570 rows x 4 columns],
 '20040420':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.519101  20040420
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.163119  20040420
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.023070  20040420
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.032632  20040420
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.052736  20040420
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.078775  20040420
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.181524  20040420
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.007593  20040420
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.049474  20040420
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.157015  20040420
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.141348  20040420
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.036959  20040420
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.203935  20040420
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.191220  20040420
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.195021  20040420
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.079909  20040420
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.233388  20040420
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.042980  20040420
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.043570  20040420
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.039045  20040420
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.614631  20040420
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.182401  20040420
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.004950  20040420
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.333703  20040420
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.517250  20040420
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.093055  20040420
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.563585  20040420
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.264279  20040420
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.749877  20040420
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.702819  20040420
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -11.243220  20040420
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.692065  20040420
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   86.140792  20040420
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -13.270684  20040420
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   14.638495  20040420
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.949840  20040420
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -9.417594  20040420
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.683122  20040420
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    6.187065  20040420
 3549   USFASTD_TELECOM   USFASTD_TELECOM  199.793713  20040420
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   37.112597  20040420
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.465296  20040420
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.060073  20040420
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.728430  20040420
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -9.309603  20040420
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  306.480424  20040420
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -8.140360  20040420
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.350557  20040420
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -11.620748  20040420
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.005691  20040420
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   86.045787  20040420
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   52.071380  20040420
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   56.771922  20040420
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.890384  20040420
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   67.489970  20040420
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   46.058485  20040420
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.905397  20040420
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  210.897639  20040420
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.520773  20040420
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  142.499694  20040420
 
 [3570 rows x 4 columns],
 '20040421':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.602719  20040421
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.016929  20040421
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.028705  20040421
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.026678  20040421
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.054153  20040421
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.086457  20040421
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.189632  20040421
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.010174  20040421
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.057505  20040421
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.154613  20040421
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.148589  20040421
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.038011  20040421
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.221072  20040421
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.201811  20040421
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.209828  20040421
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.085409  20040421
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.250663  20040421
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.082969  20040421
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.044151  20040421
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.041888  20040421
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.628255  20040421
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.202447  20040421
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.006370  20040421
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.252007  20040421
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.464068  20040421
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.037985  20040421
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.621325  20040421
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.292156  20040421
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.743249  20040421
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.722543  20040421
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -12.522790  20040421
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.966366  20040421
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   89.454757  20040421
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -13.698648  20040421
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   15.208036  20040421
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.224181  20040421
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -9.802416  20040421
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -8.001877  20040421
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.338183  20040421
 3549   USFASTD_TELECOM   USFASTD_TELECOM  207.027796  20040421
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   38.460458  20040421
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.412040  20040421
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.124904  20040421
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.814764  20040421
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -8.134079  20040421
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  318.001024  20040421
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -8.480548  20040421
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.376925  20040421
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -12.078138  20040421
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -3.746743  20040421
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   89.760664  20040421
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   54.393585  20040421
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   59.299818  20040421
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.675970  20040421
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   70.586580  20040421
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   48.184312  20040421
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.315311  20040421
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  220.362747  20040421
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.004562  20040421
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  124.468889  20040421
 
 [3570 rows x 4 columns],
 '20040422':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.796449  20040422
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.808150  20040422
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.039026  20040422
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.012091  20040422
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.058775  20040422
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.105673  20040422
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.228181  20040422
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.013651  20040422
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.059946  20040422
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.151155  20040422
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.156048  20040422
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.045175  20040422
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.246559  20040422
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.211877  20040422
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.230493  20040422
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.089133  20040422
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.266793  20040422
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.129241  20040422
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.049521  20040422
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.050716  20040422
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.658507  20040422
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.222416  20040422
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.010868  20040422
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.275778  20040422
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.507201  20040422
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP    0.036267  20040422
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.645773  20040422
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.254757  20040422
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.675406  20040422
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.756013  20040422
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -13.056468  20040422
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.304686  20040422
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  102.448202  20040422
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -14.476514  20040422
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   17.278760  20040422
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.932261  20040422
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -10.507647  20040422
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -8.694008  20040422
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    3.391471  20040422
 3549   USFASTD_TELECOM   USFASTD_TELECOM  216.972245  20040422
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   40.585000  20040422
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.307850  20040422
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.218049  20040422
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.934258  20040422
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.160860  20040422
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  335.826968  20040422
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -8.991372  20040422
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.417791  20040422
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -12.715134  20040422
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.059309  20040422
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   93.564846  20040422
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   56.675488  20040422
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   61.805182  20040422
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -7.021044  20040422
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   73.595247  20040422
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   50.213207  20040422
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.566303  20040422
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  229.779603  20040422
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.194389  20040422
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  108.936219  20040422
 
 [3570 rows x 4 columns],
 '20040423':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.622091  20040423
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.749555  20040423
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.038335  20040423
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.011244  20040423
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.055820  20040423
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.099356  20040423
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.214351  20040423
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.011990  20040423
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.055739  20040423
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.141586  20040423
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.148169  20040423
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.042125  20040423
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.231401  20040423
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.198599  20040423
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.216077  20040423
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.085539  20040423
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.251703  20040423
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.122554  20040423
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.046138  20040423
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.050256  20040423
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.616605  20040423
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.209740  20040423
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.011201  20040423
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.267067  20040423
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.483089  20040423
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP    0.035891  20040423
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.607775  20040423
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.171783  20040423
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.630179  20040423
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.707044  20040423
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -12.078916  20040423
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.092354  20040423
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   96.143852  20040423
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -13.638829  20040423
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   16.189075  20040423
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.387602  20040423
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -9.904529  20040423
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -8.142279  20040423
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    3.132805  20040423
 3549   USFASTD_TELECOM   USFASTD_TELECOM  209.071250  20040423
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   38.289496  20040423
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.477483  20040423
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.354152  20040423
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.461770  20040423
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -6.838081  20040423
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  316.018129  20040423
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -8.597278  20040423
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.274459  20040423
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -12.217039  20040423
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -3.685182  20040423
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   88.790034  20040423
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   54.032122  20040423
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   58.835221  20040423
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -6.582265  20040423
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   70.413124  20040423
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   48.034936  20040423
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.395837  20040423
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  218.768462  20040423
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.058445  20040423
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  100.321831  20040423
 
 [3570 rows x 4 columns],
 '20040426':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.636620  20040426
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.848742  20040426
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.038042  20040426
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.012290  20040426
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.064282  20040426
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.101175  20040426
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.212513  20040426
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.011831  20040426
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.049163  20040426
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.150226  20040426
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.145986  20040426
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.044152  20040426
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.226644  20040426
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.194815  20040426
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.228368  20040426
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.090426  20040426
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.246829  20040426
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.107763  20040426
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.047605  20040426
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.049682  20040426
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.657197  20040426
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.201090  20040426
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.016043  20040426
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.324381  20040426
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.554384  20040426
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.017038  20040426
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.574290  20040426
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.189417  20040426
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.627879  20040426
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.774613  20040426
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -12.154617  20040426
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.546523  20040426
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   97.209401  20040426
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -13.683280  20040426
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   16.488974  20040426
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.742317  20040426
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -10.149354  20040426
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -8.188402  20040426
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    3.847748  20040426
 3549   USFASTD_TELECOM   USFASTD_TELECOM  208.771091  20040426
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   38.403323  20040426
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.512226  20040426
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.374612  20040426
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.436243  20040426
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.502845  20040426
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  317.839815  20040426
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -8.878546  20040426
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.163571  20040426
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -12.228653  20040426
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -3.733595  20040426
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   91.012297  20040426
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   55.090316  20040426
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   59.455949  20040426
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -7.649503  20040426
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   71.308201  20040426
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   48.269417  20040426
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.944646  20040426
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  218.291977  20040426
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.455086  20040426
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  111.738155  20040426
 
 [3570 rows x 4 columns],
 '20040427':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.558820  20040427
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.904696  20040427
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.033562  20040427
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.013240  20040427
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.061720  20040427
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.100139  20040427
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.201058  20040427
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.008559  20040427
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.048695  20040427
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.150463  20040427
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.137109  20040427
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.038902  20040427
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.208694  20040427
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.197856  20040427
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.212828  20040427
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.084510  20040427
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.236183  20040427
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.073499  20040427
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.048721  20040427
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.050248  20040427
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.650641  20040427
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.185191  20040427
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.013236  20040427
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.544726  20040427
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.750307  20040427
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.152736  20040427
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.502886  20040427
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.162989  20040427
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.602216  20040427
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.674854  20040427
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -12.320996  20040427
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.558994  20040427
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   94.839567  20040427
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -12.976989  20040427
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   16.168525  20040427
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.430331  20040427
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -9.706894  20040427
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -8.111388  20040427
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    4.155985  20040427
 3549   USFASTD_TELECOM   USFASTD_TELECOM  201.894249  20040427
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   37.198945  20040427
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.510832  20040427
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.340080  20040427
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.568231  20040427
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.907351  20040427
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  305.071089  20040427
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -8.461376  20040427
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.225985  20040427
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -11.856965  20040427
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -3.782209  20040427
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   86.707560  20040427
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   52.538159  20040427
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   56.789552  20040427
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -7.997399  20040427
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   68.069542  20040427
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   46.104395  20040427
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.155778  20040427
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  209.157691  20040427
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.626690  20040427
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  116.377845  20040427
 
 [3570 rows x 4 columns],
 '20040428':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.484023  20040428
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.016980  20040428
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.029203  20040428
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.017089  20040428
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.060033  20040428
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.094854  20040428
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.194145  20040428
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.008286  20040428
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.042874  20040428
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.150361  20040428
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.131545  20040428
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.037657  20040428
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.197752  20040428
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.192109  20040428
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.203706  20040428
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.081962  20040428
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.225295  20040428
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.046891  20040428
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.048892  20040428
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.049278  20040428
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.640459  20040428
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.171045  20040428
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.011947  20040428
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.575447  20040428
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.767995  20040428
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.177957  20040428
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.466984  20040428
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.165941  20040428
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.623005  20040428
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.649057  20040428
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -12.820036  20040428
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.827005  20040428
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   93.075723  20040428
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -12.636605  20040428
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   16.108595  20040428
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.261625  20040428
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -9.457482  20040428
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.972716  20040428
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    4.548166  20040428
 3549   USFASTD_TELECOM   USFASTD_TELECOM  195.834821  20040428
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   36.494232  20040428
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.643364  20040428
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.303557  20040428
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.276444  20040428
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -8.976331  20040428
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  301.076108  20040428
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -8.040511  20040428
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.342810  20040428
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -11.214608  20040428
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.819400  20040428
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   87.624336  20040428
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   52.135049  20040428
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   60.987028  20040428
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.771697  20040428
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   66.326088  20040428
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   48.274102  20040428
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.864678  20040428
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  235.520164  20040428
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.209081  20040428
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  136.148937  20040428
 
 [3570 rows x 4 columns],
 '20040429':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.605424  20040429
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.092555  20040429
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.021947  20040429
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.015785  20040429
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.059684  20040429
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.093354  20040429
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.203777  20040429
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.009404  20040429
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.039507  20040429
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.160489  20040429
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.132820  20040429
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.034514  20040429
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.198512  20040429
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.209443  20040429
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.205475  20040429
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.082693  20040429
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.234216  20040429
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.027709  20040429
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.058040  20040429
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.054236  20040429
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.666906  20040429
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.166237  20040429
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.017869  20040429
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.439440  20040429
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.662634  20040429
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.028116  20040429
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.567615  20040429
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.233991  20040429
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.599079  20040429
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.674184  20040429
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -13.218644  20040429
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.672055  20040429
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   95.343314  20040429
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -13.168216  20040429
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   16.478571  20040429
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.450273  20040429
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -9.680117  20040429
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -8.152947  20040429
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    4.756141  20040429
 3549   USFASTD_TELECOM   USFASTD_TELECOM  205.251993  20040429
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   37.944545  20040429
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.645566  20040429
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.399836  20040429
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.364243  20040429
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -9.793153  20040429
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  308.721052  20040429
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -8.262649  20040429
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.343479  20040429
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -11.524458  20040429
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.073752  20040429
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   89.780282  20040429
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   53.397295  20040429
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   62.507679  20040429
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.952689  20040429
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   67.908598  20040429
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   49.457437  20040429
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.964183  20040429
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  241.456257  20040429
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.282185  20040429
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  141.555121  20040429
 
 [3570 rows x 4 columns],
 '20040430':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.543758  20040430
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.230375  20040430
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.014877  20040430
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.018407  20040430
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.059993  20040430
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.087951  20040430
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.195133  20040430
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.009827  20040430
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.041966  20040430
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.166185  20040430
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.132435  20040430
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.033499  20040430
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.187948  20040430
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.202853  20040430
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.195273  20040430
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.080778  20040430
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.220936  20040430
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.004484  20040430
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.055983  20040430
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.056868  20040430
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.654042  20040430
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.148862  20040430
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.017604  20040430
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.519539  20040430
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.689371  20040430
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.106223  20040430
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.530863  20040430
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.190734  20040430
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.599396  20040430
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.669245  20040430
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -12.630485  20040430
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    4.369362  20040430
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   94.349999  20040430
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -12.658471  20040430
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   16.122749  20040430
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.329840  20040430
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -9.750746  20040430
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.802667  20040430
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.582846  20040430
 3549   USFASTD_TELECOM   USFASTD_TELECOM  203.439100  20040430
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   37.177172  20040430
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.632835  20040430
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.175425  20040430
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.074629  20040430
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -10.185800  20040430
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  298.684201  20040430
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -7.979664  20040430
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.321734  20040430
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -11.163367  20040430
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.158351  20040430
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   86.927201  20040430
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   52.200150  20040430
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   60.758900  20040430
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -10.650124  20040430
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   67.064349  20040430
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   48.414322  20040430
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.540436  20040430
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  235.889386  20040430
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.410959  20040430
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  152.085232  20040430
 
 [3570 rows x 4 columns],
 '20040503':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.555232  20040503
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.209251  20040503
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.006522  20040503
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.014247  20040503
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.059842  20040503
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.087013  20040503
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.187664  20040503
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.010865  20040503
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.046287  20040503
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.160955  20040503
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.124819  20040503
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.034234  20040503
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.176498  20040503
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.214032  20040503
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.193177  20040503
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.079134  20040503
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.247925  20040503
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.002745  20040503
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.054753  20040503
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.063054  20040503
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.630552  20040503
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.155516  20040503
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.009730  20040503
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.316661  20040503
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.529886  20040503
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP    0.105568  20040503
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.591370  20040503
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.081124  20040503
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.532868  20040503
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.598421  20040503
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -11.818255  20040503
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.863217  20040503
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   90.488377  20040503
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -11.840178  20040503
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   15.501252  20040503
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.838439  20040503
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -9.220453  20040503
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.212410  20040503
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    4.902335  20040503
 3549   USFASTD_TELECOM   USFASTD_TELECOM  193.132906  20040503
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   35.325063  20040503
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.572858  20040503
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.008457  20040503
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.090058  20040503
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -9.684301  20040503
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  282.478051  20040503
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -7.506343  20040503
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.313331  20040503
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -10.460802  20040503
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.972495  20040503
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   81.988655  20040503
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   49.175246  20040503
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   57.638488  20040503
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.917320  20040503
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   63.107036  20040503
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   45.855455  20040503
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.143060  20040503
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  224.916312  20040503
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.230051  20040503
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  142.206490  20040503
 
 [3570 rows x 4 columns],
 '20040504':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.500611  20040504
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.205828  20040504
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.006054  20040504
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.014953  20040504
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.058999  20040504
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.084327  20040504
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.183792  20040504
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.010891  20040504
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.044808  20040504
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.158108  20040504
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.124418  20040504
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.033607  20040504
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.172021  20040504
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.209428  20040504
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.188402  20040504
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.077601  20040504
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.247126  20040504
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.000051  20040504
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.054552  20040504
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.061414  20040504
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.617893  20040504
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.154169  20040504
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.008371  20040504
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.315443  20040504
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.522926  20040504
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP    0.108606  20040504
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.572917  20040504
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.060206  20040504
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.527132  20040504
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.603627  20040504
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -11.616897  20040504
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    4.022908  20040504
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   90.324923  20040504
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -11.640488  20040504
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   15.532665  20040504
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.703830  20040504
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -9.074846  20040504
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.053059  20040504
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.019291  20040504
 3549   USFASTD_TELECOM   USFASTD_TELECOM  189.128333  20040504
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   34.755152  20040504
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.571764  20040504
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.972513  20040504
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.119864  20040504
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -9.588876  20040504
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  278.370678  20040504
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -7.316116  20040504
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.362245  20040504
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -10.190451  20040504
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.851963  20040504
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   80.488119  20040504
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   48.287725  20040504
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   56.537904  20040504
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.858751  20040504
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   61.967033  20040504
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   44.988108  20040504
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.110947  20040504
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  220.327655  20040504
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.139507  20040504
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  141.356254  20040504
 
 [3570 rows x 4 columns],
 '20040505':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.379671  20040505
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.106133  20040505
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.005847  20040505
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.012922  20040505
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.055644  20040505
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.082660  20040505
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.175294  20040505
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.010755  20040505
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.043842  20040505
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.149614  20040505
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.118735  20040505
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.032033  20040505
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.171879  20040505
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.203019  20040505
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.180742  20040505
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.073951  20040505
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.236290  20040505
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.006385  20040505
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.052355  20040505
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.058356  20040505
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.586273  20040505
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.149881  20040505
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.006831  20040505
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.326513  20040505
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.527076  20040505
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP    0.110662  20040505
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.556515  20040505
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.000481  20040505
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.490591  20040505
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.566005  20040505
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.843702  20040505
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.621005  20040505
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   86.560489  20040505
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -11.021509  20040505
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   15.355419  20040505
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.571756  20040505
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.652930  20040505
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -6.918322  20040505
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    4.616076  20040505
 3549   USFASTD_TELECOM   USFASTD_TELECOM  181.876924  20040505
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   34.306276  20040505
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.283553  20040505
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.811227  20040505
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.163658  20040505
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -8.733683  20040505
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  275.284824  20040505
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -7.653220  20040505
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.315652  20040505
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -10.493925  20040505
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.398245  20040505
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   79.210316  20040505
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   46.623920  20040505
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   55.325090  20040505
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.236260  20040505
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   58.824045  20040505
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   43.120569  20040505
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.657340  20040505
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  213.403566  20040505
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.759829  20040505
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  128.771638  20040505
 
 [3570 rows x 4 columns],
 '20040506':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.322231  20040506
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.261822  20040506
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.000855  20040506
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.024133  20040506
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.054812  20040506
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.077944  20040506
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.169808  20040506
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.007885  20040506
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.036125  20040506
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.152376  20040506
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.113134  20040506
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.031191  20040506
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.160122  20040506
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.192695  20040506
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.171607  20040506
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.071734  20040506
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.222498  20040506
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.025829  20040506
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.052122  20040506
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.054355  20040506
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.588805  20040506
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.134604  20040506
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.006588  20040506
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.424315  20040506
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.579576  20040506
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP    0.052999  20040506
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.508937  20040506
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.996855  20040506
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.520403  20040506
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.544131  20040506
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.568827  20040506
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.853369  20040506
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   84.106842  20040506
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -10.731045  20040506
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   14.937151  20040506
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.410717  20040506
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.409216  20040506
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -6.768677  20040506
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.442161  20040506
 3549   USFASTD_TELECOM   USFASTD_TELECOM  175.532333  20040506
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   33.192424  20040506
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.365170  20040506
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.768596  20040506
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.102528  20040506
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -10.062402  20040506
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  266.698151  20040506
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -7.307046  20040506
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.329718  20040506
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -10.183455  20040506
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.075336  20040506
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   78.509927  20040506
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   45.579725  20040506
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   54.061873  20040506
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -11.052320  20040506
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   56.777606  20040506
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   41.664035  20040506
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.428076  20040506
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  206.280492  20040506
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.400247  20040506
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  151.225616  20040506
 
 [3570 rows x 4 columns],
 '20040507':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.460538  20040507
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.384784  20040507
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.004126  20040507
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.028074  20040507
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.054962  20040507
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.087557  20040507
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.176422  20040507
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.010346  20040507
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.040982  20040507
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.165960  20040507
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.120019  20040507
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.034950  20040507
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.167152  20040507
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.203002  20040507
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.180690  20040507
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.078839  20040507
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.247697  20040507
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.029657  20040507
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.056371  20040507
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.056275  20040507
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.626812  20040507
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.132631  20040507
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.004251  20040507
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.390803  20040507
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.566097  20040507
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP    0.078011  20040507
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.556960  20040507
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.134540  20040507
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.620278  20040507
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.643787  20040507
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -12.672810  20040507
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.840537  20040507
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   96.866073  20040507
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -12.226124  20040507
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   16.613772  20040507
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -9.236468  20040507
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -9.288305  20040507
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -8.337418  20040507
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.121212  20040507
 3549   USFASTD_TELECOM   USFASTD_TELECOM  185.929830  20040507
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   34.859885  20040507
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.836714  20040507
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.960027  20040507
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.228816  20040507
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -10.577247  20040507
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  279.927773  20040507
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -8.195708  20040507
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.321904  20040507
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -11.086004  20040507
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.825660  20040507
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   89.990247  20040507
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   49.875332  20040507
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   60.712193  20040507
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -11.785552  20040507
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   59.537497  20040507
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   44.524203  20040507
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.836099  20040507
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  224.561719  20040507
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.239988  20040507
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  171.343880  20040507
 
 [3570 rows x 4 columns],
 '20040510':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.500419  20040510
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.574575  20040510
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.007200  20040510
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.035637  20040510
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.057629  20040510
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.087349  20040510
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.180971  20040510
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.006671  20040510
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.035477  20040510
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.175328  20040510
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.118911  20040510
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.034865  20040510
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.162559  20040510
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.207453  20040510
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.181274  20040510
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.078813  20040510
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.257497  20040510
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.058129  20040510
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.058721  20040510
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.054951  20040510
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.640749  20040510
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.127424  20040510
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.002148  20040510
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.495087  20040510
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.664322  20040510
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.045659  20040510
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.527271  20040510
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.178563  20040510
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.661630  20040510
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.629199  20040510
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -13.036641  20040510
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.569312  20040510
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  101.805003  20040510
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -12.986970  20040510
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   17.190428  20040510
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -9.693682  20040510
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -10.416820  20040510
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -8.668082  20040510
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.603634  20040510
 3549   USFASTD_TELECOM   USFASTD_TELECOM  189.438333  20040510
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   35.232957  20040510
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    2.049318  20040510
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.465855  20040510
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.333858  20040510
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -11.979914  20040510
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  282.141880  20040510
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -8.270453  20040510
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.203024  20040510
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -11.172229  20040510
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -6.819476  20040510
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   91.112063  20040510
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   52.412912  20040510
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   61.344939  20040510
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -13.574752  20040510
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   65.081785  20040510
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   46.650348  20040510
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -6.410957  20040510
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  226.271551  20040510
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -7.142870  20040510
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  203.479883  20040510
 
 [3570 rows x 4 columns],
 '20040511':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.542488  20040511
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.506720  20040511
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.000611  20040511
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.035648  20040511
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.050804  20040511
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.092617  20040511
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.169037  20040511
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.001786  20040511
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.045210  20040511
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.165359  20040511
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.126364  20040511
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.031463  20040511
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.169306  20040511
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.211161  20040511
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.199264  20040511
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.075585  20040511
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.264168  20040511
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.040773  20040511
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.052993  20040511
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.057543  20040511
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.629192  20040511
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.124810  20040511
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.007514  20040511
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.438128  20040511
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.602272  20040511
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP    0.067383  20040511
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.746712  20040511
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.226296  20040511
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.637461  20040511
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.538410  20040511
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -12.424510  20040511
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.071817  20040511
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   97.129099  20040511
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -12.351914  20040511
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   16.508550  20040511
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -9.226969  20040511
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -9.928105  20040511
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -8.246324  20040511
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    4.673467  20040511
 3549   USFASTD_TELECOM   USFASTD_TELECOM  181.097031  20040511
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   33.713109  20040511
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.833477  20040511
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.240016  20040511
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.264888  20040511
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -10.187608  20040511
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  272.640046  20040511
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -7.898561  20040511
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.244138  20040511
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -10.722088  20040511
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -6.392053  20040511
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   87.317593  20040511
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   50.167891  20040511
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   58.643571  20040511
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -11.902408  20040511
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   62.222771  20040511
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   44.542512  20040511
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.594155  20040511
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  215.904492  20040511
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.216212  20040511
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  179.226600  20040511
 
 [3570 rows x 4 columns],
 '20040512':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.470432  20040512
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.445372  20040512
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.003495  20040512
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.035637  20040512
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.050717  20040512
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.085892  20040512
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.163326  20040512
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.000635  20040512
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.045317  20040512
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.159508  20040512
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.122191  20040512
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.033299  20040512
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.159805  20040512
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.203524  20040512
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.197206  20040512
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.077280  20040512
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.242356  20040512
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.044722  20040512
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.056846  20040512
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.053496  20040512
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.619708  20040512
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.118594  20040512
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.007236  20040512
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.441566  20040512
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.595738  20040512
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP    0.035732  20040512
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.704842  20040512
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.257925  20040512
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.647080  20040512
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.497484  20040512
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -11.864888  20040512
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.941726  20040512
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   94.292682  20040512
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -12.009937  20040512
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   16.054740  20040512
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.902830  20040512
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -9.636927  20040512
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.827872  20040512
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    4.444714  20040512
 3549   USFASTD_TELECOM   USFASTD_TELECOM  174.399107  20040512
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   32.432944  20040512
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.758268  20040512
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.140424  20040512
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.156583  20040512
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -9.704218  20040512
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  262.968087  20040512
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -7.607071  20040512
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.208693  20040512
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -10.282874  20040512
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -6.124603  20040512
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   83.904046  20040512
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   48.284873  20040512
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   56.750176  20040512
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -11.351446  20040512
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   59.996786  20040512
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   43.124930  20040512
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.334587  20040512
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  210.648263  20040512
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.010242  20040512
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  171.006116  20040512
 
 [3570 rows x 4 columns],
 '20040513':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.504252  20040513
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.563612  20040513
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.007501  20040513
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.042003  20040513
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.050679  20040513
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.081023  20040513
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.154346  20040513
 7     USFASTD_1DREVRSL    USFASTD_INDMOM   -0.003045  20040513
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.047959  20040513
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.167627  20040513
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.120000  20040513
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.030443  20040513
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.141222  20040513
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.206983  20040513
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.193688  20040513
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.074603  20040513
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.255098  20040513
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.079628  20040513
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.056475  20040513
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.055785  20040513
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.621582  20040513
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.110815  20040513
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.007840  20040513
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.479402  20040513
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.593951  20040513
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.067580  20040513
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.695671  20040513
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.343421  20040513
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.672716  20040513
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.501242  20040513
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -11.742353  20040513
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.239616  20040513
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   92.652351  20040513
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -11.744264  20040513
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   15.824096  20040513
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.811132  20040513
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -9.443673  20040513
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.757287  20040513
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.009101  20040513
 3549   USFASTD_TELECOM   USFASTD_TELECOM  174.909405  20040513
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   32.385543  20040513
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.709970  20040513
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.328383  20040513
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.036077  20040513
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -10.763648  20040513
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  257.626725  20040513
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -7.464540  20040513
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.313811  20040513
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL  -10.128896  20040513
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -6.519653  20040513
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   82.135929  20040513
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   47.443027  20040513
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   55.566568  20040513
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -12.321019  20040513
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   59.311594  20040513
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   42.339853  20040513
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.875885  20040513
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  206.053405  20040513
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.510539  20040513
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  184.521280  20040513
 
 [3570 rows x 4 columns],
 '20040514':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.336837  20040514
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.503534  20040514
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.007781  20040514
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.040488  20040514
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.048430  20040514
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.074183  20040514
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.143644  20040514
 7     USFASTD_1DREVRSL    USFASTD_INDMOM   -0.003858  20040514
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.043781  20040514
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.157778  20040514
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.111443  20040514
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.028301  20040514
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.130365  20040514
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.192878  20040514
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.179476  20040514
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.069950  20040514
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.237372  20040514
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.082687  20040514
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.052842  20040514
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.052855  20040514
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.585473  20040514
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.100100  20040514
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.006848  20040514
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.466650  20040514
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.572371  20040514
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.095290  20040514
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.642126  20040514
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.260855  20040514
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.635997  20040514
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.460736  20040514
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -11.251949  20040514
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.258063  20040514
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   92.499300  20040514
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -11.347119  20040514
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   16.162149  20040514
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -9.033583  20040514
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.924563  20040514
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.701944  20040514
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.044459  20040514
 3549   USFASTD_TELECOM   USFASTD_TELECOM  163.107605  20040514
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   30.615480  20040514
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.669315  20040514
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.108613  20040514
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.060232  20040514
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -10.323449  20040514
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  248.220026  20040514
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -7.518602  20040514
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.438113  20040514
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -9.792508  20040514
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -6.242188  20040514
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   79.374756  20040514
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   45.008030  20040514
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   52.890728  20040514
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -12.021432  20040514
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   55.587777  20040514
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   39.601978  20040514
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.629268  20040514
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  192.896392  20040514
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.265707  20040514
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  176.502033  20040514
 
 [3570 rows x 4 columns],
 '20040517':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.241823  20040517
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.710589  20040517
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.008885  20040517
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.046878  20040517
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.044619  20040517
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.063059  20040517
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.143586  20040517
 7     USFASTD_1DREVRSL    USFASTD_INDMOM   -0.003482  20040517
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.035450  20040517
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.163936  20040517
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.104625  20040517
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.025502  20040517
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.114090  20040517
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.182792  20040517
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.156986  20040517
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.064271  20040517
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.220927  20040517
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.138311  20040517
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.054193  20040517
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.050833  20040517
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.576345  20040517
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.074391  20040517
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.004414  20040517
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.660942  20040517
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.705447  20040517
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.229678  20040517
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.554445  20040517
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.264423  20040517
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.705135  20040517
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.475812  20040517
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.468341  20040517
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.236377  20040517
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   86.701196  20040517
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -10.705672  20040517
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   15.100130  20040517
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.571158  20040517
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.418962  20040517
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.302269  20040517
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.987094  20040517
 3549   USFASTD_TELECOM   USFASTD_TELECOM  152.851194  20040517
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   28.753811  20040517
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.722512  20040517
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.992563  20040517
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.140472  20040517
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -12.046807  20040517
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  232.742743  20040517
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -6.958639  20040517
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.467877  20040517
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -9.125135  20040517
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -6.955175  20040517
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   74.812144  20040517
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   42.387786  20040517
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   49.950959  20040517
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -13.761032  20040517
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   52.244878  20040517
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   37.357844  20040517
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -6.468490  20040517
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  182.129328  20040517
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -7.023337  20040517
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  205.825275  20040517
 
 [3570 rows x 4 columns],
 '20040518':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.232335  20040518
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.602199  20040518
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.007023  20040518
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.041637  20040518
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.046002  20040518
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.063397  20040518
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.146416  20040518
 7     USFASTD_1DREVRSL    USFASTD_INDMOM   -0.003141  20040518
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.039451  20040518
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.158938  20040518
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.108224  20040518
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.024577  20040518
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.120302  20040518
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.187232  20040518
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.160327  20040518
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.066149  20040518
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.222322  20040518
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.116772  20040518
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.052212  20040518
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.054665  20040518
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.567354  20040518
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.080140  20040518
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.006875  20040518
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.684445  20040518
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.728084  20040518
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.271142  20040518
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.551028  20040518
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.249875  20040518
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.692694  20040518
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.453257  20040518
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.380619  20040518
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.054848  20040518
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   86.108333  20040518
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -10.596038  20040518
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   15.015765  20040518
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.478293  20040518
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.394067  20040518
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.226220  20040518
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.509488  20040518
 3549   USFASTD_TELECOM   USFASTD_TELECOM  151.452132  20040518
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   28.464976  20040518
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.637342  20040518
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.956754  20040518
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.106287  20040518
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -11.108620  20040518
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  230.693411  20040518
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -6.933025  20040518
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.422164  20040518
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -9.060700  20040518
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -6.425700  20040518
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   74.920389  20040518
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   42.299792  20040518
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   49.719698  20040518
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -12.649033  20040518
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   52.189927  20040518
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   37.140018  20040518
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -6.066523  20040518
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  180.431336  20040518
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.477525  20040518
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  192.042520  20040518
 
 [3570 rows x 4 columns],
 '20040519':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.112183  20040519
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.529545  20040519
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.008389  20040519
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.041780  20040519
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.042829  20040519
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.060422  20040519
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.138970  20040519
 7     USFASTD_1DREVRSL    USFASTD_INDMOM   -0.002282  20040519
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.039447  20040519
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.151122  20040519
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.102684  20040519
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.023813  20040519
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.120578  20040519
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.175961  20040519
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.149695  20040519
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.061885  20040519
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.206028  20040519
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.111806  20040519
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.048717  20040519
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.049932  20040519
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.537440  20040519
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.073065  20040519
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.002929  20040519
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.648429  20040519
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.684474  20040519
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.243347  20040519
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.527558  20040519
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.174578  20040519
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.661327  20040519
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.423079  20040519
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -9.813067  20040519
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.837251  20040519
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   81.439442  20040519
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -9.984324  20040519
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   14.336701  20040519
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.023960  20040519
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.921116  20040519
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -6.808308  20040519
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.235423  20040519
 3549   USFASTD_TELECOM   USFASTD_TELECOM  144.197296  20040519
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   27.304675  20040519
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.527146  20040519
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.840855  20040519
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.143567  20040519
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -10.720906  20040519
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  220.115148  20040519
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -6.609606  20040519
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.446902  20040519
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -8.536303  20040519
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -6.258188  20040519
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   70.681122  20040519
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   39.930164  20040519
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   46.882135  20040519
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -12.080225  20040519
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   49.322661  20040519
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   35.064342  20040519
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.817782  20040519
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  170.115059  20040519
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.214133  20040519
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  183.602784  20040519
 
 [3570 rows x 4 columns],
 '20040520':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.043093  20040520
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.486755  20040520
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.008364  20040520
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.040679  20040520
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.041229  20040520
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.058500  20040520
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.135059  20040520
 7     USFASTD_1DREVRSL    USFASTD_INDMOM   -0.002097  20040520
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.037691  20040520
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.149003  20040520
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.099213  20040520
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.022822  20040520
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.116221  20040520
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.170116  20040520
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.144471  20040520
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.059929  20040520
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.202293  20040520
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.110484  20040520
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.047096  20040520
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.050068  20040520
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.532894  20040520
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.070217  20040520
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.002500  20040520
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.624544  20040520
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.660198  20040520
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.236856  20040520
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.509943  20040520
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.141078  20040520
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.640752  20040520
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.404175  20040520
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -9.586391  20040520
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.748106  20040520
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   78.847676  20040520
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -9.657605  20040520
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   13.866258  20040520
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.882804  20040520
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.968546  20040520
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -6.697418  20040520
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.070301  20040520
 3549   USFASTD_TELECOM   USFASTD_TELECOM  139.472229  20040520
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   26.516160  20040520
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.485433  20040520
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.820460  20040520
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.132040  20040520
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -10.393376  20040520
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  214.947717  20040520
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -6.338083  20040520
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.672090  20040520
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -8.154183  20040520
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -6.109485  20040520
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   69.770393  20040520
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   40.330700  20040520
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   46.241073  20040520
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -11.817358  20040520
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   50.899859  20040520
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   35.412517  20040520
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.792343  20040520
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  167.084169  20040520
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.075893  20040520
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  178.115866  20040520
 
 [3570 rows x 4 columns],
 '20040521':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.885827  20040521
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.444387  20040521
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.007865  20040521
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.040840  20040521
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.038458  20040521
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.053207  20040521
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.123699  20040521
 7     USFASTD_1DREVRSL    USFASTD_INDMOM   -0.001584  20040521
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.031447  20040521
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.139723  20040521
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.091174  20040521
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.020091  20040521
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.102079  20040521
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.154820  20040521
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.130276  20040521
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.054073  20040521
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.181752  20040521
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.117867  20040521
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.043548  20040521
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.044634  20040521
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.493990  20040521
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.060997  20040521
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.003456  20040521
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.582687  20040521
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.607768  20040521
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.204686  20040521
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.469422  20040521
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.056275  20040521
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.602670  20040521
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.396346  20040521
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -8.789155  20040521
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.694426  20040521
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   72.354073  20040521
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -8.867256  20040521
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   12.800256  20040521
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.294992  20040521
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.379878  20040521
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -6.151838  20040521
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.005749  20040521
 3549   USFASTD_TELECOM   USFASTD_TELECOM  127.846867  20040521
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   24.556158  20040521
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.392976  20040521
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.600248  20040521
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL    0.144783  20040521
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -10.162444  20040521
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  202.039774  20040521
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.752889  20040521
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.786237  20040521
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -7.547605  20040521
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -6.183435  20040521
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   64.515736  20040521
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   37.383367  20040521
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   42.556521  20040521
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -11.657162  20040521
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   47.246325  20040521
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   32.643627  20040521
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.759794  20040521
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  153.082405  20040521
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.967386  20040521
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  174.500119  20040521
 
 [3570 rows x 4 columns],
 '20040524':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.944951  20040524
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.386262  20040524
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.006906  20040524
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.036448  20040524
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.039545  20040524
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.058347  20040524
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.133666  20040524
 7     USFASTD_1DREVRSL    USFASTD_INDMOM   -0.001895  20040524
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.035307  20040524
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.139363  20040524
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.095020  20040524
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.022045  20040524
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.111886  20040524
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.161563  20040524
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.137065  20040524
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.055675  20040524
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.187862  20040524
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.100346  20040524
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.044500  20040524
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.045657  20040524
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.505651  20040524
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.073259  20040524
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.002817  20040524
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.704524  20040524
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.681925  20040524
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.248299  20040524
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.474807  20040524
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.074642  20040524
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.597081  20040524
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.389256  20040524
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -9.277005  20040524
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.521740  20040524
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   74.858148  20040524
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -9.388977  20040524
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   13.208249  20040524
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.734960  20040524
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.631300  20040524
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -6.345247  20040524
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    4.755938  20040524
 3549   USFASTD_TELECOM   USFASTD_TELECOM  136.343719  20040524
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   25.886859  20040524
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.978553  20040524
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.530915  20040524
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.406262  20040524
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -9.889038  20040524
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  209.023243  20040524
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -6.466047  20040524
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.729935  20040524
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -8.222351  20040524
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.998782  20040524
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   73.894910  20040524
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   41.116009  20040524
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   47.885344  20040524
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -11.420057  20040524
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   49.842838  20040524
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   35.137365  20040524
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.470220  20040524
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  166.821281  20040524
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.616864  20040524
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  166.610327  20040524
 
 [3570 rows x 4 columns],
 '20040525':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.917864  20040525
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.045587  20040525
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.000443  20040525
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.022241  20040525
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.038466  20040525
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.068711  20040525
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.136481  20040525
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.001498  20040525
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.046230  20040525
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.122592  20040525
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.096316  20040525
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.019442  20040525
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.125813  20040525
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.161543  20040525
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.143959  20040525
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.055375  20040525
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.188475  20040525
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.030450  20040525
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.043908  20040525
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.048993  20040525
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.489609  20040525
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.095621  20040525
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.005255  20040525
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.533358  20040525
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.569192  20040525
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.169361  20040525
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.471036  20040525
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.999730  20040525
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.500581  20040525
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.378499  20040525
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.045847  20040525
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.336724  20040525
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   73.524634  20040525
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -9.216469  20040525
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   13.118633  20040525
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.633807  20040525
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.875856  20040525
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -6.508235  20040525
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    3.399570  20040525
 3549   USFASTD_TELECOM   USFASTD_TELECOM  136.681111  20040525
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   25.967026  20040525
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.584914  20040525
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.194030  20040525
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.102594  20040525
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.877583  20040525
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  208.036683  20040525
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -6.778856  20040525
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.391294  20040525
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -9.070138  20040525
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.053668  20040525
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   74.746324  20040525
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   43.394951  20040525
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   50.331478  20040525
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.258880  20040525
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   54.810514  20040525
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   38.828414  20040525
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.589584  20040525
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  180.576620  20040525
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.114957  20040525
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  129.751259  20040525
 
 [3570 rows x 4 columns],
 '20040526':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.875809  20040526
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.048073  20040526
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.001102  20040526
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.022729  20040526
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.038064  20040526
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.067015  20040526
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.133539  20040526
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.001254  20040526
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.044457  20040526
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.120885  20040526
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.093887  20040526
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.019073  20040526
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.124979  20040526
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.158074  20040526
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.140154  20040526
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.054805  20040526
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.184268  20040526
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.035573  20040526
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.043254  20040526
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.048903  20040526
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.487179  20040526
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.091972  20040526
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.005010  20040526
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.537471  20040526
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.568857  20040526
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.175012  20040526
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.462309  20040526
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.983490  20040526
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.495240  20040526
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.372928  20040526
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -9.884932  20040526
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.476054  20040526
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   74.395394  20040526
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -10.058164  20040526
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   13.092930  20040526
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.660120  20040526
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.770438  20040526
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -6.445416  20040526
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    3.577986  20040526
 3549   USFASTD_TELECOM   USFASTD_TELECOM  144.695527  20040526
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   26.188903  20040526
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.734742  20040526
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.126119  20040526
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.140067  20040526
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -8.390365  20040526
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  203.442904  20040526
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -6.644616  20040526
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.400813  20040526
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -8.857435  20040526
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.025827  20040526
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   73.272540  20040526
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   42.506121  20040526
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   49.255341  20040526
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.331848  20040526
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   53.695253  20040526
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   37.992359  20040526
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.610739  20040526
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  176.457371  20040526
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.171115  20040526
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  130.222674  20040526
 
 [3570 rows x 4 columns],
 '20040527':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.839611  20040527
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.962752  20040527
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.002993  20040527
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.019829  20040527
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.038397  20040527
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.066786  20040527
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.129842  20040527
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.003509  20040527
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.044893  20040527
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.115463  20040527
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.091933  20040527
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.016994  20040527
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.123718  20040527
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.154338  20040527
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.138048  20040527
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.053399  20040527
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.180828  20040527
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.024262  20040527
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.040975  20040527
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.047689  20040527
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.506193  20040527
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.097155  20040527
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.005817  20040527
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.584616  20040527
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.610459  20040527
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.214290  20040527
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.439170  20040527
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.991720  20040527
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.479756  20040527
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.390237  20040527
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -9.684964  20040527
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.247841  20040527
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   72.670643  20040527
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -9.967380  20040527
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   12.777356  20040527
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.639223  20040527
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.565899  20040527
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -6.344930  20040527
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    3.186547  20040527
 3549   USFASTD_TELECOM   USFASTD_TELECOM  142.928406  20040527
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   25.609882  20040527
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.891163  20040527
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.073570  20040527
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.009343  20040527
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.610150  20040527
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  197.845822  20040527
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -6.582868  20040527
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.379967  20040527
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -8.650796  20040527
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.635495  20040527
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   73.195139  20040527
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   41.840614  20040527
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   48.672218  20040527
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -7.572132  20040527
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   52.197356  20040527
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   36.997224  20040527
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.261574  20040527
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  172.215675  20040527
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -2.745932  20040527
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  119.503536  20040527
 
 [3570 rows x 4 columns],
 '20040528':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.687547  20040528
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.988557  20040528
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.000249  20040528
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.022348  20040528
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.035227  20040528
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.058635  20040528
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.117840  20040528
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.002287  20040528
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.037831  20040528
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.111582  20040528
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.083136  20040528
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.015708  20040528
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.113112  20040528
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.140102  20040528
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.122691  20040528
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.048462  20040528
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.163189  20040528
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.043140  20040528
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.038922  20040528
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.043054  20040528
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.468354  20040528
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.081942  20040528
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.004629  20040528
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.583123  20040528
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.594573  20040528
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.222834  20040528
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.388986  20040528
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.925639  20040528
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.465588  20040528
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.359725  20040528
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -8.669847  20040528
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.388580  20040528
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   66.730185  20040528
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -9.204231  20040528
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   11.684696  20040528
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.025000  20040528
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -6.939603  20040528
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -5.802396  20040528
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    3.342893  20040528
 3549   USFASTD_TELECOM   USFASTD_TELECOM  131.223698  20040528
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   23.506042  20040528
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.870866  20040528
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.917362  20040528
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.032662  20040528
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.823250  20040528
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  181.049411  20040528
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.990357  20040528
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.360344  20040528
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -8.032028  20040528
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.721244  20040528
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   67.007013  20040528
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   38.311373  20040528
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   45.112641  20040528
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -7.869229  20040528
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   47.788908  20040528
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   34.318777  20040528
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.441026  20040528
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  161.858002  20040528
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.050863  20040528
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  123.262069  20040528
 
 [3570 rows x 4 columns],
 '20040601':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.840446  20040601
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.154559  20040601
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.006769  20040601
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.027362  20040601
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.033753  20040601
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.054229  20040601
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.111576  20040601
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.006359  20040601
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.031863  20040601
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.115983  20040601
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.083378  20040601
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.014859  20040601
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.128391  20040601
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.165861  20040601
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.131272  20040601
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.047226  20040601
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.157926  20040601
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.065656  20040601
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.041810  20040601
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.042304  20040601
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.480688  20040601
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.066530  20040601
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.006359  20040601
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.575644  20040601
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.564238  20040601
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.094367  20040601
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.595641  20040601
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.933055  20040601
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.551752  20040601
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.411788  20040601
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -8.457213  20040601
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.590089  20040601
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   65.147335  20040601
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -8.941791  20040601
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   11.467343  20040601
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -6.846677  20040601
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -6.742369  20040601
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -5.673349  20040601
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    3.726064  20040601
 3549   USFASTD_TELECOM   USFASTD_TELECOM  127.894833  20040601
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   23.037050  20040601
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.940470  20040601
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.940385  20040601
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.982414  20040601
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -8.622829  20040601
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  177.050532  20040601
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.766700  20040601
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.424157  20040601
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -7.817807  20040601
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.195639  20040601
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   65.266920  20040601
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   37.382333  20040601
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   43.851302  20040601
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.761310  20040601
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   46.684588  20040601
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   33.398269  20040601
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.884698  20040601
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  157.018649  20040601
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.514631  20040601
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  136.179822  20040601
 
 [3570 rows x 4 columns],
 '20040602':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.809793  20040602
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.124949  20040602
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.006900  20040602
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.025815  20040602
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.032720  20040602
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.051078  20040602
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.110114  20040602
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.008166  20040602
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.029415  20040602
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.112996  20040602
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.082206  20040602
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.013864  20040602
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.129775  20040602
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.161954  20040602
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.127987  20040602
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.046333  20040602
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.159156  20040602
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.060953  20040602
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.040847  20040602
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.039347  20040602
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.474407  20040602
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.067169  20040602
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.005544  20040602
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.579788  20040602
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.578231  20040602
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.097034  20040602
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.564495  20040602
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.921632  20040602
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.554673  20040602
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.404748  20040602
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -8.248808  20040602
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.528273  20040602
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   63.701800  20040602
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -8.851216  20040602
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   11.272838  20040602
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -6.689262  20040602
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -6.612153  20040602
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -5.473021  20040602
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    3.588047  20040602
 3549   USFASTD_TELECOM   USFASTD_TELECOM  125.762160  20040602
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   22.469385  20040602
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.944003  20040602
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.945275  20040602
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.102230  20040602
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -8.362703  20040602
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  173.120108  20040602
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.640989  20040602
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.380051  20040602
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -7.570203  20040602
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.100203  20040602
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   63.464931  20040602
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   36.414813  20040602
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   42.872476  20040602
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.497672  20040602
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   45.554986  20040602
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   32.680089  20040602
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.757705  20040602
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  154.675153  20040602
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.474242  20040602
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  132.345206  20040602
 
 [3570 rows x 4 columns],
 '20040603':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.728932  20040603
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.250975  20040603
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.011340  20040603
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.034158  20040603
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.030475  20040603
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.040591  20040603
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.103045  20040603
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.006156  20040603
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.024672  20040603
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.113663  20040603
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.076590  20040603
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.012893  20040603
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.114432  20040603
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.152818  20040603
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.116942  20040603
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.043009  20040603
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.146235  20040603
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.092158  20040603
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.041398  20040603
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.038888  20040603
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.458273  20040603
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.049478  20040603
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.004019  20040603
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.603277  20040603
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.589691  20040603
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.116202  20040603
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.523158  20040603
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.928690  20040603
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.595445  20040603
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.360374  20040603
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -7.890145  20040603
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.663145  20040603
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   60.214100  20040603
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -8.391305  20040603
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   10.629255  20040603
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -6.369291  20040603
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -6.278093  20040603
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -5.185748  20040603
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    4.045301  20040603
 3549   USFASTD_TELECOM   USFASTD_TELECOM  119.327152  20040603
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   21.300197  20040603
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.024589  20040603
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.935476  20040603
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.940571  20040603
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -9.112098  20040603
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  164.443230  20040603
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.380778  20040603
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.322206  20040603
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -7.278049  20040603
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.770810  20040603
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   60.702184  20040603
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   34.856725  20040603
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   41.045002  20040603
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.381615  20040603
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   43.581913  20040603
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   31.307674  20040603
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.110500  20040603
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  147.859715  20040603
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.790910  20040603
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  148.304984  20040603
 
 [3570 rows x 4 columns],
 '20040604':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.682907  20040604
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.222767  20040604
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.008857  20040604
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.032656  20040604
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.030099  20040604
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.038292  20040604
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.100718  20040604
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.005220  20040604
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.025713  20040604
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.109406  20040604
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.073394  20040604
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.012459  20040604
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.108758  20040604
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.147145  20040604
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.112463  20040604
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.041384  20040604
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.144586  20040604
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.091454  20040604
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.039038  20040604
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.037125  20040604
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.442019  20040604
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.047091  20040604
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.004085  20040604
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.613180  20040604
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.588431  20040604
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.138599  20040604
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.479074  20040604
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.923361  20040604
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.596092  20040604
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.326873  20040604
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -7.578937  20040604
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.600582  20040604
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   58.231929  20040604
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -8.072812  20040604
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   10.247880  20040604
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -6.159527  20040604
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -6.069784  20040604
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -4.945940  20040604
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    3.964489  20040604
 3549   USFASTD_TELECOM   USFASTD_TELECOM  114.535240  20040604
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   20.447367  20040604
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.980720  20040604
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.855288  20040604
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.895096  20040604
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -8.772773  20040604
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  157.836711  20040604
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.174112  20040604
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.304856  20040604
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -6.989053  20040604
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.560537  20040604
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   58.394094  20040604
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   33.526360  20040604
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   39.513305  20040604
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.074154  20040604
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   41.906230  20040604
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   30.126709  20040604
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.984316  20040604
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  142.756940  20040604
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.553279  20040604
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  143.583269  20040604
 
 [3570 rows x 4 columns],
 '20040607':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.636195  20040607
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.004791  20040607
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.002995  20040607
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.023836  20040607
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.029412  20040607
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.043303  20040607
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.100626  20040607
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.006872  20040607
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.031386  20040607
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.098262  20040607
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.074961  20040607
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.011872  20040607
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.115943  20040607
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.145822  20040607
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.118460  20040607
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.042034  20040607
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.147069  20040607
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.048600  20040607
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.036899  20040607
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.037457  20040607
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.422269  20040607
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.059857  20040607
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.005501  20040607
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.514205  20040607
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.512865  20040607
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.083280  20040607
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.491592  20040607
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.866969  20040607
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.536907  20040607
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.315522  20040607
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -7.615363  20040607
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.728223  20040607
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   56.921544  20040607
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -7.875283  20040607
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   10.055810  20040607
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -5.978313  20040607
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -5.913426  20040607
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -4.829158  20040607
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    3.218852  20040607
 3549   USFASTD_TELECOM   USFASTD_TELECOM  112.721125  20040607
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   20.062214  20040607
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.835842  20040607
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.778455  20040607
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.997135  20040607
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -6.929737  20040607
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  154.571805  20040607
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.143066  20040607
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.272823  20040607
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -6.930078  20040607
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.440992  20040607
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   57.066594  20040607
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   32.753873  20040607
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   38.751648  20040607
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -7.368910  20040607
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   40.963189  20040607
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   29.526321  20040607
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.139546  20040607
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  140.526957  20040607
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -2.939509  20040607
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  120.534039  20040607
 
 [3570 rows x 4 columns],
 '20040608':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.541766  20040608
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.958965  20040608
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.003166  20040608
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.023092  20040608
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.027698  20040608
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.041204  20040608
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.095890  20040608
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.006582  20040608
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.029656  20040608
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.093140  20040608
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.071119  20040608
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.011082  20040608
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.108580  20040608
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.137564  20040608
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.111457  20040608
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.039491  20040608
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.141401  20040608
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.048356  20040608
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.034944  20040608
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.035119  20040608
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.398438  20040608
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.055375  20040608
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.004994  20040608
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.487304  20040608
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.487714  20040608
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.081146  20040608
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.471486  20040608
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.818446  20040608
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.507806  20040608
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.296429  20040608
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -7.210549  20040608
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.657887  20040608
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   53.614917  20040608
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -7.427205  20040608
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    9.467734  20040608
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -5.700489  20040608
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -5.575491  20040608
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -4.549124  20040608
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    3.072902  20040608
 3549   USFASTD_TELECOM   USFASTD_TELECOM  106.271146  20040608
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   18.912891  20040608
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.768984  20040608
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.684379  20040608
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.947747  20040608
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -6.619005  20040608
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  145.598971  20040608
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -4.929369  20040608
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.261416  20040608
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -6.536159  20040608
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.238421  20040608
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   55.454051  20040608
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   31.296513  20040608
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   37.096953  20040608
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -7.155163  20040608
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   38.620444  20040608
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   27.840816  20040608
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.002634  20040608
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  132.580549  20040608
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -2.820259  20040608
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  115.092025  20040608
 
 [3570 rows x 4 columns],
 '20040609':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.536154  20040609
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.001156  20040609
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.004065  20040609
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.024436  20040609
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.027837  20040609
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.040176  20040609
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.095253  20040609
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.006334  20040609
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.028644  20040609
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.094790  20040609
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.071411  20040609
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.011028  20040609
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.106830  20040609
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.137844  20040609
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.110014  20040609
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.040043  20040609
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.140482  20040609
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.054980  20040609
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.035094  20040609
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.035333  20040609
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.398731  20040609
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.053156  20040609
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.005032  20040609
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.506404  20040609
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.499421  20040609
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.087922  20040609
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.465246  20040609
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.820919  20040609
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.515265  20040609
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.296138  20040609
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -7.216866  20040609
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.693941  20040609
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   53.452491  20040609
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -7.475129  20040609
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    9.462332  20040609
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -5.709892  20040609
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -5.555704  20040609
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -4.536123  20040609
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    3.153644  20040609
 3549   USFASTD_TELECOM   USFASTD_TELECOM  109.465250  20040609
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   19.297883  20040609
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.705007  20040609
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.742937  20040609
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.699436  20040609
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.358834  20040609
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  145.539909  20040609
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -4.953804  20040609
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.277398  20040609
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -6.464743  20040609
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.556352  20040609
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   55.513099  20040609
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   31.247401  20040609
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   37.244273  20040609
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -7.374984  20040609
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   38.494091  20040609
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   27.969429  20040609
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.169748  20040609
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  134.200904  20040609
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.240985  20040609
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  121.665046  20040609
 
 [3570 rows x 4 columns],
 '20040610':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.492478  20040610
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.962860  20040610
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.003360  20040610
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.023350  20040610
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.028298  20040610
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.039313  20040610
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.093426  20040610
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.005952  20040610
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.028622  20040610
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.091524  20040610
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.069307  20040610
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.010682  20040610
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.105565  20040610
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.134317  20040610
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.108212  20040610
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.039234  20040610
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.136555  20040610
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.050557  20040610
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.033826  20040610
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.033994  20040610
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.387028  20040610
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.054154  20040610
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.006535  20040610
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.477567  20040610
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.474433  20040610
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.058930  20040610
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.457042  20040610
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.794270  20040610
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.497068  20040610
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.283481  20040610
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -6.950812  20040610
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.710799  20040610
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   51.852463  20040610
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -7.243930  20040610
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    9.177327  20040610
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -5.546356  20040610
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -5.480221  20040610
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -4.392838  20040610
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    3.038146  20040610
 3549   USFASTD_TELECOM   USFASTD_TELECOM  106.102177  20040610
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   18.703019  20040610
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.689981  20040610
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.740831  20040610
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.670552  20040610
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.061285  20040610
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  141.057780  20040610
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -4.819210  20040610
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.282207  20040610
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -6.273526  20040610
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.373175  20040610
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   54.270914  20040610
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   31.129998  20040610
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   36.356163  20040610
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -7.070007  20040610
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   39.072971  20040610
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   27.833397  20040610
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.030860  20040610
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  130.625490  20040610
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.070116  20040610
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  117.022027  20040610
 
 [3570 rows x 4 columns],
 '20040614':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.516397  20040614
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.098937  20040614
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.006989  20040614
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.027748  20040614
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.028474  20040614
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.036956  20040614
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.094614  20040614
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.005167  20040614
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.025890  20040614
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.096778  20040614
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.070912  20040614
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.011311  20040614
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.103203  20040614
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.135526  20040614
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.110829  20040614
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.040235  20040614
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.136263  20040614
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.071290  20040614
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.035210  20040614
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.034512  20040614
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.398635  20040614
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.047678  20040614
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.007887  20040614
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.530581  20040614
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.515186  20040614
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.089077  20040614
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.450331  20040614
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.821264  20040614
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.524761  20040614
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.299335  20040614
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -7.395844  20040614
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.049588  20040614
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   52.516693  20040614
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -7.355892  20040614
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    9.315003  20040614
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -5.648576  20040614
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -5.808333  20040614
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -4.624305  20040614
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    3.504049  20040614
 3549   USFASTD_TELECOM   USFASTD_TELECOM  107.465617  20040614
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   19.010417  20040614
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.749421  20040614
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.858549  20040614
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.668521  20040614
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -8.026782  20040614
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  143.606763  20040614
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -4.886404  20040614
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.187316  20040614
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -6.706709  20040614
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.836707  20040614
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   55.109983  20040614
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   32.862014  20040614
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   37.942175  20040614
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.146259  20040614
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   43.060475  20040614
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   30.561221  20040614
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.964426  20040614
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  140.207074  20040614
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.126101  20040614
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  135.057004  20040614
 
 [3570 rows x 4 columns],
 '20040615':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.513009  20040615
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.970090  20040615
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.001662  20040615
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.024787  20040615
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.027578  20040615
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.041724  20040615
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.095248  20040615
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.005294  20040615
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.029199  20040615
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.090672  20040615
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.073661  20040615
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.011089  20040615
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.108327  20040615
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.136335  20040615
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.112883  20040615
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.041242  20040615
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.137679  20040615
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.045039  20040615
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.033966  20040615
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.033858  20040615
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.402173  20040615
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.061815  20040615
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.008087  20040615
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.545077  20040615
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.528673  20040615
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.112768  20040615
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.447678  20040615
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.822181  20040615
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.490926  20040615
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.286647  20040615
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -7.332307  20040615
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.796179  20040615
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   52.249190  20040615
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -7.313635  20040615
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    9.339747  20040615
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -5.578370  20040615
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -5.810314  20040615
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -4.587618  20040615
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    3.094734  20040615
 3549   USFASTD_TELECOM   USFASTD_TELECOM  106.955183  20040615
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   18.874166  20040615
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.663539  20040615
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.863067  20040615
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.686031  20040615
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.095454  20040615
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  143.601548  20040615
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -4.877101  20040615
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.108283  20040615
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -6.709451  20040615
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.120709  20040615
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   54.773084  20040615
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   32.761635  20040615
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   37.675444  20040615
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -7.041394  20040615
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   43.186089  20040615
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   30.480655  20040615
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.571079  20040615
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  139.193763  20040615
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.663607  20040615
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  118.985714  20040615
 
 [3570 rows x 4 columns],
 '20040616':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.533637  20040616
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.951699  20040616
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.000444  20040616
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.022236  20040616
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.030393  20040616
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.045869  20040616
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.100823  20040616
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.005308  20040616
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.029316  20040616
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.090420  20040616
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.074844  20040616
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.010155  20040616
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.108630  20040616
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.137080  20040616
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.113332  20040616
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.040923  20040616
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.138437  20040616
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.039436  20040616
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.036094  20040616
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.034360  20040616
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.428408  20040616
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.067265  20040616
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.008463  20040616
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.623644  20040616
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.610779  20040616
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.150740  20040616
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.442199  20040616
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.830210  20040616
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.492920  20040616
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.281397  20040616
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -7.668530  20040616
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.740564  20040616
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   53.303071  20040616
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -7.414305  20040616
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    9.726140  20040616
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -5.689620  20040616
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -5.876885  20040616
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -4.844415  20040616
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    3.013650  20040616
 3549   USFASTD_TELECOM   USFASTD_TELECOM  107.597023  20040616
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   19.179314  20040616
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.661942  20040616
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.867781  20040616
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.673963  20040616
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -6.916708  20040616
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  148.178957  20040616
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.045960  20040616
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.107983  20040616
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -7.154103  20040616
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.094001  20040616
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   55.288680  20040616
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   33.005369  20040616
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   38.369260  20040616
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -6.857747  20040616
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   43.439385  20040616
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   30.935983  20040616
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.488145  20040616
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  142.844255  20040616
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.582977  20040616
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  116.095947  20040616
 
 [3570 rows x 4 columns],
 '20040617':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.689824  20040617
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.027087  20040617
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.001557  20040617
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.026696  20040617
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.033718  20040617
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.046124  20040617
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.107849  20040617
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.005709  20040617
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.031747  20040617
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.097423  20040617
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.083590  20040617
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.010579  20040617
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.117094  20040617
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.148733  20040617
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.123824  20040617
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.043136  20040617
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.147310  20040617
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.038074  20040617
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.042902  20040617
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.041583  20040617
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.479039  20040617
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.077886  20040617
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.010435  20040617
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.749308  20040617
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.697249  20040617
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.206548  20040617
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.452973  20040617
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.886480  20040617
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.538038  20040617
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.241396  20040617
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -8.907426  20040617
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.962842  20040617
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   62.436157  20040617
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -8.305257  20040617
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   10.589595  20040617
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -6.547643  20040617
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -6.670050  20040617
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -5.900458  20040617
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    3.394731  20040617
 3549   USFASTD_TELECOM   USFASTD_TELECOM  116.708871  20040617
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   21.074694  20040617
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.707170  20040617
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.021626  20040617
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.747684  20040617
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.319074  20040617
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  165.489834  20040617
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.458619  20040617
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.173551  20040617
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -7.608364  20040617
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.462904  20040617
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   60.419206  20040617
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   35.971632  20040617
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   42.230032  20040617
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -7.298969  20040617
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   47.209057  20040617
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   33.930003  20040617
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.711719  20040617
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  157.965086  20040617
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.902126  20040617
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  122.984892  20040617
 
 [3570 rows x 4 columns],
 '20040618':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.764392  20040618
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.038191  20040618
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.001623  20040618
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.023297  20040618
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.040277  20040618
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.051680  20040618
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.109621  20040618
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.009988  20040618
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.029474  20040618
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.096053  20040618
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.090930  20040618
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.012360  20040618
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.121423  20040618
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.161071  20040618
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.127264  20040618
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.044137  20040618
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.142997  20040618
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.046661  20040618
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.045382  20040618
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.038506  20040618
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.495191  20040618
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.080305  20040618
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.007034  20040618
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.723135  20040618
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.702016  20040618
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.181455  20040618
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.450058  20040618
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.856625  20040618
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.511340  20040618
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.311542  20040618
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -8.904632  20040618
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.921979  20040618
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   62.238743  20040618
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -8.275117  20040618
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   10.555573  20040618
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -6.523130  20040618
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -6.707661  20040618
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -5.970187  20040618
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    3.342592  20040618
 3549   USFASTD_TELECOM   USFASTD_TELECOM  116.401125  20040618
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   21.003351  20040618
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.698108  20040618
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.997620  20040618
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.818376  20040618
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.190586  20040618
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  164.917930  20040618
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.442996  20040618
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.179513  20040618
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -7.668078  20040618
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.389541  20040618
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   60.197128  20040618
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   36.132099  20040618
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   42.625000  20040618
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -7.175516  20040618
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   47.876552  20040618
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   34.665299  20040618
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.705324  20040618
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  161.779847  20040618
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.937684  20040618
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  120.982678  20040618
 
 [3570 rows x 4 columns],
 '20040621':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.645399  20040621
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.070788  20040621
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.003110  20040621
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.024251  20040621
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.039184  20040621
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.045288  20040621
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.100720  20040621
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.009675  20040621
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.025953  20040621
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.092505  20040621
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.083000  20040621
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.010111  20040621
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.103750  20040621
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.148128  20040621
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.112762  20040621
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.040078  20040621
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.131004  20040621
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.064130  20040621
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.042754  20040621
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.034180  20040621
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.460558  20040621
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.064048  20040621
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.004179  20040621
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.740899  20040621
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.694058  20040621
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.171755  20040621
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.426025  20040621
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.811028  20040621
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.496604  20040621
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.276177  20040621
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -8.198001  20040621
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.000642  20040621
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   56.892868  20040621
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -7.569624  20040621
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    9.656399  20040621
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -6.031881  20040621
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -6.135753  20040621
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -5.518612  20040621
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    3.505424  20040621
 3549   USFASTD_TELECOM   USFASTD_TELECOM  106.942723  20040621
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   19.315307  20040621
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.654295  20040621
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.854117  20040621
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.795839  20040621
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.461671  20040621
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  150.906220  20040621
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -4.986405  20040621
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.180070  20040621
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -7.053737  20040621
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.548412  20040621
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   55.448210  20040621
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   33.120576  20040621
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   39.220925  20040621
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -7.589252  20040621
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   43.689864  20040621
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   31.714788  20040621
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.826401  20040621
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  148.418509  20040621
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.110609  20040621
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  126.201783  20040621
 
 [3570 rows x 4 columns],
 '20040622':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.748033  20040622
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.965086  20040622
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.000733  20040622
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.019783  20040622
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.040018  20040622
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.055159  20040622
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.105995  20040622
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.010915  20040622
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.034848  20040622
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.088984  20040622
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.093873  20040622
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.012792  20040622
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.124118  20040622
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.162259  20040622
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.120782  20040622
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.043826  20040622
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.145704  20040622
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.030548  20040622
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.042554  20040622
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.035174  20040622
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.477499  20040622
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.079779  20040622
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.006529  20040622
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.717442  20040622
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.698297  20040622
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.166923  20040622
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.479845  20040622
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.871935  20040622
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.484399  20040622
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.308664  20040622
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -8.964877  20040622
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.196914  20040622
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   60.014978  20040622
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -8.231118  20040622
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   10.125878  20040622
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -6.331971  20040622
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -6.375568  20040622
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -5.773680  20040622
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    3.200725  20040622
 3549   USFASTD_TELECOM   USFASTD_TELECOM  115.788818  20040622
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   20.403899  20040622
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.703914  20040622
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.761036  20040622
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.849878  20040622
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -6.840088  20040622
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  156.749801  20040622
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.240438  20040622
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.170462  20040622
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -7.352304  20040622
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -3.987056  20040622
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   57.820928  20040622
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   34.732772  20040622
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   40.831571  20040622
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -6.703578  20040622
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   46.293415  20040622
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   33.235687  20040622
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.377727  20040622
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  154.303882  20040622
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.732545  20040622
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  111.619533  20040622
 
 [3570 rows x 4 columns],
 '20040623':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.820688  20040623
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.927271  20040623
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.004122  20040623
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.016750  20040623
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.045428  20040623
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.059658  20040623
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.111701  20040623
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.011586  20040623
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.038104  20040623
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.089476  20040623
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.099586  20040623
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.013572  20040623
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.133564  20040623
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.169959  20040623
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.128848  20040623
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.045853  20040623
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.155959  20040623
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.014196  20040623
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.044571  20040623
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.037004  20040623
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.499536  20040623
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.089370  20040623
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.007350  20040623
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.728115  20040623
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.709554  20040623
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.166535  20040623
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.505027  20040623
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.891939  20040623
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.488642  20040623
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.318592  20040623
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.270563  20040623
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.025709  20040623
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   64.732147  20040623
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -8.735847  20040623
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   10.829819  20040623
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -6.656817  20040623
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.211658  20040623
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -6.295827  20040623
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    3.383566  20040623
 3549   USFASTD_TELECOM   USFASTD_TELECOM  120.811071  20040623
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   21.272222  20040623
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.687818  20040623
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.915544  20040623
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.886226  20040623
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -6.567582  20040623
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  163.856020  20040623
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.487493  20040623
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.073689  20040623
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -7.789363  20040623
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -3.694020  20040623
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   60.319712  20040623
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   37.285561  20040623
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   42.802828  20040623
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -6.345983  20040623
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   51.553909  20040623
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   36.087870  20040623
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.656524  20040623
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  162.844420  20040623
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.820677  20040623
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  107.960801  20040623
 
 [3570 rows x 4 columns],
 '20040624':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.753205  20040624
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.037363  20040624
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.000025  20040624
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.021733  20040624
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.043540  20040624
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.054423  20040624
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.107948  20040624
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.010473  20040624
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.032520  20040624
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.092233  20040624
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.095389  20040624
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.013348  20040624
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.121268  20040624
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.162185  20040624
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.121631  20040624
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.043458  20040624
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.146268  20040624
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.042112  20040624
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.043675  20040624
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.034933  20040624
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.490599  20040624
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.075780  20040624
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.005976  20040624
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.752708  20040624
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.717288  20040624
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.188793  20040624
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.473016  20040624
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.881500  20040624
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.500088  20040624
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.305797  20040624
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.099929  20040624
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.232904  20040624
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   62.259438  20040624
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -9.080345  20040624
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   10.372479  20040624
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -6.424784  20040624
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -6.954649  20040624
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -6.039195  20040624
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    3.753711  20040624
 3549   USFASTD_TELECOM   USFASTD_TELECOM  131.737575  20040624
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   21.754203  20040624
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.521565  20040624
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.654280  20040624
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.467862  20040624
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.737485  20040624
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  157.230840  20040624
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.256002  20040624
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.072921  20040624
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -7.534421  20040624
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.249337  20040624
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   58.458424  20040624
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   36.262667  20040624
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   41.634062  20040624
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -7.337876  20040624
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   50.255057  20040624
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   35.243491  20040624
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.130081  20040624
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  158.523339  20040624
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.304586  20040624
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  122.952280  20040624
 
 [3570 rows x 4 columns],
 '20040625':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.795008  20040625
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.103874  20040625
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD   -0.002134  20040625
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.021135  20040625
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.041986  20040625
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.055609  20040625
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.120033  20040625
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.009444  20040625
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.033711  20040625
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.095313  20040625
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.097845  20040625
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.013439  20040625
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.118431  20040625
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.163865  20040625
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.122727  20040625
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.046820  20040625
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.157682  20040625
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.051055  20040625
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.043679  20040625
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.035415  20040625
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.509401  20040625
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.091821  20040625
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.008416  20040625
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -0.774055  20040625
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -0.761043  20040625
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.208809  20040625
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.502669  20040625
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.887821  20040625
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.538656  20040625
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.318227  20040625
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.272934  20040625
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.380178  20040625
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   64.766526  20040625
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -9.162831  20040625
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   10.789882  20040625
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -6.517862  20040625
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.073221  20040625
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -6.081353  20040625
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    3.968809  20040625
 3549   USFASTD_TELECOM   USFASTD_TELECOM  140.271110  20040625
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   22.862936  20040625
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.793413  20040625
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.858984  20040625
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.292972  20040625
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -8.475813  20040625
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  160.239029  20040625
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.277207  20040625
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.129746  20040625
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -7.571574  20040625
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.572494  20040625
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   60.134362  20040625
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   37.101926  20040625
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   42.584681  20040625
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -7.886729  20040625
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   51.105295  20040625
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   35.837364  20040625
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.383187  20040625
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  160.927979  20040625
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.565412  20040625
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  130.607260  20040625
 
 [3570 rows x 4 columns],
 '20040628':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.853811  20040628
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.439853  20040628
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.053939  20040628
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.004281  20040628
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.056336  20040628
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.048714  20040628
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.154717  20040628
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.022334  20040628
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.023181  20040628
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.104443  20040628
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.121953  20040628
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.022871  20040628
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.162203  20040628
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.213638  20040628
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.174196  20040628
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.062989  20040628
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.163420  20040628
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.043011  20040628
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.053303  20040628
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.032073  20040628
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.647680  20040628
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.137695  20040628
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.014513  20040628
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.237669  20040628
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.334168  20040628
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.819203  20040628
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.519221  20040628
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.218587  20040628
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.731655  20040628
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.285785  20040628
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.628307  20040628
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.723304  20040628
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   68.995387  20040628
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -9.747642  20040628
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   11.717252  20040628
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -6.976923  20040628
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.470843  20040628
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -6.318923  20040628
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    4.535512  20040628
 3549   USFASTD_TELECOM   USFASTD_TELECOM  145.693312  20040628
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   23.906086  20040628
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.911844  20040628
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.967630  20040628
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.353107  20040628
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -9.505691  20040628
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  170.421204  20040628
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.636051  20040628
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.100065  20040628
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -7.858563  20040628
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.140342  20040628
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   62.758255  20040628
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   38.592656  20040628
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   44.283928  20040628
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.906983  20040628
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   52.965475  20040628
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   37.160779  20040628
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.884066  20040628
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  167.067411  20040628
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.049249  20040628
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  146.602316  20040628
 
 [3570 rows x 4 columns],
 '20040629':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    3.187721  20040629
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.391815  20040629
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.054784  20040629
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.004476  20040629
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.063766  20040629
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.060458  20040629
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.175764  20040629
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.026914  20040629
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.032097  20040629
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.110990  20040629
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.138922  20040629
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.025660  20040629
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.193698  20040629
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.241342  20040629
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.201907  20040629
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.071164  20040629
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.190973  20040629
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.005864  20040629
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.058577  20040629
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.036821  20040629
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.730556  20040629
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.169414  20040629
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.017349  20040629
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.293995  20040629
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.427566  20040629
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.862847  20040629
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.607188  20040629
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.352132  20040629
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.789058  20040629
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.317032  20040629
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -13.061872  20040629
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.967596  20040629
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   82.990424  20040629
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -11.134564  20040629
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   13.709207  20040629
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.842249  20040629
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -9.701998  20040629
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.884017  20040629
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    4.566687  20040629
 3549   USFASTD_TELECOM   USFASTD_TELECOM  163.274821  20040629
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   26.765346  20040629
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.883419  20040629
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.172148  20040629
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.654449  20040629
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -8.905461  20040629
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  191.172569  20040629
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -6.710994  20040629
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.033183  20040629
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -9.053981  20040629
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.704060  20040629
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   75.905430  20040629
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   47.457377  20040629
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   52.500388  20040629
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.678733  20040629
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   65.828391  20040629
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   44.712444  20040629
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.997036  20040629
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  192.815367  20040629
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.982029  20040629
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  136.016293  20040629
 
 [3570 rows x 4 columns],
 '20040630':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.935048  20040630
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.211987  20040630
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.050368  20040630
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.006862  20040630
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.060462  20040630
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.056657  20040630
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.162202  20040630
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.025125  20040630
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.032155  20040630
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.100071  20040630
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.128158  20040630
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.023894  20040630
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.180768  20040630
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.226704  20040630
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.190239  20040630
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.065571  20040630
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.178795  20040630
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.006310  20040630
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.052955  20040630
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.034051  20040630
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.668479  20040630
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.160839  20040630
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.018364  20040630
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.138896  20040630
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.276477  20040630
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.764186  20040630
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.573788  20040630
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.232983  20040630
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.710125  20040630
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.272870  20040630
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -12.221268  20040630
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.654852  20040630
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   76.338413  20040630
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -10.221743  20040630
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   12.808089  20040630
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.115026  20040630
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -9.135004  20040630
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.245171  20040630
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    3.936079  20040630
 3549   USFASTD_TELECOM   USFASTD_TELECOM  150.100762  20040630
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   24.895341  20040630
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.781284  20040630
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.001724  20040630
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.533710  20040630
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.688084  20040630
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  180.144901  20040630
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -6.239803  20040630
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.319772  20040630
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -8.319535  20040630
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.241783  20040630
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   69.798229  20040630
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   44.467330  20040630
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   48.444057  20040630
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -7.487300  20040630
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   63.197622  20040630
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   41.917991  20040630
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.276834  20040630
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  178.557507  20040630
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.420024  20040630
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  117.207352  20040630
 
 [3570 rows x 4 columns],
 '20040701':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    3.018191  20040701
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.324945  20040701
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.054890  20040701
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.005537  20040701
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.062440  20040701
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.057636  20040701
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.167457  20040701
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.025333  20040701
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.032754  20040701
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.105510  20040701
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.131863  20040701
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.024728  20040701
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.183285  20040701
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.240113  20040701
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.195033  20040701
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.067245  20040701
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.183136  20040701
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.004163  20040701
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.054795  20040701
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.036398  20040701
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.689756  20040701
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.161763  20040701
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.018654  20040701
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.207685  20040701
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.340064  20040701
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.812273  20040701
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.589580  20040701
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.297198  20040701
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.744927  20040701
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.280286  20040701
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -12.673103  20040701
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    4.776229  20040701
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   82.499169  20040701
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -11.642694  20040701
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   13.455593  20040701
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.561182  20040701
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -9.615993  20040701
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.524679  20040701
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    4.944836  20040701
 3549   USFASTD_TELECOM   USFASTD_TELECOM  162.010236  20040701
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   26.155563  20040701
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.878486  20040701
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.135206  20040701
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.715749  20040701
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -9.295381  20040701
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  185.120288  20040701
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -6.397744  20040701
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.321826  20040701
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -8.548934  20040701
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.673997  20040701
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   71.751219  20040701
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   45.706597  20040701
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   49.841449  20040701
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.270880  20040701
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   64.945540  20040701
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   43.122656  20040701
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.687892  20040701
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  183.899201  20040701
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.731971  20040701
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  132.271230  20040701
 
 [3570 rows x 4 columns],
 '20040702':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.893660  20040702
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.302360  20040702
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.052513  20040702
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.001357  20040702
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.060841  20040702
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.054139  20040702
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.157579  20040702
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.025593  20040702
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.025592  20040702
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.111465  20040702
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.124824  20040702
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.022186  20040702
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.170900  20040702
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.228058  20040702
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.183846  20040702
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.062727  20040702
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.170945  20040702
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.015408  20040702
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.053165  20040702
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.037407  20040702
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.667822  20040702
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.152630  20040702
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.018203  20040702
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.231948  20040702
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.328321  20040702
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.796763  20040702
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.544001  20040702
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.258505  20040702
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.719722  20040702
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.264513  20040702
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -12.170515  20040702
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    4.613426  20040702
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   78.940399  20040702
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -11.204300  20040702
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   12.814206  20040702
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.413152  20040702
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -9.264992  20040702
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.474778  20040702
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    4.910604  20040702
 3549   USFASTD_TELECOM   USFASTD_TELECOM  154.700943  20040702
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   24.928752  20040702
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.981702  20040702
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.109679  20040702
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.460970  20040702
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -9.210271  20040702
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  175.975562  20040702
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -6.153261  20040702
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.296402  20040702
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -8.219219  20040702
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.627200  20040702
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   70.501210  20040702
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   44.366947  20040702
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   49.084377  20040702
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.379347  20040702
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   62.217529  20040702
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   41.874497  20040702
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.665447  20040702
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  180.277361  20040702
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.856567  20040702
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  130.868682  20040702
 
 [3570 rows x 4 columns],
 '20040706':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    3.104848  20040706
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.483307  20040706
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.056443  20040706
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.001390  20040706
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.064143  20040706
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.059714  20040706
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.176473  20040706
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.026011  20040706
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.027591  20040706
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.120774  20040706
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.132930  20040706
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.033086  20040706
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.183110  20040706
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.257714  20040706
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.197585  20040706
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.066484  20040706
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.181273  20040706
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.019940  20040706
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.057542  20040706
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.035091  20040706
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.728643  20040706
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.163774  20040706
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.016632  20040706
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.300900  20040706
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.400058  20040706
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.804474  20040706
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.630556  20040706
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.387769  20040706
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.795067  20040706
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.257630  20040706
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -13.520172  20040706
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    5.802808  20040706
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   87.615731  20040706
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -12.327605  20040706
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   13.682087  20040706
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -9.232796  20040706
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -10.230551  20040706
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -8.452717  20040706
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    6.158090  20040706
 3549   USFASTD_TELECOM   USFASTD_TELECOM  164.968730  20040706
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   26.721504  20040706
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.108956  20040706
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.318012  20040706
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.448556  20040706
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -10.648626  20040706
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  188.528098  20040706
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -6.510744  20040706
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.237598  20040706
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -8.659045  20040706
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.548537  20040706
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   75.171619  20040706
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   47.410395  20040706
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   52.543529  20040706
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.678576  20040706
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   66.605114  20040706
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   44.950885  20040706
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.470461  20040706
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  193.528243  20040706
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.836404  20040706
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  152.549429  20040706
 
 [3570 rows x 4 columns],
 '20040707':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    3.007551  20040707
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.407427  20040707
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.053906  20040707
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.000246  20040707
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.062582  20040707
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.058514  20040707
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.171226  20040707
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.027018  20040707
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.027342  20040707
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.115896  20040707
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.129413  20040707
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.032730  20040707
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.179929  20040707
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.249965  20040707
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.192441  20040707
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.064551  20040707
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.179011  20040707
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.013563  20040707
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.055455  20040707
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.034743  20040707
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.704224  20040707
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.164126  20040707
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.016214  20040707
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.247877  20040707
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.345539  20040707
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.769205  20040707
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.623197  20040707
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.341176  20040707
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.781074  20040707
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.250620  20040707
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -13.504039  20040707
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    5.533539  20040707
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   85.344586  20040707
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -11.974680  20040707
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   13.454256  20040707
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.955676  20040707
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -9.913044  20040707
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -8.207169  20040707
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.886976  20040707
 3549   USFASTD_TELECOM   USFASTD_TELECOM  164.713004  20040707
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   26.670844  20040707
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.087632  20040707
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.402195  20040707
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.751176  20040707
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -10.174421  20040707
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  184.870869  20040707
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -6.343591  20040707
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.163142  20040707
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -8.258044  20040707
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.245060  20040707
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   72.805054  20040707
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   46.015416  20040707
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   52.262904  20040707
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.154021  20040707
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   64.810609  20040707
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   44.969084  20040707
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.181323  20040707
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  198.576199  20040707
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.607747  20040707
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  144.208060  20040707
 
 [3570 rows x 4 columns],
 '20040708':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.984541  20040708
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.470169  20040708
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.058536  20040708
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.001034  20040708
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.060860  20040708
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.054357  20040708
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.166217  20040708
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.025145  20040708
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.026565  20040708
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.116486  20040708
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.127238  20040708
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.029723  20040708
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.181903  20040708
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.246117  20040708
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.186400  20040708
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.063121  20040708
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.181541  20040708
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.025574  20040708
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.055082  20040708
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.031866  20040708
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.698252  20040708
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.153137  20040708
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.012241  20040708
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.254731  20040708
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.375869  20040708
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.778266  20040708
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.604641  20040708
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.316816  20040708
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.777885  20040708
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.325879  20040708
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -13.219705  20040708
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    5.331842  20040708
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   84.128182  20040708
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -11.837869  20040708
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   13.303450  20040708
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.874635  20040708
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -9.783229  20040708
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -8.058007  20040708
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.937645  20040708
 3549   USFASTD_TELECOM   USFASTD_TELECOM  162.455794  20040708
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   26.614928  20040708
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.032080  20040708
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.332466  20040708
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.781884  20040708
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -10.339109  20040708
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  185.528149  20040708
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -6.535963  20040708
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.304172  20040708
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -8.334744  20040708
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.136843  20040708
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   73.341139  20040708
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   46.150324  20040708
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   52.133605  20040708
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.772010  20040708
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   64.605497  20040708
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   44.629639  20040708
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.553185  20040708
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  195.803381  20040708
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.939458  20040708
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  150.909792  20040708
 
 [3570 rows x 4 columns],
 '20040709':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.784592  20040709
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.388428  20040709
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.057286  20040709
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.001808  20040709
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.056765  20040709
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.050298  20040709
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.154830  20040709
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.023318  20040709
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.024227  20040709
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.109201  20040709
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.119758  20040709
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.027693  20040709
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.169168  20040709
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.230433  20040709
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.174264  20040709
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.058944  20040709
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.169169  20040709
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.026554  20040709
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.051570  20040709
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.030541  20040709
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.654164  20040709
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.141883  20040709
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.011770  20040709
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.173774  20040709
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.285410  20040709
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.727543  20040709
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.562276  20040709
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.241332  20040709
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.730325  20040709
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.303560  20040709
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -12.481366  20040709
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    5.076418  20040709
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   79.955700  20040709
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -11.153616  20040709
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   12.458655  20040709
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.763605  20040709
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -9.242624  20040709
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.737001  20040709
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.718106  20040709
 3549   USFASTD_TELECOM   USFASTD_TELECOM  151.513583  20040709
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   24.853819  20040709
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.013767  20040709
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.183641  20040709
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.716109  20040709
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -9.767322  20040709
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  173.365961  20040709
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -6.172506  20040709
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.269842  20040709
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -7.768272  20040709
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.885365  20040709
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   72.040581  20040709
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   44.163575  20040709
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   50.177548  20040709
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.536837  20040709
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   60.332720  20040709
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   41.854865  20040709
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.257954  20040709
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  184.290668  20040709
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.680023  20040709
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  142.749421  20040709
 
 [3570 rows x 4 columns],
 '20040712':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.672026  20040712
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.261028  20040712
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.053662  20040712
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.001674  20040712
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.054631  20040712
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.050278  20040712
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.149506  20040712
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.023243  20040712
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.025235  20040712
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.102135  20040712
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.115897  20040712
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.026526  20040712
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.166598  20040712
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.222729  20040712
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.170005  20040712
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.057524  20040712
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.164921  20040712
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.011781  20040712
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.049076  20040712
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.029652  20040712
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.624605  20040712
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.141633  20040712
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.011551  20040712
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.096166  20040712
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.213512  20040712
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.680740  20040712
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.552606  20040712
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.179664  20040712
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.686533  20040712
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.291640  20040712
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -12.465427  20040712
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    4.703829  20040712
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   81.144989  20040712
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -12.543114  20040712
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   12.191726  20040712
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.618427  20040712
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -9.105583  20040712
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.853014  20040712
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.319884  20040712
 3549   USFASTD_TELECOM   USFASTD_TELECOM  161.845383  20040712
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   25.163515  20040712
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.011371  20040712
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.219406  20040712
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.342859  20040712
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -9.235908  20040712
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  166.688552  20040712
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.950698  20040712
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.267134  20040712
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -7.461120  20040712
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.375216  20040712
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   69.188563  20040712
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   42.418816  20040712
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   48.285110  20040712
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.606407  20040712
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   57.965613  20040712
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   40.286565  20040712
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.751557  20040712
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  177.778215  20040712
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.148123  20040712
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  128.141429  20040712
 
 [3570 rows x 4 columns],
 '20040713':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.585571  20040713
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.184384  20040713
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.054712  20040713
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.003138  20040713
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.054198  20040713
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.048247  20040713
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.145227  20040713
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.022500  20040713
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.025113  20040713
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.099043  20040713
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.114682  20040713
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.024937  20040713
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.162412  20040713
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.215344  20040713
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.165104  20040713
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.055571  20040713
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.161052  20040713
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.006442  20040713
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.047149  20040713
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.028582  20040713
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.603750  20040713
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.139140  20040713
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.010547  20040713
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.038251  20040713
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.156441  20040713
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.637575  20040713
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.546717  20040713
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.133250  20040713
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.654051  20040713
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.277050  20040713
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -12.139979  20040713
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    4.437146  20040713
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   78.630139  20040713
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -12.170672  20040713
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   11.808486  20040713
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.328647  20040713
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.974366  20040713
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.577819  20040713
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.003613  20040713
 3549   USFASTD_TELECOM   USFASTD_TELECOM  157.002559  20040713
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   24.362227  20040713
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.945440  20040713
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.243821  20040713
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.389448  20040713
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -8.666660  20040713
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  161.221076  20040713
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.767368  20040713
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.270128  20040713
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -7.227831  20040713
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.084738  20040713
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   66.988352  20040713
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   41.568411  20040713
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   46.794539  20040713
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.067987  20040713
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   57.768008  20040713
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   39.438363  20040713
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.510981  20040713
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  172.389618  20040713
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.837349  20040713
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  119.750932  20040713
 
 [3570 rows x 4 columns],
 '20040714':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.841741  20040714
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.114195  20040714
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.059275  20040714
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.008545  20040714
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.055944  20040714
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.065317  20040714
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.162491  20040714
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.026824  20040714
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.025921  20040714
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.097145  20040714
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.124976  20040714
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.024018  20040714
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.189782  20040714
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.231074  20040714
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.182439  20040714
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.061493  20040714
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.188925  20040714
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.036355  20040714
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.044897  20040714
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.029068  20040714
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.654232  20040714
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.158928  20040714
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.006474  20040714
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.222214  20040714
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.382316  20040714
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.799591  20040714
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.522751  20040714
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.179098  20040714
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.652510  20040714
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.319005  20040714
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -13.185637  20040714
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    4.232061  20040714
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   95.335489  20040714
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -14.867494  20040714
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   13.915088  20040714
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -10.734440  20040714
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -11.607179  20040714
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -9.058612  20040714
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.239075  20040714
 3549   USFASTD_TELECOM   USFASTD_TELECOM  173.633366  20040714
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   26.379604  20040714
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.537461  20040714
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.098751  20040714
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.200048  20040714
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -8.233570  20040714
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  175.460150  20040714
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -6.798739  20040714
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.607306  20040714
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -7.996649  20040714
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -3.614179  20040714
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   78.637344  20040714
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   49.095883  20040714
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   52.812667  20040714
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -7.917129  20040714
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   68.138200  20040714
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   44.625737  20040714
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.528206  20040714
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  186.667018  20040714
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.545550  20040714
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  108.272078  20040714
 
 [3570 rows x 4 columns],
 '20040715':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.851188  20040715
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.251559  20040715
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.063180  20040715
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.002751  20040715
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.056054  20040715
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.061911  20040715
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.161514  20040715
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.026113  20040715
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.022562  20040715
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.103317  20040715
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.129833  20040715
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.024108  20040715
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.184851  20040715
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.231210  20040715
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.178986  20040715
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.061953  20040715
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.191969  20040715
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.011054  20040715
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.046309  20040715
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.029656  20040715
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.680566  20040715
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.151093  20040715
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.006029  20040715
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.319559  20040715
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.442976  20040715
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.832875  20040715
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.507805  20040715
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.206914  20040715
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.682767  20040715
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.323245  20040715
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -13.220373  20040715
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    4.695491  20040715
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  100.132167  20040715
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -16.034327  20040715
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   14.274774  20040715
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -10.868488  20040715
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -11.686226  20040715
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -9.265691  20040715
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.757740  20040715
 3549   USFASTD_TELECOM   USFASTD_TELECOM  179.522485  20040715
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   26.770771  20040715
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.482177  20040715
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.954196  20040715
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.177735  20040715
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -9.284924  20040715
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  175.743140  20040715
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -6.770049  20040715
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.563359  20040715
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -7.986271  20040715
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.192005  20040715
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   79.167686  20040715
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   49.664579  20040715
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   53.026473  20040715
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.967104  20040715
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   69.196570  20040715
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   44.979359  20040715
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.165873  20040715
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  186.913813  20040715
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.115585  20040715
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  124.333026  20040715
 
 [3570 rows x 4 columns],
 '20040716':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.923478  20040716
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.204905  20040716
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.062108  20040716
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.006181  20040716
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.059343  20040716
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.064193  20040716
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.170448  20040716
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.026780  20040716
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.024950  20040716
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.101723  20040716
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.141400  20040716
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.025033  20040716
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.197184  20040716
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.237966  20040716
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.185908  20040716
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.064989  20040716
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.198241  20040716
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.027739  20040716
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.046367  20040716
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.031831  20040716
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.716491  20040716
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.160377  20040716
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.007628  20040716
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.347049  20040716
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.521278  20040716
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.876154  20040716
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.510457  20040716
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.216935  20040716
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.674931  20040716
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.308316  20040716
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -14.232143  20040716
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    4.648184  20040716
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  102.704113  20040716
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -16.436499  20040716
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   14.743955  20040716
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -11.391318  20040716
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -11.994959  20040716
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -9.747428  20040716
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.546777  20040716
 3549   USFASTD_TELECOM   USFASTD_TELECOM  184.312089  20040716
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   27.728430  20040716
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.615171  20040716
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    3.038887  20040716
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.041074  20040716
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -8.909249  20040716
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  183.087413  20040716
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -6.912772  20040716
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.524245  20040716
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -8.039717  20040716
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.152365  20040716
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   85.066298  20040716
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   52.182786  20040716
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   57.358239  20040716
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.996406  20040716
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   71.164640  20040716
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   47.379471  20040716
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.005400  20040716
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  201.367711  20040716
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.369949  20040716
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  118.171608  20040716
 
 [3570 rows x 4 columns],
 '20040719':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.796167  20040719
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.327251  20040719
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.062732  20040719
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.005705  20040719
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.053092  20040719
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.054545  20040719
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.158596  20040719
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.021588  20040719
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.013866  20040719
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.108469  20040719
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.132766  20040719
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.022695  20040719
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.188240  20040719
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.235783  20040719
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.169371  20040719
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.060107  20040719
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.185117  20040719
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.009823  20040719
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.046555  20040719
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.031446  20040719
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.693870  20040719
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.140840  20040719
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.003464  20040719
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.356631  20040719
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.514076  20040719
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.905213  20040719
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.456503  20040719
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.191204  20040719
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.690397  20040719
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.293748  20040719
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -13.449817  20040719
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    4.989772  20040719
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   98.742662  20040719
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -15.907393  20040719
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   14.284901  20040719
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -10.918234  20040719
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -11.390529  20040719
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -9.209345  20040719
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.974313  20040719
 3549   USFASTD_TELECOM   USFASTD_TELECOM  175.849117  20040719
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   26.417795  20040719
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.631063  20040719
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.871574  20040719
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.075973  20040719
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -9.797036  20040719
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  175.662273  20040719
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -6.551673  20040719
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.389638  20040719
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -7.531381  20040719
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.724603  20040719
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   80.666979  20040719
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   49.567365  20040719
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   54.409249  20040719
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.819793  20040719
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   67.742998  20040719
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   45.079337  20040719
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.496548  20040719
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  191.086500  20040719
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.876300  20040719
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  132.328615  20040719
 
 [3570 rows x 4 columns],
 '20040720':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.907237  20040720
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.266632  20040720
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.063781  20040720
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.003087  20040720
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.060646  20040720
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.058444  20040720
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.160828  20040720
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.017944  20040720
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.012001  20040720
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.106422  20040720
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.132771  20040720
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.022433  20040720
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.199946  20040720
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.238385  20040720
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.174760  20040720
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.060090  20040720
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.204517  20040720
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.005197  20040720
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.044269  20040720
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.039860  20040720
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.709443  20040720
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.143116  20040720
 22    USFASTD_1DREVRSL     USFASTD_VALUE   -0.002990  20040720
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.435734  20040720
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.620387  20040720
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.053897  20040720
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.468578  20040720
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.162703  20040720
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.640996  20040720
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.375632  20040720
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -13.366922  20040720
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    4.524916  20040720
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   98.739228  20040720
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -15.876822  20040720
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   14.313873  20040720
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -10.864696  20040720
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -11.360748  20040720
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -9.180907  20040720
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.291816  20040720
 3549   USFASTD_TELECOM   USFASTD_TELECOM  176.037553  20040720
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   26.414029  20040720
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.526201  20040720
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.819077  20040720
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.187778  20040720
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -8.586819  20040720
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  175.788997  20040720
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -6.610606  20040720
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.417620  20040720
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -7.614662  20040720
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.113430  20040720
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   80.607825  20040720
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   49.519120  20040720
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   54.528643  20040720
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.545234  20040720
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   67.696072  20040720
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   45.157397  20040720
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.799755  20040720
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  192.090224  20040720
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.987681  20040720
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  114.987495  20040720
 
 [3570 rows x 4 columns],
 '20040721':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    3.206704  20040721
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.547360  20040721
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.069915  20040721
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.000987  20040721
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.071551  20040721
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.064194  20040721
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.181869  20040721
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.016802  20040721
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.005185  20040721
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.123976  20040721
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.136191  20040721
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.032926  20040721
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.208840  20040721
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.247160  20040721
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.184756  20040721
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.077703  20040721
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.210318  20040721
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.007045  20040721
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.065627  20040721
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.036308  20040721
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.775929  20040721
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.153430  20040721
 22    USFASTD_1DREVRSL     USFASTD_VALUE   -0.005490  20040721
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.596478  20040721
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.830924  20040721
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.226058  20040721
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.376439  20040721
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.376542  20040721
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.667347  20040721
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.445070  20040721
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -14.440753  20040721
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    5.585233  20040721
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  104.309362  20040721
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -17.082636  20040721
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   15.022359  20040721
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -11.545702  20040721
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -11.958144  20040721
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -9.600188  20040721
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    7.057683  20040721
 3549   USFASTD_TELECOM   USFASTD_TELECOM  187.325993  20040721
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   28.882973  20040721
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.422486  20040721
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.823333  20040721
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.606194  20040721
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -11.606334  20040721
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  192.032572  20040721
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -7.620139  20040721
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.738018  20040721
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -8.895808  20040721
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -6.168373  20040721
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   89.314547  20040721
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   54.203986  20040721
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   60.547381  20040721
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -10.473790  20040721
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   72.951610  20040721
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   49.444046  20040721
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.688737  20040721
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  211.722644  20040721
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.607851  20040721
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  154.214054  20040721
 
 [3570 rows x 4 columns],
 '20040722':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    3.226911  20040722
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.451007  20040722
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.068575  20040722
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.005260  20040722
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.072251  20040722
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.067641  20040722
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.190897  20040722
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.015947  20040722
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.006674  20040722
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.121030  20040722
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.138535  20040722
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.032522  20040722
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.215881  20040722
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.250292  20040722
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.189335  20040722
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.079949  20040722
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.226661  20040722
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.018070  20040722
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.065658  20040722
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.039733  20040722
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.794647  20040722
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.172248  20040722
 22    USFASTD_1DREVRSL     USFASTD_VALUE   -0.005925  20040722
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.554317  20040722
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.792114  20040722
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.200560  20040722
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.391035  20040722
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.376816  20040722
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.641463  20040722
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.422087  20040722
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -14.889302  20040722
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    5.266044  20040722
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  106.627151  20040722
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -17.119083  20040722
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   15.248616  20040722
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -11.846277  20040722
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -12.122449  20040722
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -9.784436  20040722
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    6.630712  20040722
 3549   USFASTD_TELECOM   USFASTD_TELECOM  189.687833  20040722
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   29.113650  20040722
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.269968  20040722
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.790351  20040722
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.708284  20040722
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -10.774017  20040722
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  193.025824  20040722
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -7.742070  20040722
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.761545  20040722
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -8.979120  20040722
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.731462  20040722
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   90.774779  20040722
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   54.788793  20040722
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   61.293145  20040722
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.715748  20040722
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   73.376077  20040722
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   49.787421  20040722
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.232567  20040722
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  213.481664  20040722
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.139384  20040722
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  141.847844  20040722
 
 [3570 rows x 4 columns],
 '20040723':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    3.261911  20040723
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.553132  20040723
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.071265  20040723
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.002011  20040723
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.073229  20040723
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.066604  20040723
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.201223  20040723
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.015482  20040723
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.005000  20040723
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.125148  20040723
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.139865  20040723
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.032826  20040723
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.215211  20040723
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.258552  20040723
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.191095  20040723
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.081806  20040723
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.229902  20040723
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.005239  20040723
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.066702  20040723
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.039950  20040723
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.806877  20040723
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.169408  20040723
 22    USFASTD_1DREVRSL     USFASTD_VALUE   -0.006523  20040723
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.599125  20040723
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.830389  20040723
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.229314  20040723
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.384693  20040723
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.400216  20040723
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.665447  20040723
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.424401  20040723
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -15.169105  20040723
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    5.713615  20040723
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  107.690214  20040723
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -18.238722  20040723
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   15.760256  20040723
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -12.019061  20040723
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -12.825710  20040723
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -10.013824  20040723
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    7.065670  20040723
 3549   USFASTD_TELECOM   USFASTD_TELECOM  215.743343  20040723
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   30.405383  20040723
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.056647  20040723
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.575811  20040723
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.734690  20040723
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -13.453842  20040723
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  205.139732  20040723
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -7.858165  20040723
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.084184  20040723
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -8.924517  20040723
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.689155  20040723
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   92.315591  20040723
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   58.287654  20040723
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   62.983734  20040723
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -10.312222  20040723
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   82.012095  20040723
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   53.808891  20040723
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.225725  20040723
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  221.236241  20040723
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.180184  20040723
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  155.265187  20040723
 
 [3570 rows x 4 columns],
 '20040726':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    3.216604  20040726
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.696007  20040726
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.072215  20040726
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.002219  20040726
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.070635  20040726
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.058040  20040726
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.190162  20040726
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.016409  20040726
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.002737  20040726
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.133482  20040726
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.135616  20040726
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.029525  20040726
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.200472  20040726
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.279797  20040726
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.178831  20040726
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.077385  20040726
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.217609  20040726
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.032910  20040726
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.068276  20040726
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.045739  20040726
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.820348  20040726
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.146149  20040726
 22    USFASTD_1DREVRSL     USFASTD_VALUE   -0.004187  20040726
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.617254  20040726
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.816440  20040726
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.194673  20040726
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.371127  20040726
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.392438  20040726
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.684890  20040726
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.469086  20040726
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -14.725098  20040726
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    6.484122  20040726
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  106.074312  20040726
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -18.109007  20040726
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   15.348854  20040726
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -11.845037  20040726
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -12.673092  20040726
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -10.026897  20040726
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    7.536801  20040726
 3549   USFASTD_TELECOM   USFASTD_TELECOM  236.798959  20040726
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   30.982514  20040726
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    1.023805  20040726
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.310919  20040726
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -2.448189  20040726
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -15.692242  20040726
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  200.069714  20040726
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -7.606320  20040726
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.031129  20040726
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -8.663583  20040726
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -6.146286  20040726
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   90.052036  20040726
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   56.938302  20040726
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   61.759327  20040726
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -11.230249  20040726
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   80.196194  20040726
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   52.864322  20040726
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.712936  20040726
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  217.906988  20040726
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.658967  20040726
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  169.591024  20040726
 
 [3570 rows x 4 columns],
 '20040727':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    3.321527  20040727
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.537934  20040727
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.068881  20040727
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.008639  20040727
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.073436  20040727
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.069537  20040727
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.200140  20040727
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.019375  20040727
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.009594  20040727
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.127057  20040727
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.149064  20040727
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.031685  20040727
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.231023  20040727
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.303382  20040727
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.192781  20040727
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.081251  20040727
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.231458  20040727
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.017008  20040727
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.069479  20040727
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.049028  20040727
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.837205  20040727
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.169641  20040727
 22    USFASTD_1DREVRSL     USFASTD_VALUE   -0.003571  20040727
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.560568  20040727
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.799943  20040727
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.169812  20040727
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.420219  20040727
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.401533  20040727
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.652626  20040727
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.481550  20040727
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -15.496585  20040727
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    4.999881  20040727
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  112.299099  20040727
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -20.094907  20040727
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   15.910157  20040727
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -12.197947  20040727
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -13.079518  20040727
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -10.414665  20040727
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    6.343401  20040727
 3549   USFASTD_TELECOM   USFASTD_TELECOM  257.682654  20040727
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   33.786591  20040727
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.405714  20040727
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.441452  20040727
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -2.744602  20040727
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -13.713250  20040727
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  211.664111  20040727
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -8.341163  20040727
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.437046  20040727
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -9.138505  20040727
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.083664  20040727
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   95.467267  20040727
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   61.118527  20040727
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   64.703299  20040727
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -10.359347  20040727
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   87.034913  20040727
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   55.957909  20040727
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.598172  20040727
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  226.018496  20040727
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.910185  20040727
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  153.893320  20040727
 
 [3570 rows x 4 columns],
 '20040728':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    3.332715  20040728
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.476183  20040728
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.062347  20040728
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.013643  20040728
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.074010  20040728
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.067184  20040728
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.198529  20040728
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.019332  20040728
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.014105  20040728
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.124107  20040728
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.150850  20040728
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.036817  20040728
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.233648  20040728
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.302195  20040728
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.201160  20040728
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.080394  20040728
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.231551  20040728
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.027157  20040728
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.067701  20040728
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.054164  20040728
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.835301  20040728
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.170487  20040728
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.000327  20040728
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.577042  20040728
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.855672  20040728
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.216799  20040728
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.431750  20040728
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.379633  20040728
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.635637  20040728
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.478511  20040728
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -15.549165  20040728
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    4.743385  20040728
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  112.235436  20040728
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -20.093292  20040728
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   15.926661  20040728
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -12.325746  20040728
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -13.094867  20040728
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -10.404590  20040728
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    6.003419  20040728
 3549   USFASTD_TELECOM   USFASTD_TELECOM  257.906824  20040728
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   33.922468  20040728
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.517408  20040728
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.482905  20040728
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -2.730418  20040728
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -13.118870  20040728
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  212.439963  20040728
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -8.341373  20040728
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.398786  20040728
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -9.132725  20040728
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.829496  20040728
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   97.557879  20040728
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   61.882517  20040728
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   65.368831  20040728
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.964346  20040728
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   87.300290  20040728
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   56.031968  20040728
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.322258  20040728
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  225.913644  20040728
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.615901  20040728
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  145.865199  20040728
 
 [3570 rows x 4 columns],
 '20040729':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    3.390243  20040729
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.425885  20040729
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.063229  20040729
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.019792  20040729
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.075583  20040729
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.072872  20040729
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.201992  20040729
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.023152  20040729
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.012726  20040729
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.131960  20040729
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.157033  20040729
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.033483  20040729
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.232874  20040729
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.302891  20040729
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.202155  20040729
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.086005  20040729
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.233171  20040729
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.032155  20040729
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.069601  20040729
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.068568  20040729
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.840293  20040729
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.164763  20040729
 22    USFASTD_1DREVRSL     USFASTD_VALUE   -0.005171  20040729
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.560475  20040729
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.839841  20040729
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.240166  20040729
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.476203  20040729
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.470839  20040729
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.676256  20040729
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.555064  20040729
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -15.869391  20040729
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    5.068686  20040729
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  112.692014  20040729
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -20.075689  20040729
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   15.979613  20040729
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -12.270620  20040729
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -13.218288  20040729
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -10.394830  20040729
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.711100  20040729
 3549   USFASTD_TELECOM   USFASTD_TELECOM  257.439046  20040729
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   34.219950  20040729
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.461349  20040729
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.451507  20040729
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -2.757729  20040729
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -12.336179  20040729
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  217.209408  20040729
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -8.619165  20040729
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.256669  20040729
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -9.237629  20040729
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.792177  20040729
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   98.020393  20040729
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   62.094942  20040729
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   65.435395  20040729
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.204468  20040729
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   87.857789  20040729
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   56.123886  20040729
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.098175  20040729
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  225.510129  20040729
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.236560  20040729
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  137.116186  20040729
 
 [3570 rows x 4 columns],
 '20040730':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    3.092677  20040730
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.354866  20040730
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.057260  20040730
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.017436  20040730
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.072441  20040730
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.069089  20040730
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.183420  20040730
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.020448  20040730
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.010786  20040730
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.122834  20040730
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.142117  20040730
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.031053  20040730
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.209856  20040730
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.274702  20040730
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.186234  20040730
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.078581  20040730
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.210871  20040730
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.019881  20040730
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.063390  20040730
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.063990  20040730
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.777153  20040730
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.146119  20040730
 22    USFASTD_1DREVRSL     USFASTD_VALUE   -0.003460  20040730
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.445835  20040730
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.693961  20040730
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.161590  20040730
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.438344  20040730
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.405573  20040730
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.660526  20040730
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.491839  20040730
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -14.446892  20040730
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    4.816795  20040730
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  104.966195  20040730
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -19.552876  20040730
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   14.533004  20040730
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -11.218377  20040730
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -12.150723  20040730
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -9.605149  20040730
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.556529  20040730
 3549   USFASTD_TELECOM   USFASTD_TELECOM  246.624644  20040730
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   32.840564  20040730
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.280139  20040730
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.422551  20040730
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -2.475697  20040730
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -12.069892  20040730
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  202.211414  20040730
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -8.005144  20040730
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.235094  20040730
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -8.456255  20040730
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.677195  20040730
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   89.424914  20040730
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   56.571346  20040730
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   59.633056  20040730
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.778548  20040730
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   79.938527  20040730
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   51.093874  20040730
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.860926  20040730
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  205.387773  20040730
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.096612  20040730
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  130.895928  20040730
 
 [3570 rows x 4 columns],
 '20040802':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    3.033576  20040802
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.351441  20040802
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.058281  20040802
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.015891  20040802
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.068761  20040802
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.069559  20040802
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.181394  20040802
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.016266  20040802
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.016293  20040802
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.118944  20040802
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.136008  20040802
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.034020  20040802
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.199004  20040802
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.267513  20040802
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.182024  20040802
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.078416  20040802
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.217781  20040802
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.028154  20040802
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.062787  20040802
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.069605  20040802
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.759308  20040802
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.142376  20040802
 22    USFASTD_1DREVRSL     USFASTD_VALUE   -0.006399  20040802
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.463609  20040802
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.667688  20040802
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.211132  20040802
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.377285  20040802
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.403673  20040802
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.654197  20040802
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.459514  20040802
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -14.036397  20040802
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    5.065213  20040802
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  102.244043  20040802
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -18.908048  20040802
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   14.081286  20040802
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -11.040846  20040802
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -11.846935  20040802
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -9.294505  20040802
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.671370  20040802
 3549   USFASTD_TELECOM   USFASTD_TELECOM  238.246779  20040802
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   31.727876  20040802
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.246326  20040802
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.394100  20040802
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -2.365967  20040802
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -11.965022  20040802
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  195.283353  20040802
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -7.765901  20040802
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.221783  20040802
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -8.159858  20040802
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.687073  20040802
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   87.473202  20040802
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   55.065357  20040802
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   57.920081  20040802
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.928262  20040802
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   77.396044  20040802
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   49.391940  20040802
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.915091  20040802
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  198.351516  20040802
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.124420  20040802
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  131.652630  20040802
 
 [3570 rows x 4 columns],
 '20040803':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.860538  20040803
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.450225  20040803
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.065815  20040803
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.008277  20040803
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.064377  20040803
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.065428  20040803
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.166237  20040803
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.013512  20040803
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.007499  20040803
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.120423  20040803
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.126096  20040803
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.031144  20040803
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.181234  20040803
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.250856  20040803
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.164649  20040803
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.073966  20040803
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.202530  20040803
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.004891  20040803
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.058209  20040803
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.064684  20040803
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.725396  20040803
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.125148  20040803
 22    USFASTD_1DREVRSL     USFASTD_VALUE   -0.002719  20040803
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.399318  20040803
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.567859  20040803
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.123587  20040803
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.369956  20040803
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.348399  20040803
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.668087  20040803
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.430151  20040803
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -13.154610  20040803
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    5.420694  20040803
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   96.851710  20040803
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -17.663821  20040803
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   13.278553  20040803
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -10.402789  20040803
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -11.171796  20040803
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -8.940670  20040803
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    6.382115  20040803
 3549   USFASTD_TELECOM   USFASTD_TELECOM  228.389944  20040803
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   30.161463  20040803
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.364630  20040803
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.396388  20040803
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -2.456998  20040803
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -12.421940  20040803
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  182.660973  20040803
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -7.206613  20040803
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.188825  20040803
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -7.671032  20040803
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.980033  20040803
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   81.769032  20040803
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   51.453385  20040803
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   54.242928  20040803
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.608942  20040803
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   72.267407  20040803
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   46.257889  20040803
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.320164  20040803
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  186.230129  20040803
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.745714  20040803
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  143.208635  20040803
 
 [3570 rows x 4 columns],
 '20040804':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.837159  20040804
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.492572  20040804
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.062655  20040804
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.010257  20040804
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.060392  20040804
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.055785  20040804
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.165031  20040804
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.011422  20040804
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.005341  20040804
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.125428  20040804
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.127614  20040804
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.032264  20040804
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.171454  20040804
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.262341  20040804
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.159380  20040804
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.071551  20040804
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.202771  20040804
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.034255  20040804
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.056772  20040804
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.058062  20040804
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.720046  20040804
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.122160  20040804
 22    USFASTD_1DREVRSL     USFASTD_VALUE   -0.003152  20040804
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.311214  20040804
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.499575  20040804
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.995343  20040804
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.488024  20040804
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.305087  20040804
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.671118  20040804
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.450842  20040804
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -12.772282  20040804
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    5.477961  20040804
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  100.197651  20040804
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -17.782440  20040804
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   13.511493  20040804
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -10.209469  20040804
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -10.951655  20040804
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -8.560552  20040804
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    6.537306  20040804
 3549   USFASTD_TELECOM   USFASTD_TELECOM  223.551569  20040804
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   29.561098  20040804
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.367972  20040804
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.381961  20040804
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -2.440025  20040804
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -12.615713  20040804
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  179.323386  20040804
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -7.025081  20040804
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.087592  20040804
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -7.445649  20040804
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.120587  20040804
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   81.456984  20040804
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   51.421008  20040804
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   54.101373  20040804
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.935192  20040804
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   72.308973  20040804
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   46.278940  20040804
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.539253  20040804
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  185.187561  20040804
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.973396  20040804
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  146.095284  20040804
 
 [3570 rows x 4 columns],
 '20040805':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.739813  20040805
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.784329  20040805
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.069392  20040805
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.006231  20040805
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.057027  20040805
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.045058  20040805
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.160105  20040805
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.006812  20040805
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.003841  20040805
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.145418  20040805
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.119626  20040805
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.030390  20040805
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.151430  20040805
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.249628  20040805
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.145239  20040805
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.067331  20040805
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.188151  20040805
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.097186  20040805
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.055719  20040805
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.056061  20040805
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.715080  20040805
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.094202  20040805
 22    USFASTD_1DREVRSL     USFASTD_VALUE   -0.007159  20040805
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.398901  20040805
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.533683  20040805
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.023499  20040805
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.449861  20040805
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.304873  20040805
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.722143  20040805
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.429673  20040805
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -12.812352  20040805
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    6.328677  20040805
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   97.867634  20040805
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -17.520588  20040805
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   13.207422  20040805
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -9.937565  20040805
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -10.662887  20040805
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -8.831628  20040805
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    7.510363  20040805
 3549   USFASTD_TELECOM   USFASTD_TELECOM  215.899809  20040805
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   28.525125  20040805
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.525879  20040805
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.489273  20040805
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -2.057772  20040805
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -14.993282  20040805
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  173.388360  20040805
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -6.656516  20040805
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.052352  20040805
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -7.477430  20040805
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -6.682596  20040805
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   78.274559  20040805
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   49.395526  20040805
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   52.937662  20040805
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -12.325219  20040805
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   69.392882  20040805
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   45.327855  20040805
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -6.762328  20040805
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  185.117754  20040805
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.561504  20040805
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  186.067346  20040805
 
 [3570 rows x 4 columns],
 '20040806':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.736749  20040806
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.880853  20040806
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.073659  20040806
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.011942  20040806
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.056454  20040806
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.044501  20040806
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.157158  20040806
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.005366  20040806
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.003094  20040806
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.150444  20040806
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.120257  20040806
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.030793  20040806
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.146369  20040806
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.248370  20040806
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.141926  20040806
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.068168  20040806
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.186136  20040806
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.117081  20040806
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.055701  20040806
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.055161  20040806
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.717170  20040806
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.090424  20040806
 22    USFASTD_1DREVRSL     USFASTD_VALUE   -0.007198  20040806
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.435352  20040806
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.580769  20040806
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.078831  20040806
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.441340  20040806
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.310860  20040806
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.736437  20040806
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.416835  20040806
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -13.014289  20040806
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    6.824972  20040806
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   99.746683  20040806
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -17.555813  20040806
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   13.116078  20040806
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -11.429415  20040806
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -11.592887  20040806
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -9.607089  20040806
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    8.841293  20040806
 3549   USFASTD_TELECOM   USFASTD_TELECOM  215.141376  20040806
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   28.460211  20040806
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.427053  20040806
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.403344  20040806
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -2.205877  20040806
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -15.985327  20040806
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  173.592260  20040806
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -6.786267  20040806
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.193575  20040806
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -7.342929  20040806
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -7.529633  20040806
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   91.119653  20040806
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   55.544894  20040806
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   58.728759  20040806
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -15.262272  20040806
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   74.613172  20040806
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   48.347080  20040806
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -8.359632  20040806
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  192.589984  20040806
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -7.076792  20040806
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  205.901310  20040806
 
 [3570 rows x 4 columns],
 '20040809':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.544185  20040809
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.785578  20040809
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.070394  20040809
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.013160  20040809
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.054714  20040809
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.040893  20040809
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.145643  20040809
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.004530  20040809
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.004275  20040809
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.143185  20040809
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.113923  20040809
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.028518  20040809
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.135181  20040809
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.231685  20040809
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.133778  20040809
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.063163  20040809
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.172725  20040809
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.115393  20040809
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.051865  20040809
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.051796  20040809
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.668553  20040809
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.081533  20040809
 22    USFASTD_1DREVRSL     USFASTD_VALUE   -0.006580  20040809
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.347579  20040809
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.485104  20040809
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.015383  20040809
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.418957  20040809
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.239830  20040809
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.691483  20040809
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.386089  20040809
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -12.082423  20040809
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    6.482972  20040809
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   92.878553  20040809
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -16.385628  20040809
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   12.225795  20040809
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -10.654121  20040809
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -10.780296  20040809
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -8.920589  20040809
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    8.398454  20040809
 3549   USFASTD_TELECOM   USFASTD_TELECOM  200.023606  20040809
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   26.451867  20040809
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.357895  20040809
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.330426  20040809
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -2.084196  20040809
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -15.191697  20040809
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  161.572021  20040809
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -6.303764  20040809
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.222222  20040809
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -6.812573  20040809
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -7.154106  20040809
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   85.930350  20040809
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   52.277694  20040809
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   55.117238  20040809
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -14.565261  20040809
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   70.006872  20040809
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   45.264147  20040809
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -7.963700  20040809
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  179.717628  20040809
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.721835  20040809
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  195.384790  20040809
 
 [3570 rows x 4 columns],
 '20040810':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.417048  20040810
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.461226  20040810
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.059103  20040810
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.000973  20040810
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.052608  20040810
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.046443  20040810
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.143050  20040810
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.006700  20040810
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.002405  20040810
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.125607  20040810
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.111326  20040810
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.027823  20040810
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.142286  20040810
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.224355  20040810
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.137894  20040810
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.062822  20040810
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.171198  20040810
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.058870  20040810
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.048268  20040810
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.048834  20040810
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.623613  20040810
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.096384  20040810
 22    USFASTD_1DREVRSL     USFASTD_VALUE   -0.005609  20040810
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.190882  20040810
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.362505  20040810
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.922177  20040810
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.443679  20040810
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.145336  20040810
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.607610  20040810
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.362243  20040810
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -11.498157  20040810
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    5.265637  20040810
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   89.302985  20040810
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -15.600566  20040810
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   11.799556  20040810
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -10.178814  20040810
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -10.258566  20040810
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -8.494690  20040810
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    7.222016  20040810
 3549   USFASTD_TELECOM   USFASTD_TELECOM  190.832549  20040810
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   25.185045  20040810
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.181498  20040810
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.224900  20040810
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -2.075447  20040810
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -12.468965  20040810
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  154.395710  20040810
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -6.121796  20040810
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.181564  20040810
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -6.543513  20040810
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.826628  20040810
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   82.233779  20040810
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   49.932204  20040810
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   52.651846  20040810
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -12.336960  20040810
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   66.833569  20040810
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   43.190297  20040810
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -6.593132  20040810
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  171.571104  20040810
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.484116  20040810
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  166.190419  20040810
 
 [3570 rows x 4 columns],
 '20040811':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.651594  20040811
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.580221  20040811
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.058708  20040811
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.002250  20040811
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.058490  20040811
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.059108  20040811
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.152714  20040811
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.006214  20040811
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.003700  20040811
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.134043  20040811
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.119877  20040811
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.029381  20040811
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.154088  20040811
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.241376  20040811
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.152648  20040811
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.067304  20040811
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.190555  20040811
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.058733  20040811
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.052463  20040811
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.056450  20040811
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.679647  20040811
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.106885  20040811
 22    USFASTD_1DREVRSL     USFASTD_VALUE   -0.002853  20040811
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.266511  20040811
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.448095  20040811
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.946324  20040811
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.542901  20040811
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.238766  20040811
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.635233  20040811
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.404110  20040811
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -19.796543  20040811
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    7.183909  20040811
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  114.144517  20040811
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -18.943416  20040811
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   13.841070  20040811
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -12.029385  20040811
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -11.900713  20040811
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -12.617107  20040811
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    8.580839  20040811
 3549   USFASTD_TELECOM   USFASTD_TELECOM  208.530043  20040811
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   27.399947  20040811
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.228792  20040811
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.226136  20040811
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.775799  20040811
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -13.386279  20040811
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  167.839731  20040811
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -6.671653  20040811
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.193151  20040811
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -7.529017  20040811
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -6.189496  20040811
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   89.406702  20040811
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   54.260542  20040811
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   60.041148  20040811
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -13.185129  20040811
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   72.613388  20040811
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   49.089774  20040811
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -7.021289  20040811
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  206.005259  20040811
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.381396  20040811
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  177.113341  20040811
 
 [3570 rows x 4 columns],
 '20040812':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.705355  20040812
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.841906  20040812
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.061809  20040812
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.012414  20040812
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.048091  20040812
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.050860  20040812
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.163154  20040812
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.008425  20040812
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.008910  20040812
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.147455  20040812
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.104133  20040812
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.033791  20040812
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.147505  20040812
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.223553  20040812
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.155695  20040812
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.055676  20040812
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.160301  20040812
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.099064  20040812
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.052803  20040812
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.055531  20040812
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.675513  20040812
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.086197  20040812
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.000891  20040812
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.276653  20040812
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.409679  20040812
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.910524  20040812
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.447221  20040812
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.222547  20040812
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.672892  20040812
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.330472  20040812
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -18.794461  20040812
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    7.740179  20040812
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  115.103084  20040812
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -18.884453  20040812
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   13.069396  20040812
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -12.036352  20040812
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -12.019769  20040812
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -12.434163  20040812
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY   10.464830  20040812
 3549   USFASTD_TELECOM   USFASTD_TELECOM  198.389188  20040812
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   26.372560  20040812
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.425786  20040812
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.390574  20040812
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.579036  20040812
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -15.126011  20040812
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  161.410854  20040812
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -6.233958  20040812
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.339337  20040812
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -7.109179  20040812
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -7.187210  20040812
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   85.270431  20040812
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   51.953058  20040812
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   57.121503  20040812
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -14.593016  20040812
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   69.710764  20040812
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   46.856932  20040812
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -7.971665  20040812
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  195.347023  20040812
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -7.082612  20040812
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  197.764474  20040812
 
 [3570 rows x 4 columns],
 '20040813':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.533324  20040813
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.629062  20040813
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.056648  20040813
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.007197  20040813
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.046383  20040813
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.050475  20040813
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.154446  20040813
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.008854  20040813
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.005816  20040813
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.134369  20040813
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.099078  20040813
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.031930  20040813
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.145254  20040813
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.210949  20040813
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.148697  20040813
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.052792  20040813
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.154035  20040813
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.074721  20040813
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.049350  20040813
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.052309  20040813
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.630403  20040813
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.087620  20040813
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.001311  20040813
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.164275  20040813
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.294856  20040813
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.847083  20040813
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.431781  20040813
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.152914  20040813
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.633928  20040813
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.307397  20040813
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -17.667690  20040813
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    6.884846  20040813
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  110.911548  20040813
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -17.991587  20040813
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   12.571026  20040813
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -11.525171  20040813
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -11.466554  20040813
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -11.894245  20040813
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    9.485633  20040813
 3549   USFASTD_TELECOM   USFASTD_TELECOM  186.421149  20040813
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   24.744526  20040813
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.361476  20040813
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.348000  20040813
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.497278  20040813
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -13.342384  20040813
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  151.921467  20040813
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.931484  20040813
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.284004  20040813
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -6.731744  20040813
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -6.358967  20040813
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   80.385641  20040813
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   48.895219  20040813
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   53.808065  20040813
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -12.978590  20040813
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   65.504070  20040813
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   44.064980  20040813
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -7.080511  20040813
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  183.851173  20040813
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.275731  20040813
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  174.891136  20040813
 
 [3570 rows x 4 columns],
 '20040816':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.521599  20040816
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.566980  20040816
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.052761  20040816
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.003540  20040816
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.048360  20040816
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.050173  20040816
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.155803  20040816
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.010638  20040816
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.005166  20040816
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.135549  20040816
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.100736  20040816
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.027701  20040816
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.148531  20040816
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.203310  20040816
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.144388  20040816
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.051579  20040816
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.157041  20040816
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.057351  20040816
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.044394  20040816
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.051229  20040816
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.613260  20040816
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.091769  20040816
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.004474  20040816
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.149728  20040816
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.284371  20040816
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.895939  20040816
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.432368  20040816
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.243791  20040816
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.637797  20040816
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.284267  20040816
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -17.170794  20040816
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    5.780426  20040816
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  109.143674  20040816
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -17.494095  20040816
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   12.600472  20040816
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -11.109666  20040816
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -11.237760  20040816
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -11.363390  20040816
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    8.318011  20040816
 3549   USFASTD_TELECOM   USFASTD_TELECOM  180.127592  20040816
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   24.074459  20040816
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.276784  20040816
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.303793  20040816
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.587954  20040816
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -12.219923  20040816
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  149.478225  20040816
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.763981  20040816
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.209748  20040816
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -6.432496  20040816
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -6.299615  20040816
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   78.132712  20040816
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   47.393895  20040816
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   54.756211  20040816
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -12.232057  20040816
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   63.441625  20040816
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   44.437898  20040816
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -6.435613  20040816
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  195.952813  20040816
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -7.230856  20040816
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  166.751003  20040816
 
 [3570 rows x 4 columns],
 '20040817':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.519874  20040817
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.485695  20040817
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.051280  20040817
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.002188  20040817
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.047372  20040817
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.053604  20040817
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.157082  20040817
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.010535  20040817
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.002967  20040817
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.133560  20040817
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.102823  20040817
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.027040  20040817
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.150077  20040817
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.202525  20040817
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.145604  20040817
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.051151  20040817
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.158507  20040817
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.043328  20040817
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.043828  20040817
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.052605  20040817
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.636882  20040817
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.099672  20040817
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.003874  20040817
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.245976  20040817
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.391633  20040817
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.032183  20040817
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.393362  20040817
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.223488  20040817
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.611943  20040817
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.335069  20040817
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -17.002535  20040817
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    5.738250  20040817
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  110.111393  20040817
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -17.669216  20040817
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   12.582447  20040817
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -11.179326  20040817
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -11.362307  20040817
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -11.219766  20040817
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    7.976821  20040817
 3549   USFASTD_TELECOM   USFASTD_TELECOM  180.362740  20040817
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   24.073430  20040817
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.261721  20040817
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.333340  20040817
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.721407  20040817
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -11.462122  20040817
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  149.150996  20040817
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.761800  20040817
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.223566  20040817
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -6.484504  20040817
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.953486  20040817
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   78.054665  20040817
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   47.412831  20040817
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   54.653328  20040817
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -11.543223  20040817
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   63.553740  20040817
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   44.373995  20040817
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -6.092205  20040817
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  195.976023  20040817
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.810150  20040817
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  156.508201  20040817
 
 [3570 rows x 4 columns],
 '20040818':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.406842  20040818
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.312647  20040818
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.045352  20040818
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.006045  20040818
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.046127  20040818
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.058832  20040818
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.151311  20040818
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.011754  20040818
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.000463  20040818
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.122446  20040818
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.098925  20040818
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.025929  20040818
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.148169  20040818
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.196606  20040818
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.142631  20040818
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.048944  20040818
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.153871  20040818
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.015053  20040818
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.041169  20040818
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.051183  20040818
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.609156  20040818
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.107183  20040818
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.005415  20040818
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.149592  20040818
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.290334  20040818
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.973712  20040818
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.391329  20040818
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.177323  20040818
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.577245  20040818
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.340134  20040818
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -16.250062  20040818
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    5.372767  20040818
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  110.102619  20040818
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -17.389024  20040818
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   12.088982  20040818
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -10.750751  20040818
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -11.184028  20040818
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -10.891391  20040818
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    8.103692  20040818
 3549   USFASTD_TELECOM   USFASTD_TELECOM  172.977345  20040818
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   23.174881  20040818
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.145898  20040818
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.306275  20040818
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.692424  20040818
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -10.269889  20040818
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  143.911928  20040818
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.600680  20040818
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.233212  20040818
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -6.249104  20040818
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.578169  20040818
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   74.614661  20040818
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   45.352421  20040818
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   52.231430  20040818
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -10.187795  20040818
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   60.923970  20040818
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   42.456780  20040818
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.546608  20040818
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  187.317007  20040818
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.143451  20040818
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  142.964827  20040818
 
 [3570 rows x 4 columns],
 '20040819':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.274125  20040819
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.434306  20040819
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.047576  20040819
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.003007  20040819
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.044080  20040819
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.049274  20040819
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.139326  20040819
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.011381  20040819
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.006193  20040819
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.126257  20040819
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.092019  20040819
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.024056  20040819
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.131965  20040819
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.186357  20040819
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.129309  20040819
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.045582  20040819
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.141037  20040819
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.051832  20040819
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.040019  20040819
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.048741  20040819
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.582819  20040819
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.088454  20040819
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.005027  20040819
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.148713  20040819
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.261318  20040819
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.950084  20040819
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.354241  20040819
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.139858  20040819
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.581961  20040819
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.328940  20040819
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -15.337769  20040819
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    5.733599  20040819
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  103.456758  20040819
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -16.413402  20040819
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   11.338999  20040819
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -10.230560  20040819
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -10.560963  20040819
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -10.265549  20040819
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    8.634430  20040819
 3549   USFASTD_TELECOM   USFASTD_TELECOM  162.595315  20040819
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   21.881565  20040819
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.260997  20040819
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.354399  20040819
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.526848  20040819
 3554   USFASTD_TELECOM   USFASTD_COUNTRY  -11.450007  20040819
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  135.906351  20040819
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.198291  20040819
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.276160  20040819
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -5.856262  20040819
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -6.001517  20040819
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   70.991917  20040819
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   42.968299  20040819
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   49.374401  20040819
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -11.128388  20040819
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   57.419932  20040819
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   39.959633  20040819
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -6.028518  20040819
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  175.974011  20040819
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.555342  20040819
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  156.874107  20040819
 
 [3570 rows x 4 columns],
 '20040820':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.165615  20040820
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.262186  20040820
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.042026  20040820
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.002036  20040820
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.042994  20040820
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.050707  20040820
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.133895  20040820
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.012615  20040820
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.002234  20040820
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.115771  20040820
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.088342  20040820
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.022847  20040820
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.130028  20040820
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.180171  20040820
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.127887  20040820
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.044109  20040820
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.147053  20040820
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.028248  20040820
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.037375  20040820
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.049275  20040820
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.552981  20040820
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.099906  20040820
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.006383  20040820
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.079125  20040820
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.182195  20040820
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.884096  20040820
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.363100  20040820
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.076881  20040820
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.532807  20040820
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.301301  20040820
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -14.620418  20040820
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    4.969309  20040820
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   99.171704  20040820
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -15.651821  20040820
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   10.814722  20040820
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -9.715617  20040820
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -10.044596  20040820
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -9.806515  20040820
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    7.560767  20040820
 3549   USFASTD_TELECOM   USFASTD_TELECOM  154.931768  20040820
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   20.868558  20040820
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.174875  20040820
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.295800  20040820
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.488585  20040820
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -9.986286  20040820
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  130.030462  20040820
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.016442  20040820
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.229330  20040820
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -5.599204  20040820
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.237377  20040820
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   67.765627  20040820
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   41.017001  20040820
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   47.084037  20040820
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.883733  20040820
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   54.828291  20040820
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   38.106607  20040820
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.382931  20040820
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  167.751405  20040820
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.837116  20040820
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  140.013290  20040820
 
 [3570 rows x 4 columns],
 '20040823':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.127273  20040823
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.256788  20040823
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.042002  20040823
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.002814  20040823
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.035544  20040823
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.043068  20040823
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.122999  20040823
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.008051  20040823
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.007991  20040823
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.117062  20040823
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.083767  20040823
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.021718  20040823
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.116210  20040823
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.167796  20040823
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.121886  20040823
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.041918  20040823
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.139635  20040823
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.046162  20040823
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.036575  20040823
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.044610  20040823
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.547216  20040823
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.097252  20040823
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.005941  20040823
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.163243  20040823
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.276663  20040823
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.037378  20040823
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.299358  20040823
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.062731  20040823
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.504919  20040823
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.364604  20040823
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -13.937109  20040823
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    4.771811  20040823
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   93.549094  20040823
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -14.721330  20040823
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   10.168455  20040823
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -9.172782  20040823
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -9.484056  20040823
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -9.218026  20040823
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    7.382033  20040823
 3549   USFASTD_TELECOM   USFASTD_TELECOM  145.109789  20040823
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   19.564791  20040823
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.203082  20040823
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.297374  20040823
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.373107  20040823
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -9.930361  20040823
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  121.807145  20040823
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -4.685964  20040823
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.218614  20040823
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -5.233417  20040823
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.181356  20040823
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   63.558633  20040823
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   38.480117  20040823
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   44.128566  20040823
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.763726  20040823
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   51.434216  20040823
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   35.716863  20040823
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.305623  20040823
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  157.089491  20040823
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.731046  20040823
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  138.524963  20040823
 
 [3570 rows x 4 columns],
 '20040824':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.033119  20040824
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.177658  20040824
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.042405  20040824
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.003688  20040824
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.031861  20040824
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.038031  20040824
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.118191  20040824
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.008559  20040824
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.007652  20040824
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.110476  20040824
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.079804  20040824
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.020592  20040824
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.116107  20040824
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.158561  20040824
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.116006  20040824
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.039084  20040824
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.133431  20040824
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.035687  20040824
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.035521  20040824
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.039545  20040824
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.519728  20040824
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.093149  20040824
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.004861  20040824
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.101679  20040824
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.230194  20040824
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.014836  20040824
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.270539  20040824
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.057623  20040824
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.488233  20040824
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.364925  20040824
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -13.177847  20040824
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    4.461427  20040824
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   88.667081  20040824
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -14.018339  20040824
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    9.663559  20040824
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.689399  20040824
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -9.025752  20040824
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -8.770893  20040824
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    6.922126  20040824
 3549   USFASTD_TELECOM   USFASTD_TELECOM  139.285158  20040824
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   18.744339  20040824
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.181932  20040824
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.371037  20040824
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.201273  20040824
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -9.348573  20040824
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  115.925389  20040824
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -4.455315  20040824
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.242908  20040824
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -4.949679  20040824
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.868156  20040824
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   60.237914  20040824
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   36.651951  20040824
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   42.033712  20040824
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.140996  20040824
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   49.296979  20040824
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   34.266389  20040824
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.999560  20040824
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  150.499584  20040824
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.412556  20040824
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  129.709500  20040824
 
 [3570 rows x 4 columns],
 '20040825':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.928364  20040825
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.111093  20040825
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.040329  20040825
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.005879  20040825
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.029758  20040825
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.039474  20040825
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.113149  20040825
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.009223  20040825
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.007580  20040825
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.104461  20040825
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.075664  20040825
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.019172  20040825
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.111863  20040825
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.152626  20040825
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.110050  20040825
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.038093  20040825
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.125371  20040825
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.031279  20040825
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.033330  20040825
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.037134  20040825
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.493892  20040825
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.087599  20040825
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.004583  20040825
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.044415  20040825
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.166952  20040825
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.956086  20040825
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.257077  20040825
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.993578  20040825
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.455762  20040825
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.369879  20040825
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -12.433190  20040825
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    4.331360  20040825
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   83.918434  20040825
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -13.328416  20040825
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    9.151274  20040825
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.225230  20040825
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.533982  20040825
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -8.278379  20040825
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    6.632753  20040825
 3549   USFASTD_TELECOM   USFASTD_TELECOM  132.535787  20040825
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   17.756513  20040825
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.181668  20040825
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.315988  20040825
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.222128  20040825
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -9.021182  20040825
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  109.642318  20040825
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -4.218861  20040825
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.238469  20040825
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -4.670211  20040825
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.586585  20040825
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   56.985899  20040825
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   34.708079  20040825
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   39.822987  20040825
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.698191  20040825
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   46.764535  20040825
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   32.552624  20040825
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.688439  20040825
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  142.984398  20040825
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.007747  20040825
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  124.303229  20040825
 
 [3570 rows x 4 columns],
 '20040826':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.862476  20040826
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.126145  20040826
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.043091  20040826
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.003620  20040826
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.030292  20040826
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.034191  20040826
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.107748  20040826
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.007485  20040826
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.008813  20040826
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.098410  20040826
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.072547  20040826
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.017878  20040826
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.106419  20040826
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.143529  20040826
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.101931  20040826
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.034451  20040826
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.116712  20040826
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.041776  20040826
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.032898  20040826
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.035014  20040826
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.472206  20040826
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.073606  20040826
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.005541  20040826
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.095495  20040826
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.212906  20040826
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.959069  20040826
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.228796  20040826
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.915668  20040826
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.431721  20040826
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.357350  20040826
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -11.724547  20040826
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    4.306615  20040826
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   79.130074  20040826
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -12.578684  20040826
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    8.702305  20040826
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.752398  20040826
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.028568  20040826
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.812876  20040826
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    6.553633  20040826
 3549   USFASTD_TELECOM   USFASTD_TELECOM  124.433673  20040826
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   16.746934  20040826
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.203936  20040826
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.312925  20040826
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.122777  20040826
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -8.953700  20040826
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  104.030443  20040826
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -3.959735  20040826
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.241100  20040826
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -4.413453  20040826
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.555199  20040826
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   53.521850  20040826
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   32.595382  20040826
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   37.390791  20040826
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.616969  20040826
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   43.902674  20040826
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   30.557712  20040826
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.645932  20040826
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  134.191230  20040826
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.938551  20040826
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  122.999669  20040826
 
 [3570 rows x 4 columns],
 '20040827':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.724151  20040827
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.091299  20040827
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.040638  20040827
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.000920  20040827
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.027582  20040827
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.030448  20040827
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.098383  20040827
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.005985  20040827
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.009215  20040827
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.093261  20040827
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.066206  20040827
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.015756  20040827
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.096131  20040827
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.131940  20040827
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.094524  20040827
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.031670  20040827
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.106317  20040827
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.047509  20040827
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.030366  20040827
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.032732  20040827
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.439487  20040827
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.065948  20040827
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.005341  20040827
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.039774  20040827
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.140258  20040827
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.919048  20040827
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.200442  20040827
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.871654  20040827
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.406479  20040827
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.334038  20040827
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.826199  20040827
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    4.174807  20040827
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   73.453876  20040827
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -11.641237  20040827
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    8.116692  20040827
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.232654  20040827
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.444464  20040827
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.244609  20040827
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    6.394318  20040827
 3549   USFASTD_TELECOM   USFASTD_TELECOM  114.833069  20040827
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   15.530686  20040827
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.213289  20040827
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.304118  20040827
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.020567  20040827
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -8.696620  20040827
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS   96.676041  20040827
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -3.679491  20040827
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.226067  20040827
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -4.082567  20040827
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.407469  20040827
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   49.608199  20040827
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   30.150028  20040827
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   34.588054  20040827
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.404335  20040827
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   40.518044  20040827
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   28.209465  20040827
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.520586  20040827
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  123.869186  20040827
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.787554  20040827
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  119.518349  20040827
 
 [3570 rows x 4 columns],
 '20040830':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.673030  20040830
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.180962  20040830
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.042860  20040830
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.003744  20040830
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.025873  20040830
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.025723  20040830
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.095630  20040830
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.005620  20040830
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.012868  20040830
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.095170  20040830
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.063152  20040830
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.015149  20040830
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.088942  20040830
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.126429  20040830
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.087949  20040830
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.030568  20040830
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.101566  20040830
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.065878  20040830
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.029981  20040830
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.031738  20040830
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.430129  20040830
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.055953  20040830
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.002683  20040830
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.048469  20040830
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.139370  20040830
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.913488  20040830
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.177939  20040830
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.859542  20040830
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.417730  20040830
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.322510  20040830
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.451119  20040830
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    4.492731  20040830
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   70.851898  20040830
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -11.321555  20040830
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    7.815070  20040830
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.093420  20040830
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.241934  20040830
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.032263  20040830
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    6.930707  20040830
 3549   USFASTD_TELECOM   USFASTD_TELECOM  111.677818  20040830
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   15.160277  20040830
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.381117  20040830
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.403741  20040830
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.858790  20040830
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -9.680637  20040830
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS   93.715133  20040830
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -3.502068  20040830
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.273954  20040830
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -3.888480  20040830
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.891155  20040830
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   48.868822  20040830
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   29.568758  20040830
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   33.843017  20040830
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.375266  20040830
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   39.489257  20040830
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   27.457103  20040830
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.049264  20040830
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  120.038889  20040830
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.328534  20040830
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  131.203137  20040830
 
 [3570 rows x 4 columns],
 '20040831':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.660587  20040831
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.151425  20040831
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.043044  20040831
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.003454  20040831
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.025215  20040831
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.029580  20040831
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.094667  20040831
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.005712  20040831
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.015119  20040831
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.095185  20040831
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.061252  20040831
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.013435  20040831
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.085341  20040831
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.122141  20040831
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.087761  20040831
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.030784  20040831
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.099768  20040831
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.066647  20040831
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.029544  20040831
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.037768  20040831
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.437304  20040831
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.054733  20040831
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.001754  20040831
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.122534  20040831
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.167246  20040831
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.945730  20040831
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.134815  20040831
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.827921  20040831
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.396746  20040831
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.298495  20040831
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.296527  20040831
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    4.349233  20040831
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   70.114341  20040831
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -11.200997  20040831
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    7.711787  20040831
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.140154  20040831
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.144771  20040831
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.095183  20040831
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    6.694165  20040831
 3549   USFASTD_TELECOM   USFASTD_TELECOM  109.295282  20040831
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   14.813934  20040831
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.424796  20040831
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.406433  20040831
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.773731  20040831
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -9.372278  20040831
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS   91.670783  20040831
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -3.477104  20040831
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.261558  20040831
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -3.850878  20040831
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.791280  20040831
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   48.655937  20040831
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   29.173427  20040831
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   33.632749  20040831
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.132433  20040831
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   38.624251  20040831
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   27.005845  20040831
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.904817  20040831
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  118.645110  20040831
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.130253  20040831
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  128.187352  20040831
 
 [3570 rows x 4 columns],
 '20040901':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.660389  20040901
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.093678  20040901
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.041382  20040901
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.001626  20040901
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.024855  20040901
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.031030  20040901
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.095605  20040901
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.005620  20040901
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.013934  20040901
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.092529  20040901
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.067352  20040901
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.014109  20040901
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.087033  20040901
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.122674  20040901
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.089313  20040901
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.031851  20040901
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.098376  20040901
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.056861  20040901
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.029104  20040901
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.036878  20040901
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.434317  20040901
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.058053  20040901
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.001583  20040901
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.090169  20040901
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.149635  20040901
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.919470  20040901
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.148747  20040901
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.819438  20040901
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.383172  20040901
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.309381  20040901
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.462388  20040901
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    4.182196  20040901
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   70.670563  20040901
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -11.157451  20040901
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    7.741364  20040901
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.149776  20040901
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.126271  20040901
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.216122  20040901
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    6.433808  20040901
 3549   USFASTD_TELECOM   USFASTD_TELECOM  111.956880  20040901
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   14.936171  20040901
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.373161  20040901
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.490034  20040901
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.955631  20040901
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -8.859624  20040901
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS   91.599157  20040901
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -3.492320  20040901
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.249093  20040901
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -3.870786  20040901
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.552762  20040901
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   48.615694  20040901
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   29.232596  20040901
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   33.772093  20040901
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.666938  20040901
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   38.868822  20040901
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   27.153989  20040901
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.634705  20040901
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  119.775786  20040901
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.941510  20040901
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  121.708921  20040901
 
 [3570 rows x 4 columns],
 '20040902':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.708068  20040902
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.977748  20040902
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.038797  20040902
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.005262  20040902
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.026858  20040902
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.035855  20040902
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.099947  20040902
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.008373  20040902
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.009392  20040902
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.089484  20040902
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.071254  20040902
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.014932  20040902
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.094664  20040902
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.129851  20040902
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.097776  20040902
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.034943  20040902
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.108672  20040902
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.030536  20040902
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.029555  20040902
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.038279  20040902
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.442946  20040902
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.070167  20040902
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.004435  20040902
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.058253  20040902
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.138672  20040902
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.908557  20040902
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.179396  20040902
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.823457  20040902
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.361647  20040902
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.311913  20040902
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.783516  20040902
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.376859  20040902
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   73.623365  20040902
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -11.550249  20040902
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    8.100475  20040902
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.351348  20040902
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.322308  20040902
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.408375  20040902
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.604348  20040902
 3549   USFASTD_TELECOM   USFASTD_TELECOM  115.483754  20040902
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   15.365206  20040902
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.294259  20040902
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.441934  20040902
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.055497  20040902
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.854627  20040902
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS   94.682434  20040902
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -3.656700  20040902
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.240744  20040902
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -4.016923  20040902
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.169759  20040902
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   50.057289  20040902
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   30.134058  20040902
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   34.832973  20040902
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -7.761353  20040902
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   40.160050  20040902
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   28.062228  20040902
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.213998  20040902
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  123.884888  20040902
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.555425  20040902
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  111.572250  20040902
 
 [3570 rows x 4 columns],
 '20040903':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.740816  20040903
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.928755  20040903
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.038694  20040903
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.008441  20040903
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.028269  20040903
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.038736  20040903
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.103574  20040903
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.010041  20040903
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.007917  20040903
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.088087  20040903
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.073959  20040903
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.016084  20040903
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.099112  20040903
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.135059  20040903
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.101190  20040903
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.035836  20040903
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.111966  20040903
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.020435  20040903
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.029929  20040903
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.038247  20040903
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.448471  20040903
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.076260  20040903
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.004695  20040903
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.043844  20040903
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.135521  20040903
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.906992  20040903
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.191428  20040903
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.843231  20040903
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.361757  20040903
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.330606  20040903
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.992409  20040903
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.435495  20040903
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   81.319401  20040903
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -12.272485  20040903
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    8.489243  20040903
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.542051  20040903
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.567745  20040903
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.619329  20040903
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.758213  20040903
 3549   USFASTD_TELECOM   USFASTD_TELECOM  117.657662  20040903
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   15.645089  20040903
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.234773  20040903
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.411861  20040903
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.122833  20040903
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.477578  20040903
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS   96.493423  20040903
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -3.782067  20040903
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.226627  20040903
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -4.125168  20040903
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -3.980641  20040903
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   51.633770  20040903
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   30.971615  20040903
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   35.810793  20040903
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -7.358965  20040903
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   41.119183  20040903
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   28.742489  20040903
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.975242  20040903
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  126.864175  20040903
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.309053  20040903
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  106.349631  20040903
 
 [3570 rows x 4 columns],
 '20040907':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.757916  20040907
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.956497  20040907
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.039837  20040907
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.007823  20040907
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.028486  20040907
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.039341  20040907
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.104379  20040907
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.009802  20040907
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.008846  20040907
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.089259  20040907
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.074999  20040907
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.016711  20040907
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.099646  20040907
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.136695  20040907
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.101934  20040907
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.036202  20040907
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.112730  20040907
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.022300  20040907
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.030881  20040907
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.038655  20040907
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.452884  20040907
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.076318  20040907
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.004941  20040907
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.086855  20040907
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.186072  20040907
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.930456  20040907
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.189747  20040907
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.851977  20040907
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.367153  20040907
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.356099  20040907
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -11.089429  20040907
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.403835  20040907
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   82.044551  20040907
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -12.440654  20040907
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    8.588799  20040907
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.610176  20040907
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.696905  20040907
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.686388  20040907
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.843902  20040907
 3549   USFASTD_TELECOM   USFASTD_TELECOM  119.358802  20040907
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   15.807743  20040907
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.233618  20040907
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.490262  20040907
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.153926  20040907
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.538855  20040907
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS   97.690595  20040907
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -3.817109  20040907
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.202630  20040907
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -4.161496  20040907
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.125185  20040907
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   52.111555  20040907
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   31.416073  20040907
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   36.156559  20040907
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -7.533780  20040907
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   41.982060  20040907
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   29.156494  20040907
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.000521  20040907
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  128.130598  20040907
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.427966  20040907
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  109.447097  20040907
 
 [3570 rows x 4 columns],
 '20040908':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.809133  20040908
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.954226  20040908
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.039995  20040908
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.009682  20040908
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.030056  20040908
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.041377  20040908
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.107838  20040908
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.010290  20040908
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.008445  20040908
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.090880  20040908
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.077583  20040908
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.017214  20040908
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.103654  20040908
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.141790  20040908
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.108624  20040908
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.037297  20040908
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.118654  20040908
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.016939  20040908
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.032505  20040908
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.039688  20040908
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.464682  20040908
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.080452  20040908
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.006495  20040908
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.115499  20040908
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.219695  20040908
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.952232  20040908
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.199470  20040908
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.909728  20040908
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.387683  20040908
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.431664  20040908
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -11.426353  20040908
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.349006  20040908
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   85.812728  20040908
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -13.014753  20040908
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    8.884180  20040908
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.150899  20040908
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.033203  20040908
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.844320  20040908
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.712636  20040908
 3549   USFASTD_TELECOM   USFASTD_TELECOM  123.613891  20040908
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   16.333440  20040908
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.302082  20040908
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.520830  20040908
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.276810  20040908
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.443495  20040908
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  100.672543  20040908
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -3.978057  20040908
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.211179  20040908
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -4.328748  20040908
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.086965  20040908
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   55.415514  20040908
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   32.921639  20040908
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   37.794471  20040908
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -7.500413  20040908
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   43.365323  20040908
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   30.118892  20040908
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.945612  20040908
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  132.852666  20040908
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.525951  20040908
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  109.523141  20040908
 
 [3570 rows x 4 columns],
 '20040909':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.094873  20040909
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.997678  20040909
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.040719  20040909
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.016482  20040909
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.034240  20040909
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.058432  20040909
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.130293  20040909
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.012363  20040909
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.003462  20040909
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.103226  20040909
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.089485  20040909
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.020716  20040909
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.124020  20040909
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.163899  20040909
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.130510  20040909
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.043144  20040909
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.136766  20040909
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.005752  20040909
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.037771  20040909
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.047873  20040909
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.529924  20040909
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.098455  20040909
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.008363  20040909
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.194808  20040909
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.331927  20040909
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.022730  20040909
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.318037  20040909
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.022328  20040909
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.412686  20040909
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.499768  20040909
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -13.304989  20040909
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.553853  20040909
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  100.394751  20040909
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -15.075476  20040909
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   10.604435  20040909
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -9.320317  20040909
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -9.234371  20040909
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -9.009140  20040909
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.787782  20040909
 3549   USFASTD_TELECOM   USFASTD_TELECOM  142.405331  20040909
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   18.911075  20040909
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.246413  20040909
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.544311  20040909
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.529750  20040909
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.357480  20040909
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  118.127232  20040909
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -4.616623  20040909
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.258757  20040909
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -5.021728  20040909
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.052716  20040909
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   64.037788  20040909
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   37.998294  20040909
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   43.577456  20040909
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -7.414892  20040909
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   50.008188  20040909
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   34.690640  20040909
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.877294  20040909
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  152.919520  20040909
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.491748  20040909
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  109.059478  20040909
 
 [3570 rows x 4 columns],
 '20040910':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.114218  20040910
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.963359  20040910
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.040815  20040910
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.021088  20040910
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.033114  20040910
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.063335  20040910
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.131367  20040910
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.011416  20040910
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.002492  20040910
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.100726  20040910
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.087841  20040910
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.022279  20040910
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.131452  20040910
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.174070  20040910
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.133498  20040910
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.043550  20040910
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.137208  20040910
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.015542  20040910
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.038298  20040910
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.045238  20040910
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.531319  20040910
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.097735  20040910
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.009090  20040910
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.144551  20040910
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.291492  20040910
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.970826  20040910
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.354392  20040910
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.077806  20040910
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.440540  20040910
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.545826  20040910
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -13.311988  20040910
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.445027  20040910
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  103.686939  20040910
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -15.226843  20040910
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   10.754567  20040910
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -9.368485  20040910
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -9.226652  20040910
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -9.081172  20040910
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.924894  20040910
 3549   USFASTD_TELECOM   USFASTD_TELECOM  142.554693  20040910
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   18.921253  20040910
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.233036  20040910
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.589876  20040910
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.540301  20040910
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.060204  20040910
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  118.273653  20040910
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -4.639693  20040910
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.252067  20040910
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -5.036345  20040910
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -3.910738  20040910
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   64.209691  20040910
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   39.192625  20040910
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   43.658709  20040910
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -7.114711  20040910
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   53.215242  20040910
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   35.735702  20040910
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.678858  20040910
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  153.095056  20040910
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.300246  20040910
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  105.781119  20040910
 
 [3570 rows x 4 columns],
 '20040913':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.961049  20040913
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.893872  20040913
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.038471  20040913
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.019483  20040913
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.030905  20040913
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.059347  20040913
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.122628  20040913
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.010431  20040913
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.002547  20040913
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.093119  20040913
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.081714  20040913
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.020695  20040913
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.122334  20040913
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.161538  20040913
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.124146  20040913
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.040418  20040913
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.128895  20040913
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.014981  20040913
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.036227  20040913
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.042288  20040913
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.498285  20040913
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.090990  20040913
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.007952  20040913
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.055763  20040913
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.195028  20040913
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.898192  20040913
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.335633  20040913
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.006233  20040913
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.407318  20040913
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.512280  20040913
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -12.432014  20040913
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.180391  20040913
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   97.062748  20040913
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -14.090838  20040913
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   10.010713  20040913
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -9.022807  20040913
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.867366  20040913
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -8.641042  20040913
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.552519  20040913
 3549   USFASTD_TELECOM   USFASTD_TELECOM  132.644314  20040913
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   17.565959  20040913
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.112605  20040913
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.450779  20040913
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.533921  20040913
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -6.463919  20040913
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  109.659226  20040913
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -4.373695  20040913
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.239599  20040913
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -4.700931  20040913
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -3.596898  20040913
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   61.756187  20040913
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   37.673719  20040913
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   41.594055  20040913
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -6.773608  20040913
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   50.986358  20040913
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   33.996087  20040913
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.529392  20040913
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  144.034350  20040913
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.046745  20040913
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY   97.473086  20040913
 
 [3570 rows x 4 columns],
 '20040914':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.840751  20040914
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.946749  20040914
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.040982  20040914
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.012675  20040914
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.028898  20040914
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.051131  20040914
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.115436  20040914
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.009221  20040914
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.005060  20040914
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.092074  20040914
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.075229  20040914
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.018884  20040914
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.112049  20040914
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.149054  20040914
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.113042  20040914
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.037699  20040914
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.117648  20040914
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.002779  20040914
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.033715  20040914
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.040761  20040914
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.471515  20040914
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.075078  20040914
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.006939  20040914
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.038558  20040914
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.147815  20040914
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.862920  20040914
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.285654  20040914
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.969341  20040914
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.411346  20040914
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.484688  20040914
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -11.772513  20040914
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.387234  20040914
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   91.588931  20040914
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -13.694505  20040914
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    9.329523  20040914
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.572643  20040914
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.424898  20040914
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -8.274793  20040914
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.864579  20040914
 3549   USFASTD_TELECOM   USFASTD_TELECOM  127.424219  20040914
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   16.696290  20040914
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.257125  20040914
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.567447  20040914
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.223053  20040914
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.004853  20040914
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  102.474367  20040914
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -4.045281  20040914
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.255560  20040914
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -4.358653  20040914
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -3.842856  20040914
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   57.888882  20040914
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   35.351849  20040914
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   39.066040  20040914
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -7.245524  20040914
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   47.856140  20040914
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   31.964140  20040914
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.783136  20040914
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  135.318216  20040914
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.305204  20040914
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  104.119749  20040914
 
 [3570 rows x 4 columns],
 '20040915':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.782363  20040915
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.102276  20040915
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.043617  20040915
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.004914  20040915
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.027096  20040915
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.042913  20040915
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.108917  20040915
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.007656  20040915
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.010826  20040915
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.095737  20040915
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.070343  20040915
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.017374  20040915
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.101084  20040915
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.140839  20040915
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.107029  20040915
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.035270  20040915
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.107452  20040915
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.034216  20040915
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.034061  20040915
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.041793  20040915
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.462605  20040915
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.063169  20040915
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.007444  20040915
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.097983  20040915
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.173855  20040915
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.865046  20040915
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.249728  20040915
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.952426  20040915
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.426368  20040915
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.465288  20040915
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -11.314914  20040915
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    4.124962  20040915
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   90.154561  20040915
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -13.195285  20040915
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    9.218027  20040915
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.398342  20040915
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.133825  20040915
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.977243  20040915
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    7.080942  20040915
 3549   USFASTD_TELECOM   USFASTD_TELECOM  126.188096  20040915
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   16.546744  20040915
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.343662  20040915
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.696619  20040915
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.034911  20040915
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -8.090014  20040915
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS   99.699677  20040915
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -3.857985  20040915
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.315838  20040915
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -4.145498  20040915
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.397760  20040915
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   55.670095  20040915
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   34.085850  20040915
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   37.655696  20040915
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.430073  20040915
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   46.261482  20040915
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   30.913944  20040915
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.364498  20040915
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  130.647417  20040915
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.935274  20040915
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  121.792265  20040915
 
 [3570 rows x 4 columns],
 '20040916':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.721075  20040916
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.062341  20040916
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.034483  20040916
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.001078  20040916
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.020722  20040916
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.038270  20040916
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.103738  20040916
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.006760  20040916
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.015119  20040916
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.092335  20040916
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.065278  20040916
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.016240  20040916
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.096025  20040916
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.132865  20040916
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.107829  20040916
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.031802  20040916
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.096189  20040916
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.031733  20040916
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.032119  20040916
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.038802  20040916
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.441357  20040916
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.065907  20040916
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.002131  20040916
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.064153  20040916
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.102173  20040916
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.839878  20040916
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.255797  20040916
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.890272  20040916
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.384667  20040916
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.430836  20040916
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.575518  20040916
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.999079  20040916
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   84.226615  20040916
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -12.357648  20040916
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    8.600486  20040916
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.858175  20040916
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.598494  20040916
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.461580  20040916
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    6.835081  20040916
 3549   USFASTD_TELECOM   USFASTD_TELECOM  119.155025  20040916
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   15.505011  20040916
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.328753  20040916
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.684380  20040916
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.975720  20040916
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.750089  20040916
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS   93.279385  20040916
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -3.593873  20040916
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.294763  20040916
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -3.866029  20040916
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.269885  20040916
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   51.992741  20040916
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   31.832834  20040916
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   35.173332  20040916
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.134591  20040916
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   43.202825  20040916
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   28.872106  20040916
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.200391  20040916
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  122.025479  20040916
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.767750  20040916
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  117.673378  20040916
 
 [3570 rows x 4 columns],
 '20040917':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.811818  20040917
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.038507  20040917
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.033567  20040917
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.005426  20040917
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.022722  20040917
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.044513  20040917
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.109388  20040917
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.008872  20040917
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.008267  20040917
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.083834  20040917
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.071033  20040917
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.016353  20040917
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.100934  20040917
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.139727  20040917
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.108895  20040917
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.031310  20040917
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.101557  20040917
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.023731  20040917
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.035164  20040917
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.034312  20040917
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.458718  20040917
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.057872  20040917
 22    USFASTD_1DREVRSL     USFASTD_VALUE   -0.002292  20040917
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.115753  20040917
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.182286  20040917
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.938414  20040917
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.197566  20040917
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.955446  20040917
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.373816  20040917
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.415489  20040917
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.845522  20040917
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.665785  20040917
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   83.568916  20040917
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -12.207836  20040917
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    8.539548  20040917
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.762136  20040917
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.593276  20040917
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.363850  20040917
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    6.535052  20040917
 3549   USFASTD_TELECOM   USFASTD_TELECOM  118.435486  20040917
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   15.374555  20040917
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.318535  20040917
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.790848  20040917
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.933275  20040917
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.284965  20040917
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS   93.143234  20040917
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -3.600185  20040917
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.210050  20040917
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -3.891434  20040917
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.095412  20040917
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   51.498174  20040917
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   32.114850  20040917
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   34.874857  20040917
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -7.698700  20040917
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   44.505742  20040917
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   29.205555  20040917
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.965470  20040917
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  121.111237  20040917
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.487468  20040917
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  111.747747  20040917
 
 [3570 rows x 4 columns],
 '20040920':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.857230  20040920
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.094978  20040920
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.039138  20040920
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.003089  20040920
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.023951  20040920
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.041129  20040920
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.109126  20040920
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.008665  20040920
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.011894  20040920
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.088661  20040920
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.070189  20040920
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.015383  20040920
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.102359  20040920
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.138064  20040920
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.110297  20040920
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.030559  20040920
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.102492  20040920
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.029367  20040920
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.035311  20040920
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.033298  20040920
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.468789  20040920
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.056732  20040920
 22    USFASTD_1DREVRSL     USFASTD_VALUE   -0.001404  20040920
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.166096  20040920
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.217292  20040920
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.990919  20040920
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.180798  20040920
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.956859  20040920
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.398580  20040920
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.436611  20040920
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -11.027187  20040920
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.701652  20040920
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   89.128329  20040920
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -12.661174  20040920
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    8.663421  20040920
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.019619  20040920
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.849488  20040920
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.586704  20040920
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    6.737149  20040920
 3549   USFASTD_TELECOM   USFASTD_TELECOM  119.951444  20040920
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   15.681390  20040920
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.341694  20040920
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.810810  20040920
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.934035  20040920
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.681071  20040920
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS   95.583667  20040920
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -3.665070  20040920
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.215425  20040920
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -3.970138  20040920
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.259586  20040920
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   52.147673  20040920
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   32.516818  20040920
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   35.312181  20040920
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.115329  20040920
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   45.051862  20040920
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   29.566777  20040920
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.184249  20040920
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  122.588657  20040920
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.739886  20040920
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  118.143235  20040920
 
 [3570 rows x 4 columns],
 '20040921':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.951688  20040921
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.979003  20040921
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.044603  20040921
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.005720  20040921
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.030103  20040921
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.041862  20040921
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.110456  20040921
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.017210  20040921
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.005361  20040921
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.085475  20040921
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.071284  20040921
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.016750  20040921
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.107639  20040921
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.141691  20040921
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.117248  20040921
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.032137  20040921
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.121974  20040921
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.007186  20040921
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.036291  20040921
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.037645  20040921
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.482820  20040921
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.072822  20040921
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.001458  20040921
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.192411  20040921
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.255634  20040921
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.094689  20040921
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.129070  20040921
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.014311  20040921
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.413593  20040921
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.401704  20040921
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -11.417893  20040921
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.365360  20040921
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   93.097913  20040921
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -13.234127  20040921
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    9.086507  20040921
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.266037  20040921
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.080638  20040921
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.825395  20040921
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.899904  20040921
 3549   USFASTD_TELECOM   USFASTD_TELECOM  124.595240  20040921
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   16.195910  20040921
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.269659  20040921
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.704401  20040921
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.034307  20040921
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -6.652561  20040921
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS   99.064639  20040921
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -3.841988  20040921
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.235530  20040921
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -4.135384  20040921
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -3.816257  20040921
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   53.867837  20040921
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   34.013841  20040921
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   36.503350  20040921
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -7.201870  20040921
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   47.869678  20040921
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   30.977601  20040921
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.882612  20040921
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  126.938341  20040921
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.228173  20040921
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  105.961470  20040921
 
 [3570 rows x 4 columns],
 '20040922':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.906901  20040922
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.121235  20040922
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.044839  20040922
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.002029  20040922
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.029105  20040922
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.039848  20040922
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.107595  20040922
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.015957  20040922
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.006061  20040922
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.087800  20040922
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.070695  20040922
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.014633  20040922
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.114070  20040922
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.132784  20040922
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.111290  20040922
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.029478  20040922
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.123053  20040922
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.028081  20040922
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.038348  20040922
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.031073  20040922
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.475618  20040922
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.059651  20040922
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.000066  20040922
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.220468  20040922
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.289062  20040922
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.121218  20040922
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.070705  20040922
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.980039  20040922
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.423110  20040922
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.404939  20040922
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -11.100907  20040922
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    4.157448  20040922
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   89.431348  20040922
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -12.723845  20040922
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    8.739284  20040922
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.979632  20040922
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.825821  20040922
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.514582  20040922
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    6.515746  20040922
 3549   USFASTD_TELECOM   USFASTD_TELECOM  119.812253  20040922
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   15.668709  20040922
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.370956  20040922
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.819922  20040922
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.891991  20040922
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.829749  20040922
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS   95.571730  20040922
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -3.636013  20040922
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.317586  20040922
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -3.918418  20040922
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.485929  20040922
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   51.974132  20040922
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   33.231802  20040922
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   35.218074  20040922
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.309933  20040922
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   47.334656  20040922
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   30.276708  20040922
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.773466  20040922
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  122.216220  20040922
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.000634  20040922
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  123.450054  20040922
 
 [3570 rows x 4 columns],
 '20040923':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.870087  20040923
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.122000  20040923
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.046645  20040923
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.002829  20040923
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.028673  20040923
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.037711  20040923
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.104341  20040923
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.014478  20040923
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.005453  20040923
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.089814  20040923
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.069150  20040923
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.012249  20040923
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.110254  20040923
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.127555  20040923
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.110673  20040923
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.027626  20040923
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.118125  20040923
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.034396  20040923
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.037214  20040923
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.027952  20040923
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.468167  20040923
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.058636  20040923
 22    USFASTD_1DREVRSL     USFASTD_VALUE   -0.000982  20040923
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.210233  20040923
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.273852  20040923
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.094113  20040923
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.080628  20040923
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.983625  20040923
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.423924  20040923
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.432072  20040923
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.987653  20040923
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    4.080176  20040923
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   87.550163  20040923
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -12.417077  20040923
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    8.986920  20040923
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.856040  20040923
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.057952  20040923
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.422233  20040923
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    6.491399  20040923
 3549   USFASTD_TELECOM   USFASTD_TELECOM  116.801536  20040923
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   15.887051  20040923
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.367143  20040923
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.786849  20040923
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.880506  20040923
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.881948  20040923
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  100.472369  20040923
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -3.755984  20040923
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.035883  20040923
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -4.097972  20040923
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.801782  20040923
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   50.969189  20040923
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   33.698811  20040923
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   34.587552  20040923
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.326790  20040923
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   49.778757  20040923
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   30.785976  20040923
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.792260  20040923
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  120.078000  20040923
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.981662  20040923
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  124.056386  20040923
 
 [3570 rows x 4 columns],
 '20040924':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.894920  20040924
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.066847  20040924
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.046997  20040924
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.002071  20040924
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.024948  20040924
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.037693  20040924
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.103689  20040924
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.016250  20040924
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.003419  20040924
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.083759  20040924
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.066505  20040924
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.008500  20040924
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.110684  20040924
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.121670  20040924
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.109944  20040924
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.026582  20040924
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.110005  20040924
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.029185  20040924
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.036200  20040924
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.031103  20040924
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.470506  20040924
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.060420  20040924
 22    USFASTD_1DREVRSL     USFASTD_VALUE   -0.000783  20040924
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.353076  20040924
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.381454  20040924
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.182007  20040924
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.030246  20040924
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.917630  20040924
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.379277  20040924
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.411560  20040924
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.647295  20040924
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.763861  20040924
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   89.625596  20040924
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -12.360861  20040924
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    8.889376  20040924
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.723066  20040924
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.854999  20040924
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.138792  20040924
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    6.061261  20040924
 3549   USFASTD_TELECOM   USFASTD_TELECOM  114.171844  20040924
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   15.529637  20040924
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.329819  20040924
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.755325  20040924
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.890855  20040924
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.295755  20040924
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS   98.369461  20040924
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -3.709826  20040924
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.067813  20040924
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -4.096641  20040924
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.467731  20040924
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   50.031454  20040924
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   33.206746  20040924
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   34.257812  20040924
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -7.752732  20040924
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   49.238938  20040924
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   30.647110  20040924
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.508557  20040924
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  119.914459  20040924
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.705335  20040924
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  115.337326  20040924
 
 [3570 rows x 4 columns],
 '20040927':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.889120  20040927
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.153119  20040927
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.045570  20040927
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.000657  20040927
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.028362  20040927
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.036497  20040927
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.100600  20040927
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.012749  20040927
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.009045  20040927
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.084403  20040927
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.063809  20040927
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.008668  20040927
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.104510  20040927
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.115206  20040927
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.104276  20040927
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.026664  20040927
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.104331  20040927
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.042537  20040927
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.037052  20040927
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.026337  20040927
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.466252  20040927
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.047776  20040927
 22    USFASTD_1DREVRSL     USFASTD_VALUE   -0.004330  20040927
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.412129  20040927
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.389441  20040927
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.227196  20040927
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.032285  20040927
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.873276  20040927
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.389750  20040927
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.316724  20040927
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.421779  20040927
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.807596  20040927
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   88.325644  20040927
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -12.272996  20040927
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    8.684369  20040927
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.562716  20040927
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.667884  20040927
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.010579  20040927
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    6.189958  20040927
 3549   USFASTD_TELECOM   USFASTD_TELECOM  112.482397  20040927
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   15.520565  20040927
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.319974  20040927
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.695424  20040927
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.856666  20040927
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.541821  20040927
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS   98.635453  20040927
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -3.712743  20040927
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.158538  20040927
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -4.042902  20040927
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.539196  20040927
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   49.150865  20040927
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   32.787285  20040927
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   33.556589  20040927
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.156262  20040927
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   48.830794  20040927
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   30.145056  20040927
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.825871  20040927
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  117.118548  20040927
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.896365  20040927
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  120.903649  20040927
 
 [3570 rows x 4 columns],
 '20040928':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.014302  20040928
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.036875  20040928
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.043424  20040928
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.008647  20040928
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.031929  20040928
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.047274  20040928
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.107067  20040928
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.013341  20040928
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.004846  20040928
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.082267  20040928
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.070704  20040928
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.009117  20040928
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.113792  20040928
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.122480  20040928
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.118151  20040928
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.030009  20040928
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.112442  20040928
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.015208  20040928
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.041605  20040928
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.031856  20040928
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.488532  20040928
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.068949  20040928
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.004277  20040928
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.486873  20040928
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.481234  20040928
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.296383  20040928
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.014991  20040928
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.883827  20040928
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.352983  20040928
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.400132  20040928
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -11.018044  20040928
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.058058  20040928
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   94.381282  20040928
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -12.974306  20040928
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    9.355786  20040928
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.028339  20040928
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.187334  20040928
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.379578  20040928
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.328904  20040928
 3549   USFASTD_TELECOM   USFASTD_TELECOM  120.499086  20040928
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   16.572134  20040928
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.212140  20040928
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.653546  20040928
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.918451  20040928
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -6.723630  20040928
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  105.204896  20040928
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -4.031686  20040928
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.218561  20040928
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -4.325654  20040928
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.099197  20040928
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   52.329242  20040928
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   34.933675  20040928
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   35.802403  20040928
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -7.184703  20040928
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   52.083284  20040928
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   32.179952  20040928
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.300733  20040928
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  125.665120  20040928
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.460988  20040928
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  108.236880  20040928
 
 [3570 rows x 4 columns],
 '20040929':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.999840  20040929
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.955518  20040929
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.041175  20040929
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.012103  20040929
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.033276  20040929
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.049527  20040929
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.108216  20040929
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.014338  20040929
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.002592  20040929
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.078070  20040929
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.071022  20040929
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.009244  20040929
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.115676  20040929
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.124751  20040929
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.120678  20040929
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.030840  20040929
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.114713  20040929
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.001120  20040929
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.041178  20040929
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.031582  20040929
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.481968  20040929
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.074690  20040929
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.004968  20040929
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.486103  20040929
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.479394  20040929
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.286462  20040929
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.028913  20040929
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.869208  20040929
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.334140  20040929
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.395867  20040929
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.975059  20040929
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.717489  20040929
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   96.216420  20040929
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -13.039291  20040929
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    9.794511  20040929
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.182969  20040929
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.057112  20040929
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.608694  20040929
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.036758  20040929
 3549   USFASTD_TELECOM   USFASTD_TELECOM  119.873847  20040929
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   16.662207  20040929
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.177686  20040929
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.616013  20040929
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.930923  20040929
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -6.092646  20040929
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  107.555543  20040929
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -4.176224  20040929
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.052274  20040929
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -4.506440  20040929
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -3.679520  20040929
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   52.519876  20040929
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   35.385698  20040929
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   35.985195  20040929
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -6.598694  20040929
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   53.756031  20040929
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   32.570191  20040929
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.880193  20040929
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  126.360705  20040929
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.161900  20040929
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY   98.778429  20040929
 
 [3570 rows x 4 columns],
 '20040930':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.044479  20040930
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.974754  20040930
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.042975  20040930
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.012525  20040930
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.034517  20040930
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.051860  20040930
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.110722  20040930
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.014669  20040930
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.002682  20040930
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.079722  20040930
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.072879  20040930
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.009386  20040930
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.127538  20040930
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.128490  20040930
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.126648  20040930
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.031567  20040930
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.117226  20040930
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.000946  20040930
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.043630  20040930
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.032607  20040930
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.495128  20040930
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.076620  20040930
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.004807  20040930
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.519391  20040930
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.511634  20040930
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.314603  20040930
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.027027  20040930
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.888355  20040930
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.340767  20040930
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.403655  20040930
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -11.255286  20040930
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.782682  20040930
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   99.381270  20040930
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -13.378893  20040930
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   10.026722  20040930
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.463035  20040930
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.327180  20040930
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.889426  20040930
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.184649  20040930
 3549   USFASTD_TELECOM   USFASTD_TELECOM  122.539468  20040930
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   17.042761  20040930
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.180062  20040930
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.628101  20040930
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.956582  20040930
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -6.225982  20040930
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  110.108862  20040930
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -4.270582  20040930
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.044070  20040930
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -4.604943  20040930
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -3.761279  20040930
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   53.903792  20040930
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   36.296057  20040930
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   36.939288  20040930
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -6.756877  20040930
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   55.093572  20040930
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   33.411504  20040930
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.968401  20040930
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  129.665963  20040930
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.261263  20040930
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  100.786528  20040930
 
 [3570 rows x 4 columns],
 '20041001':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.120053  20041001
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.906031  20041001
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.041757  20041001
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.018076  20041001
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.049092  20041001
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.063588  20041001
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.113890  20041001
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.014944  20041001
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.000821  20041001
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.072921  20041001
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.072931  20041001
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.011816  20041001
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.135669  20041001
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.130386  20041001
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.137646  20041001
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.032664  20041001
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.133682  20041001
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.021391  20041001
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.045341  20041001
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.033278  20041001
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.504052  20041001
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.090625  20041001
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.016478  20041001
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.450929  20041001
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.467301  20041001
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.309035  20041001
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.070586  20041001
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.862453  20041001
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.297120  20041001
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.450126  20041001
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -11.397659  20041001
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.645006  20041001
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  102.676950  20041001
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -13.556211  20041001
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   10.215133  20041001
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.767414  20041001
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.456420  20041001
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.995985  20041001
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.046618  20041001
 3549   USFASTD_TELECOM   USFASTD_TELECOM  124.195073  20041001
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   17.264653  20041001
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.081217  20041001
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.594583  20041001
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.015077  20041001
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -5.250413  20041001
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  112.214144  20041001
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -4.380288  20041001
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.075901  20041001
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -4.717479  20041001
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -3.435205  20041001
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   55.359572  20041001
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   36.998718  20041001
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   37.647066  20041001
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -6.104863  20041001
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   55.842437  20041001
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   33.853550  20041001
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.444473  20041001
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  131.456737  20041001
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.671783  20041001
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY   92.193658  20041001
 
 [3570 rows x 4 columns],
 '20041004':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.178751  20041004
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.994862  20041004
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.043844  20041004
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.014327  20041004
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.050779  20041004
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.062752  20041004
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.118452  20041004
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.014082  20041004
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.000665  20041004
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.078439  20041004
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.074145  20041004
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.014052  20041004
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.137469  20041004
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.133212  20041004
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.145249  20041004
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.033588  20041004
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.140631  20041004
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.012634  20041004
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.048347  20041004
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.034786  20041004
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.522730  20041004
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.090313  20041004
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.016718  20041004
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.515334  20041004
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.527937  20041004
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.353747  20041004
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.070120  20041004
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.900438  20041004
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.337766  20041004
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.509667  20041004
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -11.800588  20041004
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.025559  20041004
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  105.969564  20041004
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -14.060250  20041004
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   10.512543  20041004
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -9.044257  20041004
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.710710  20041004
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -8.318283  20041004
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.676577  20041004
 3549   USFASTD_TELECOM   USFASTD_TELECOM  135.110656  20041004
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   18.261427  20041004
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.129007  20041004
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.654903  20041004
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.212021  20041004
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -5.901643  20041004
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  115.233431  20041004
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -4.477603  20041004
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.067287  20041004
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -4.853386  20041004
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -3.793621  20041004
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   56.851972  20041004
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   37.991817  20041004
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   38.750746  20041004
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -6.781955  20041004
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   57.323210  20041004
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   34.837902  20041004
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.814016  20041004
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  135.610283  20041004
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.131432  20041004
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  102.416399  20041004
 
 [3570 rows x 4 columns],
 '20041005':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.094991  20041005
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.071154  20041005
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.045039  20041005
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.008636  20041005
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.047923  20041005
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.058155  20041005
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.112824  20041005
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.011605  20041005
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.003856  20041005
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.080205  20041005
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.070575  20041005
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.012861  20041005
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.127921  20041005
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.125974  20041005
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.138336  20041005
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.031409  20041005
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.135764  20041005
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.006579  20041005
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.048234  20041005
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.033447  20041005
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.506945  20041005
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.078173  20041005
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.014169  20041005
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.502044  20041005
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.507774  20041005
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.371732  20041005
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.021470  20041005
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.873958  20041005
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.346823  20041005
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.506092  20041005
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -11.302091  20041005
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.285279  20041005
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  101.903086  20041005
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -13.512902  20041005
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   10.090599  20041005
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.720043  20041005
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.550769  20041005
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.987253  20041005
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    6.132602  20041005
 3549   USFASTD_TELECOM   USFASTD_TELECOM  130.548263  20041005
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   17.642390  20041005
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.215455  20041005
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.543690  20041005
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.028148  20041005
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -6.571039  20041005
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  110.689376  20041005
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -4.260116  20041005
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.078872  20041005
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -4.630592  20041005
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.134175  20041005
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   54.702081  20041005
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   36.867759  20041005
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   37.426060  20041005
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -7.409287  20041005
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   56.315615  20041005
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   33.830990  20041005
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.155902  20041005
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  131.294722  20041005
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.547338  20041005
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  111.293724  20041005
 
 [3570 rows x 4 columns],
 '20041006':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.312236  20041006
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.008177  20041006
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.049502  20041006
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.015989  20041006
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.056097  20041006
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.057913  20041006
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.136902  20041006
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.011046  20041006
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.008303  20041006
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.072045  20041006
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.104031  20041006
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.016161  20041006
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.122729  20041006
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.135301  20041006
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.165818  20041006
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.037243  20041006
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.137564  20041006
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.003224  20041006
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.053077  20041006
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.032210  20041006
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.534096  20041006
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.091855  20041006
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.032478  20041006
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.763730  20041006
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.686643  20041006
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.571283  20041006
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.129034  20041006
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.847469  20041006
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.245002  20041006
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.417854  20041006
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -11.243989  20041006
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.974089  20041006
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  101.638797  20041006
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -13.408178  20041006
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   10.093854  20041006
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.652386  20041006
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.599143  20041006
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.925800  20041006
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.593203  20041006
 3549   USFASTD_TELECOM   USFASTD_TELECOM  130.465696  20041006
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   17.597596  20041006
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.210798  20041006
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.445081  20041006
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.034392  20041006
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -5.760586  20041006
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  111.353703  20041006
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -4.343736  20041006
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.032637  20041006
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -4.671209  20041006
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -3.840813  20041006
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   54.824795  20041006
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   37.011027  20041006
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   37.395885  20041006
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -6.608694  20041006
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   56.887888  20041006
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   33.888897  20041006
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.888184  20041006
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  130.846972  20041006
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.058463  20041006
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  101.073381  20041006
 
 [3570 rows x 4 columns],
 '20041007':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.184402  20041007
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.147704  20041007
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.051299  20041007
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.007553  20041007
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.053140  20041007
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.048241  20041007
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.128284  20041007
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.007539  20041007
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.003086  20041007
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.075671  20041007
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.096774  20041007
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.015118  20041007
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.112246  20041007
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.124448  20041007
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.152468  20041007
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.034380  20041007
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.129571  20041007
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.026519  20041007
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.051028  20041007
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.029689  20041007
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.511367  20041007
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.072905  20041007
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.029443  20041007
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.732132  20041007
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.639116  20041007
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.518388  20041007
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.136389  20041007
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.834633  20041007
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.277242  20041007
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.411109  20041007
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.619014  20041007
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.433502  20041007
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   95.717149  20041007
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -12.693251  20041007
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    9.504662  20041007
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.219150  20041007
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.135025  20041007
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.509128  20041007
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    6.475505  20041007
 3549   USFASTD_TELECOM   USFASTD_TELECOM  123.412005  20041007
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   16.760487  20041007
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.313941  20041007
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.467496  20041007
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.931107  20041007
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.115654  20041007
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  105.602899  20041007
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -4.035262  20041007
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.003164  20041007
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -4.387385  20041007
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.636718  20041007
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   51.757474  20041007
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   34.900095  20041007
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   35.273585  20041007
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -7.849499  20041007
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   53.556099  20041007
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   31.926507  20041007
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.520299  20041007
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  123.211259  20041007
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.738401  20041007
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  121.009990  20041007
 
 [3570 rows x 4 columns],
 '20041008':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.086007  20041008
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.227526  20041008
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.049470  20041008
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.000550  20041008
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.052108  20041008
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.043587  20041008
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.120445  20041008
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.006560  20041008
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.003419  20041008
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.079272  20041008
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.089933  20041008
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.014335  20041008
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.103562  20041008
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.113741  20041008
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.143402  20041008
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.030717  20041008
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.120962  20041008
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.048835  20041008
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.049385  20041008
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.028589  20041008
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.492747  20041008
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.058512  20041008
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.027065  20041008
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.722675  20041008
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.645923  20041008
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.486733  20041008
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.175554  20041008
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.810240  20041008
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.282927  20041008
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.401617  20041008
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.153005  20041008
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.820430  20041008
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   92.599347  20041008
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -12.161363  20041008
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    8.972107  20041008
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.141986  20041008
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.107594  20041008
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.349763  20041008
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    7.275343  20041008
 3549   USFASTD_TELECOM   USFASTD_TELECOM  116.977822  20041008
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   15.956005  20041008
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.351145  20041008
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.470524  20041008
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.855399  20041008
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.642859  20041008
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  100.741931  20041008
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -3.783960  20041008
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.092166  20041008
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -4.112511  20041008
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.054438  20041008
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   50.187210  20041008
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   33.945193  20041008
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   33.937058  20041008
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.648701  20041008
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   52.125291  20041008
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   30.784898  20041008
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.082919  20041008
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  117.318212  20041008
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.209989  20041008
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  130.573929  20041008
 
 [3570 rows x 4 columns],
 '20041011':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.947228  20041011
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.177383  20041011
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.046211  20041011
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.001498  20041011
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.048477  20041011
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.038141  20041011
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.111852  20041011
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.005282  20041011
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.005261  20041011
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.074369  20041011
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.084379  20041011
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.012964  20041011
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.095686  20041011
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.104676  20041011
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.132108  20041011
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.029019  20041011
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.112028  20041011
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.049303  20041011
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.045695  20041011
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.027086  20041011
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.459070  20041011
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.052497  20041011
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.023242  20041011
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.692395  20041011
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.689470  20041011
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.408875  20041011
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.186240  20041011
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.754367  20041011
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.262698  20041011
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.388376  20041011
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -9.411433  20041011
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.659936  20041011
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   86.740263  20041011
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -11.576660  20041011
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    8.350451  20041011
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.713324  20041011
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.761592  20041011
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -6.870005  20041011
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    6.939263  20041011
 3549   USFASTD_TELECOM   USFASTD_TELECOM  110.015645  20041011
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   14.884119  20041011
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.435206  20041011
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    0.603784  20041011
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.765365  20041011
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.316438  20041011
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS   93.372360  20041011
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -3.520550  20041011
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.086298  20041011
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -3.806804  20041011
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.818741  20041011
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   47.089690  20041011
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   32.029514  20041011
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   31.647556  20041011
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.283876  20041011
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   49.399439  20041011
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   28.838841  20041011
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.867743  20041011
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  108.735424  20041011
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.968811  20041011
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  124.596157  20041011
 
 [3570 rows x 4 columns],
 '20041012':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.933914  20041012
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.224950  20041012
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.047237  20041012
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.003782  20041012
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.047996  20041012
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.036313  20041012
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.111631  20041012
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.004540  20041012
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.006748  20041012
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.076289  20041012
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.083217  20041012
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.012753  20041012
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.093445  20041012
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.103749  20041012
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.130243  20041012
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.028491  20041012
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.111640  20041012
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.058097  20041012
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.045600  20041012
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.026855  20041012
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.457760  20041012
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.048476  20041012
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.022869  20041012
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.715056  20041012
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.703976  20041012
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.420909  20041012
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.192666  20041012
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.761879  20041012
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.273020  20041012
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.395332  20041012
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -9.344042  20041012
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.874234  20041012
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   86.779425  20041012
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -12.070415  20041012
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    8.302121  20041012
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.911076  20041012
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.165916  20041012
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -6.841078  20041012
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    7.316924  20041012
 3549   USFASTD_TELECOM   USFASTD_TELECOM  114.547960  20041012
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   15.084992  20041012
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.716783  20041012
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.107838  20041012
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.784867  20041012
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.933928  20041012
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS   92.594016  20041012
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -3.525532  20041012
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.088569  20041012
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -3.765513  20041012
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.017675  20041012
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   48.058245  20041012
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   33.290029  20041012
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   31.808493  20041012
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.802413  20041012
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   52.154502  20041012
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   29.401467  20041012
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.304064  20041012
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  107.876324  20041012
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.182435  20041012
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  130.138305  20041012
 
 [3570 rows x 4 columns],
 '20041013':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.098071  20041013
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.273981  20041013
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.046188  20041013
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.001806  20041013
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.046876  20041013
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.043890  20041013
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.131722  20041013
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.005108  20041013
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.005597  20041013
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.075458  20041013
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.091941  20041013
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.011794  20041013
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.105031  20041013
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.121719  20041013
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.139203  20041013
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.033096  20041013
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.127728  20041013
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.048612  20041013
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.049579  20041013
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.025432  20041013
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.492517  20041013
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.053324  20041013
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.022382  20041013
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.783877  20041013
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.766792  20041013
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.437770  20041013
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.086526  20041013
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.850225  20041013
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.338040  20041013
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.425709  20041013
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -11.219479  20041013
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.674570  20041013
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   98.607020  20041013
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -13.249603  20041013
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    9.246216  20041013
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.657613  20041013
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -9.246324  20041013
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -8.712107  20041013
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    7.254471  20041013
 3549   USFASTD_TELECOM   USFASTD_TELECOM  122.783760  20041013
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   16.167759  20041013
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.743038  20041013
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.182646  20041013
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.888268  20041013
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -8.189713  20041013
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS   99.400979  20041013
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -3.794951  20041013
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.059544  20041013
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -4.340405  20041013
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.255734  20041013
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   51.455336  20041013
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   35.842284  20041013
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   35.707258  20041013
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.103389  20041013
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   56.543549  20041013
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   33.416595  20041013
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.403583  20041013
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  127.815332  20041013
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.153283  20041013
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  135.853546  20041013
 
 [3570 rows x 4 columns],
 '20041014':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.457174  20041014
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.433757  20041014
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.057168  20041014
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.004044  20041014
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.049018  20041014
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.057706  20041014
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.149474  20041014
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.009358  20041014
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.004287  20041014
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.088298  20041014
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.106594  20041014
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.014920  20041014
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.134492  20041014
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.133216  20041014
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.159411  20041014
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.037465  20041014
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.135665  20041014
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.044345  20041014
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.059923  20041014
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.037111  20041014
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.577130  20041014
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.063571  20041014
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.031489  20041014
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.288102  20041014
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -2.267419  20041014
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.845123  20041014
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.259362  20041014
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.930554  20041014
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.323918  20041014
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.514067  20041014
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -12.840630  20041014
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.646969  20041014
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  113.811371  20041014
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -15.386583  20041014
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   10.689428  20041014
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -10.053139  20041014
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -10.668131  20041014
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -10.160252  20041014
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    8.160191  20041014
 3549   USFASTD_TELECOM   USFASTD_TELECOM  144.800177  20041014
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   18.798882  20041014
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.732227  20041014
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.325481  20041014
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.253062  20041014
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -8.962502  20041014
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  115.133874  20041014
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -4.391579  20041014
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.072985  20041014
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -5.000338  20041014
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.988834  20041014
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   60.147314  20041014
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   41.629414  20041014
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   41.879816  20041014
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -10.390744  20041014
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   65.272816  20041014
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   38.902787  20041014
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -6.105302  20041014
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  150.024799  20041014
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.054984  20041014
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  153.762325  20041014
 
 [3570 rows x 4 columns],
 '20041015':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.761941  20041015
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.269631  20041015
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.079608  20041015
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.010416  20041015
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.043767  20041015
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.065850  20041015
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.150412  20041015
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.012820  20041015
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.001115  20041015
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.134445  20041015
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.117689  20041015
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.030247  20041015
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.144884  20041015
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.134399  20041015
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.179912  20041015
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.045145  20041015
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.099009  20041015
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.040163  20041015
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.076117  20041015
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.030362  20041015
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.610222  20041015
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.078943  20041015
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.034933  20041015
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.411460  20041015
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -2.418265  20041015
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.871657  20041015
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.155465  20041015
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.842942  20041015
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.235684  20041015
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.635094  20041015
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -13.468904  20041015
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.861418  20041015
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  117.739572  20041015
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -15.753388  20041015
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   11.102779  20041015
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -10.250676  20041015
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -10.994122  20041015
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -10.452565  20041015
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    6.861626  20041015
 3549   USFASTD_TELECOM   USFASTD_TELECOM  149.256906  20041015
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   19.316280  20041015
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.641122  20041015
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.280652  20041015
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.295184  20041015
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.318294  20041015
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  118.712458  20041015
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -4.612778  20041015
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.030968  20041015
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -5.328544  20041015
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.016600  20041015
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   61.973014  20041015
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   42.910537  20041015
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   44.157788  20041015
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.625044  20041015
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   67.415102  20041015
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   40.923783  20041015
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.147119  20041015
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  162.124133  20041015
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.897512  20041015
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  128.373539  20041015
 
 [3570 rows x 4 columns],
 '20041018':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.782270  20041018
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.213134  20041018
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.077665  20041018
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.011767  20041018
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.042374  20041018
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.071877  20041018
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.158415  20041018
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.014376  20041018
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.001818  20041018
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.131748  20041018
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.118276  20041018
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.031671  20041018
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.152949  20041018
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.133087  20041018
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.185382  20041018
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.049196  20041018
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.119417  20041018
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.028353  20041018
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.079001  20041018
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.030425  20041018
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.645588  20041018
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.081417  20041018
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.034975  20041018
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.365547  20041018
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -2.379672  20041018
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.813730  20041018
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.093094  20041018
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.866439  20041018
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.231730  20041018
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.647061  20041018
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -14.299887  20041018
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.853224  20041018
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  119.534195  20041018
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -15.806077  20041018
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   11.179809  20041018
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -10.511847  20041018
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -11.949297  20041018
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -11.165111  20041018
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    6.728504  20041018
 3549   USFASTD_TELECOM   USFASTD_TELECOM  150.011698  20041018
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   19.405903  20041018
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.586534  20041018
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.196050  20041018
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.470787  20041018
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -6.926012  20041018
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  119.640197  20041018
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -4.667862  20041018
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.124094  20041018
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -5.418458  20041018
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.836922  20041018
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   63.288726  20041018
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   45.504147  20041018
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   46.042278  20041018
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.389650  20041018
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   74.375817  20041018
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   44.633453  20041018
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.432611  20041018
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  172.021523  20041018
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.048610  20041018
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  123.055690  20041018
 
 [3570 rows x 4 columns],
 '20041019':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    3.008013  20041019
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.256557  20041019
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.088103  20041019
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.018426  20041019
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.041475  20041019
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.079492  20041019
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.171585  20041019
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.014587  20041019
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.002644  20041019
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.141243  20041019
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.128435  20041019
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.035301  20041019
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.171517  20041019
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.146060  20041019
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.201569  20041019
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.056001  20041019
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.132966  20041019
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.025046  20041019
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.084192  20041019
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.033969  20041019
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.709613  20041019
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.097581  20041019
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.040219  20041019
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.542911  20041019
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -2.564627  20041019
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.986188  20041019
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.125081  20041019
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.977164  20041019
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.280756  20041019
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.710896  20041019
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -15.644331  20041019
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.696358  20041019
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  132.408784  20041019
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -17.245469  20041019
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   12.437081  20041019
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -11.395523  20041019
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -12.873098  20041019
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -12.469787  20041019
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    6.543875  20041019
 3549   USFASTD_TELECOM   USFASTD_TELECOM  162.146044  20041019
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   21.032737  20041019
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.604378  20041019
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.276657  20041019
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.610455  20041019
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.164274  20041019
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  130.274197  20041019
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.064905  20041019
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.182492  20041019
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -5.985504  20041019
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.207069  20041019
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   68.382294  20041019
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   49.324987  20041019
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   49.924054  20041019
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.767802  20041019
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   80.904683  20041019
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   48.481038  20041019
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.864073  20041019
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  187.533110  20041019
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.040069  20041019
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  130.251600  20041019
 
 [3570 rows x 4 columns],
 '20041020':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    3.048133  20041020
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.238103  20041020
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.086704  20041020
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.017148  20041020
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.039077  20041020
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.072447  20041020
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.179274  20041020
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.017117  20041020
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.002273  20041020
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.139483  20041020
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.135475  20041020
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.032103  20041020
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.172856  20041020
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.144240  20041020
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.205610  20041020
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.055835  20041020
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.140037  20041020
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.020386  20041020
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.085288  20041020
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.030562  20041020
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.717569  20041020
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.096436  20041020
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.035586  20041020
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.471505  20041020
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -2.486606  20041020
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.885004  20041020
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.014819  20041020
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.963994  20041020
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.273021  20041020
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.724618  20041020
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -15.777197  20041020
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.588339  20041020
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  132.605875  20041020
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -17.217968  20041020
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   12.668453  20041020
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -11.545202  20041020
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -12.839640  20041020
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -12.530475  20041020
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    6.320785  20041020
 3549   USFASTD_TELECOM   USFASTD_TELECOM  164.500691  20041020
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   21.495970  20041020
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.475506  20041020
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.279765  20041020
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.721754  20041020
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.033944  20041020
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  132.594035  20041020
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.246188  20041020
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.182232  20041020
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -6.114528  20041020
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.125650  20041020
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   69.199252  20041020
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   49.479719  20041020
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   50.216740  20041020
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.548157  20041020
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   80.571744  20041020
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   48.341279  20041020
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.680405  20041020
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  187.320943  20041020
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.867056  20041020
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  125.960764  20041020
 
 [3570 rows x 4 columns],
 '20041021':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    3.104258  20041021
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.181070  20041021
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.093669  20041021
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.029857  20041021
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.038003  20041021
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.083670  20041021
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.186700  20041021
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.014123  20041021
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.000866  20041021
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.128984  20041021
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.145255  20041021
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.036353  20041021
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.189579  20041021
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.146131  20041021
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.225325  20041021
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.056416  20041021
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.151003  20041021
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.021629  20041021
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.081259  20041021
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.032016  20041021
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.747554  20041021
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.121607  20041021
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.034692  20041021
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.465097  20041021
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -2.496366  20041021
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.937890  20041021
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.023473  20041021
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.998328  20041021
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.358720  20041021
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.765767  20041021
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -16.554033  20041021
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.736014  20041021
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  133.715875  20041021
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -17.173836  20041021
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   13.068634  20041021
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -11.532110  20041021
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -12.828064  20041021
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -12.418781  20041021
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.930510  20041021
 3549   USFASTD_TELECOM   USFASTD_TELECOM  167.819728  20041021
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   22.146292  20041021
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.480514  20041021
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.301675  20041021
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.459129  20041021
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -6.991217  20041021
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  135.849155  20041021
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.297151  20041021
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.195373  20041021
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -6.017430  20041021
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.132777  20041021
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   69.008696  20041021
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   49.330250  20041021
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   50.786709  20041021
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.202852  20041021
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   80.316614  20041021
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   48.883860  20041021
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.468946  20041021
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  192.345037  20041021
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.935250  20041021
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  121.117728  20041021
 
 [3570 rows x 4 columns],
 '20041022':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    3.053055  20041022
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.271659  20041022
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.094345  20041022
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.024030  20041022
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.036054  20041022
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.079085  20041022
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.189392  20041022
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.011566  20041022
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.002499  20041022
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.134592  20041022
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.141804  20041022
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.034965  20041022
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.182682  20041022
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.141575  20041022
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.223572  20041022
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.054872  20041022
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.161933  20041022
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.038896  20041022
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.088157  20041022
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.030534  20041022
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.738443  20041022
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.113882  20041022
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.032400  20041022
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.456642  20041022
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -2.478304  20041022
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.912299  20041022
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.021731  20041022
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.019820  20041022
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.390357  20041022
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.761140  20041022
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -16.250675  20041022
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.230084  20041022
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  130.899524  20041022
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -17.521987  20041022
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   12.806483  20041022
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -11.520578  20041022
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -12.610441  20041022
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -12.180096  20041022
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    6.500076  20041022
 3549   USFASTD_TELECOM   USFASTD_TELECOM  179.381285  20041022
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   22.436398  20041022
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.077772  20041022
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.615560  20041022
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.549736  20041022
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.176035  20041022
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  133.880939  20041022
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.169605  20041022
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.161187  20041022
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -5.875617  20041022
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.700306  20041022
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   70.014259  20041022
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   49.154395  20041022
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   50.595760  20041022
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.400820  20041022
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   79.140344  20041022
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   47.988741  20041022
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.714499  20041022
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  188.322260  20041022
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.411371  20041022
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  134.348241  20041022
 
 [3570 rows x 4 columns],
 '20041025':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    3.047338  20041025
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.485219  20041025
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.111235  20041025
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.016489  20041025
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.033259  20041025
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.070489  20041025
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.184867  20041025
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.008506  20041025
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.007855  20041025
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.149265  20041025
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.148330  20041025
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.030852  20041025
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.173855  20041025
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.143595  20041025
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.218501  20041025
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.052100  20041025
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.150682  20041025
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.077032  20041025
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.088796  20041025
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.034039  20041025
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.753120  20041025
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.106904  20041025
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.037424  20041025
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.528396  20041025
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -2.540348  20041025
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.964427  20041025
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.008051  20041025
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.031700  20041025
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.426516  20041025
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.758703  20041025
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -16.171295  20041025
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    3.924339  20041025
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  131.272603  20041025
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -17.529564  20041025
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   12.717343  20041025
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -13.887947  20041025
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -12.601271  20041025
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -12.189609  20041025
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    7.887144  20041025
 3549   USFASTD_TELECOM   USFASTD_TELECOM  178.455608  20041025
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   22.355151  20041025
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.106509  20041025
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.672010  20041025
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.477655  20041025
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -8.640890  20041025
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  133.014468  20041025
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.804131  20041025
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.199389  20041025
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -5.796979  20041025
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -6.642285  20041025
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   93.551273  20041025
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   55.934205  20041025
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   57.629820  20041025
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -12.953806  20041025
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   78.706881  20041025
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   47.726717  20041025
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -6.689092  20041025
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  187.114284  20041025
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.395176  20041025
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  158.983285  20041025
 
 [3570 rows x 4 columns],
 '20041026':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    3.052997  20041026
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.354970  20041026
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.121056  20041026
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.016929  20041026
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.032851  20041026
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.053578  20041026
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.170728  20041026
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.013012  20041026
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.012201  20041026
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.141060  20041026
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.151548  20041026
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.023899  20041026
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.178120  20041026
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.149530  20041026
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.232443  20041026
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.047333  20041026
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.175838  20041026
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.052992  20041026
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.091442  20041026
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.043180  20041026
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.748653  20041026
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.090775  20041026
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.034792  20041026
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.446839  20041026
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -2.466931  20041026
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.870219  20041026
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON    0.054224  20041026
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.083872  20041026
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.449066  20041026
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.707369  20041026
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -15.965125  20041026
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.895924  20041026
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  145.246307  20041026
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -17.189794  20041026
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   12.693503  20041026
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -14.389307  20041026
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -13.268862  20041026
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -12.049673  20041026
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.951840  20041026
 3549   USFASTD_TELECOM   USFASTD_TELECOM  175.130574  20041026
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   21.703195  20041026
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.010852  20041026
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.513184  20041026
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.355216  20041026
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -8.647424  20041026
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  129.219203  20041026
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.622034  20041026
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.220658  20041026
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -5.686042  20041026
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -6.070246  20041026
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   90.337338  20041026
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   54.140835  20041026
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   55.728708  20041026
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -12.137136  20041026
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   76.367685  20041026
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   46.228467  20041026
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -6.089258  20041026
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  181.527560  20041026
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.268639  20041026
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  155.362316  20041026
 
 [3570 rows x 4 columns],
 '20041027':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    3.232893  20041027
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.235436  20041027
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.133219  20041027
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.032386  20041027
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.052594  20041027
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.060150  20041027
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.179159  20041027
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.017739  20041027
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.010265  20041027
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.134608  20041027
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.181646  20041027
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.029553  20041027
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.188342  20041027
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.157984  20041027
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.252375  20041027
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.050504  20041027
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.181729  20041027
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.027394  20041027
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.100736  20041027
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.061819  20041027
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.784774  20041027
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.113480  20041027
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.040042  20041027
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.975462  20041027
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -2.962431  20041027
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -2.386891  20041027
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.120391  20041027
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.056859  20041027
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.435190  20041027
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.777335  20041027
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -16.850415  20041027
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.297811  20041027
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  151.952086  20041027
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -18.033752  20041027
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   13.175767  20041027
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -16.035506  20041027
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -13.627983  20041027
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -12.609392  20041027
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.538125  20041027
 3549   USFASTD_TELECOM   USFASTD_TELECOM  182.452732  20041027
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   22.592015  20041027
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.185940  20041027
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.338118  20041027
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.403018  20041027
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.950554  20041027
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  134.405037  20041027
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -6.003424  20041027
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.073477  20041027
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -5.908569  20041027
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.581917  20041027
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL  102.803884  20041027
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   58.954399  20041027
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   60.484026  20041027
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -12.559978  20041027
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   81.928284  20041027
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   48.510073  20041027
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.801706  20041027
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  188.334686  20041027
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.784173  20041027
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  142.926317  20041027
 
 [3570 rows x 4 columns],
 '20041028':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    3.047339  20041028
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.194420  20041028
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.125571  20041028
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.030152  20041028
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.048585  20041028
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.058859  20041028
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.168000  20041028
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.016405  20041028
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.009426  20041028
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.127759  20041028
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.171218  20041028
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.026864  20041028
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.176206  20041028
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.154697  20041028
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.237832  20041028
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.047805  20041028
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.172997  20041028
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.030828  20041028
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.096444  20041028
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.060701  20041028
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.740762  20041028
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.104213  20041028
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.036290  20041028
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.824175  20041028
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -2.803359  20041028
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -2.255656  20041028
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.081667  20041028
 27    USFASTD_1DREVRSL      USFASTD_CHEM    1.024815  20041028
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.445243  20041028
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.727506  20041028
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -16.317236  20041028
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.334289  20041028
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  143.633028  20041028
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -17.064029  20041028
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   12.442211  20041028
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -15.525953  20041028
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -12.905706  20041028
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -12.051663  20041028
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.402626  20041028
 3549   USFASTD_TELECOM   USFASTD_TELECOM  172.173680  20041028
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   21.307053  20041028
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.242939  20041028
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.281125  20041028
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.287152  20041028
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -7.666765  20041028
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  126.702790  20041028
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.769939  20041028
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.067606  20041028
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -5.608452  20041028
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.349720  20041028
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL  100.315345  20041028
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   56.566622  20041028
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   58.370936  20041028
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -12.255829  20041028
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   77.351661  20041028
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   46.006706  20041028
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.646996  20041028
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  179.252292  20041028
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -5.615047  20041028
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  137.195502  20041028
 
 [3570 rows x 4 columns],
 '20041029':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.836885  20041029
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.341922  20041029
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.125925  20041029
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.016370  20041029
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.048219  20041029
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.048327  20041029
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.153327  20041029
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.012305  20041029
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.013281  20041029
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.128386  20041029
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.154669  20041029
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.023605  20041029
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.167990  20041029
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.144947  20041029
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.219590  20041029
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.041847  20041029
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.158139  20041029
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.065385  20041029
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.089287  20041029
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.054423  20041029
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.699408  20041029
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.076852  20041029
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.032606  20041029
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.768565  20041029
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -2.755392  20041029
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -2.192639  20041029
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.165231  20041029
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.957974  20041029
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.432106  20041029
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.670572  20041029
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -15.227204  20041029
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.842120  20041029
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  133.178769  20041029
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -15.874565  20041029
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   11.954236  20041029
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -14.468390  20041029
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -12.003080  20041029
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -11.237121  20041029
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    6.399524  20041029
 3549   USFASTD_TELECOM   USFASTD_TELECOM  159.623712  20041029
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   20.581847  20041029
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.348671  20041029
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.263143  20041029
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.087197  20041029
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -8.626496  20041029
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  126.219787  20041029
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.374181  20041029
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL    0.180369  20041029
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -5.117877  20041029
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -6.154004  20041029
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   93.121665  20041029
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   52.522600  20041029
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   54.507588  20041029
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -13.178726  20041029
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   71.765028  20041029
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   42.954316  20041029
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.349433  20041029
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  168.073449  20041029
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.256813  20041029
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  153.635766  20041029
 
 [3570 rows x 4 columns],
 '20041101':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.687106  20041101
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.346953  20041101
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.122929  20041101
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.014313  20041101
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.046316  20041101
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.043277  20041101
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.143253  20041101
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.008899  20041101
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.013879  20041101
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.123759  20041101
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.145430  20041101
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.023043  20041101
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.162790  20041101
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.138279  20041101
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.204315  20041101
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.038692  20041101
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.153805  20041101
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.072401  20041101
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.085694  20041101
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.050691  20041101
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.662666  20041101
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.066176  20041101
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.029918  20041101
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.678428  20041101
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -2.667345  20041101
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -2.103130  20041101
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.186885  20041101
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.915561  20041101
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.415393  20041101
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.685309  20041101
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -14.362519  20041101
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.900038  20041101
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  126.510338  20041101
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -14.945812  20041101
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   11.267783  20041101
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -13.654763  20041101
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -11.492458  20041101
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -10.555772  20041101
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    6.539709  20041101
 3549   USFASTD_TELECOM   USFASTD_TELECOM  158.720440  20041101
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   19.805247  20041101
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.452609  20041101
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.270471  20041101
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.855858  20041101
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -8.831999  20041101
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  123.896277  20041101
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.171481  20041101
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.298654  20041101
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -4.990803  20041101
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -6.298749  20041101
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   87.602646  20041101
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   52.177253  20041101
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   51.347277  20041101
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -13.027362  20041101
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   76.049363  20041101
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   42.828971  20041101
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.662008  20041101
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  158.436771  20041101
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.248342  20041101
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  153.609364  20041101
 
 [3570 rows x 4 columns],
 '20041102':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.676449  20041102
 1     USFASTD_1DREVRSL      USFASTD_BETA    1.334030  20041102
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.129970  20041102
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.016885  20041102
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.050244  20041102
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.042941  20041102
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.144020  20041102
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.008726  20041102
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.015667  20041102
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.122425  20041102
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.144721  20041102
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.021347  20041102
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.161533  20041102
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.137273  20041102
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.206001  20041102
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.038461  20041102
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.157611  20041102
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.074005  20041102
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.085828  20041102
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.049234  20041102
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.660609  20041102
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.064935  20041102
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.028785  20041102
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.661305  20041102
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -2.643996  20041102
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -2.073285  20041102
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.159991  20041102
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.906876  20041102
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.415909  20041102
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.667074  20041102
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -14.339764  20041102
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.860637  20041102
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  128.180593  20041102
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -14.794632  20041102
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   11.664587  20041102
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -14.715210  20041102
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -11.703184  20041102
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -10.654850  20041102
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    6.482724  20041102
 3549   USFASTD_TELECOM   USFASTD_TELECOM  159.283016  20041102
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   20.156464  20041102
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.151905  20041102
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.186166  20041102
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.897434  20041102
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -8.797846  20041102
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  126.262156  20041102
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.714463  20041102
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.388694  20041102
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -5.067980  20041102
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -6.330065  20041102
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   94.710359  20041102
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   54.318008  20041102
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   53.212025  20041102
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -13.370804  20041102
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   76.297509  20041102
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   42.844539  20041102
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -5.608026  20041102
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  157.990590  20041102
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -6.183141  20041102
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  152.067612  20041102
 
 [3570 rows x 4 columns],
 '20041103':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.743865  20041103
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.982821  20041103
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.130799  20041103
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.032476  20041103
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.059043  20041103
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.053006  20041103
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.155691  20041103
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.016253  20041103
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.010436  20041103
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.104292  20041103
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.155966  20041103
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.022642  20041103
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.180615  20041103
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.152648  20041103
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.224009  20041103
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.042922  20041103
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.187856  20041103
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.016179  20041103
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.083863  20041103
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.052690  20041103
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.658735  20041103
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.088516  20041103
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.033767  20041103
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.454455  20041103
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -2.475022  20041103
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.939487  20041103
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.079937  20041103
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.910737  20041103
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.327122  20041103
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.646363  20041103
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -14.789642  20041103
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.475349  20041103
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  130.137383  20041103
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -14.852252  20041103
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   12.104150  20041103
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -14.985909  20041103
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -11.843964  20041103
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -10.869969  20041103
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    4.216762  20041103
 3549   USFASTD_TELECOM   USFASTD_TELECOM  163.462788  20041103
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   20.739436  20041103
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL   -0.211425  20041103
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.050323  20041103
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.170381  20041103
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -6.863982  20041103
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  129.929343  20041103
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -6.141556  20041103
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.527458  20041103
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -5.382387  20041103
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.035462  20041103
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   97.211978  20041103
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   55.392919  20041103
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   54.544358  20041103
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -10.174279  20041103
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   77.364841  20041103
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   43.627277  20041103
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.836540  20041103
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  161.578781  20041103
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.296662  20041103
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  114.711667  20041103
 
 [3570 rows x 4 columns],
 '20041104':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.777216  20041104
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.893889  20041104
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.121447  20041104
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.021938  20041104
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.054761  20041104
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.050990  20041104
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.150188  20041104
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.016475  20041104
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.017934  20041104
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.103244  20041104
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.154008  20041104
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.016584  20041104
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.187592  20041104
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.156368  20041104
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.229685  20041104
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.045302  20041104
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.198902  20041104
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.015193  20041104
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.087149  20041104
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.055307  20041104
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.654654  20041104
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.079838  20041104
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.034723  20041104
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.275649  20041104
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -2.379071  20041104
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.922800  20041104
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.024949  20041104
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.862873  20041104
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.296041  20041104
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.755005  20041104
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -16.564049  20041104
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    0.011093  20041104
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  129.263879  20041104
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -14.691215  20041104
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   12.465844  20041104
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -14.926962  20041104
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -11.695476  20041104
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -11.431333  20041104
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    3.557879  20041104
 3549   USFASTD_TELECOM   USFASTD_TELECOM  161.577663  20041104
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   20.951480  20041104
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL   -0.252060  20041104
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    2.005113  20041104
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.205650  20041104
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -6.488164  20041104
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  134.769801  20041104
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -6.398790  20041104
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.499153  20041104
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -6.172022  20041104
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.591749  20041104
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   96.555427  20041104
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   54.873941  20041104
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   56.139977  20041104
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.414480  20041104
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   76.580449  20041104
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   44.565106  20041104
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.682189  20041104
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  171.902720  20041104
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.181956  20041104
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  114.738427  20041104
 
 [3570 rows x 4 columns],
 '20041105':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.766710  20041105
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.898851  20041105
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.146295  20041105
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.013687  20041105
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.081475  20041105
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.056409  20041105
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.137284  20041105
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.020952  20041105
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.009253  20041105
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.097157  20041105
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.152935  20041105
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.020092  20041105
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.183878  20041105
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.169688  20041105
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.220669  20041105
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.046697  20041105
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.204849  20041105
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.020853  20041105
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.083607  20041105
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.040588  20041105
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.659937  20041105
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.077027  20041105
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.041001  20041105
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.144511  20041105
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -2.317284  20041105
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.853542  20041105
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.011159  20041105
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.899052  20041105
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.275902  20041105
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.747167  20041105
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -16.114057  20041105
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    0.155095  20041105
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  126.887633  20041105
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -14.246541  20041105
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   12.126949  20041105
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -14.606430  20041105
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -11.995199  20041105
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -11.120673  20041105
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    3.748529  20041105
 3549   USFASTD_TELECOM   USFASTD_TELECOM  157.897582  20041105
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   20.409686  20041105
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL   -0.250372  20041105
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.806458  20041105
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.132419  20041105
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -6.383649  20041105
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  131.383501  20041105
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -6.225780  20041105
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.415399  20041105
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -6.022867  20041105
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.541044  20041105
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   93.997685  20041105
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   54.718244  20041105
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   54.652034  20041105
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.290951  20041105
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   78.571185  20041105
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   44.339859  20041105
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.980559  20041105
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  167.365046  20041105
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.175726  20041105
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  113.977176  20041105
 
 [3570 rows x 4 columns],
 '20041108':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.596109  20041108
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.919219  20041108
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.140874  20041108
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.013227  20041108
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.077787  20041108
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.053015  20041108
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.125876  20041108
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.018559  20041108
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.009438  20041108
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.094527  20041108
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.144237  20041108
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.017414  20041108
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.168118  20041108
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.161155  20041108
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.200083  20041108
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.042783  20041108
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.189237  20041108
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.043509  20041108
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.079443  20041108
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.041766  20041108
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.621718  20041108
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.069686  20041108
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.036967  20041108
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.219798  20041108
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -2.390899  20041108
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.936273  20041108
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.086205  20041108
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.843550  20041108
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.291648  20041108
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.686922  20041108
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -14.981792  20041108
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    0.375149  20041108
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  117.066724  20041108
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -13.124273  20041108
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   11.483645  20041108
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -13.557141  20041108
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -11.052394  20041108
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -10.291545  20041108
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    3.926533  20041108
 3549   USFASTD_TELECOM   USFASTD_TELECOM  146.462247  20041108
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   19.449567  20041108
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL   -0.008026  20041108
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.748301  20041108
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.816079  20041108
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -6.516472  20041108
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  126.232388  20041108
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.626526  20041108
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.294697  20041108
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -5.406355  20041108
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.699678  20041108
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   88.924478  20041108
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   51.133893  20041108
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   51.960138  20041108
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.468914  20041108
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   72.518129  20041108
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   41.541212  20041108
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.076544  20041108
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  158.800635  20041108
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.474677  20041108
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  114.748730  20041108
 
 [3570 rows x 4 columns],
 '20041109':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.373004  20041109
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.910763  20041109
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.131156  20041109
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.006438  20041109
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.072250  20041109
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.045442  20041109
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.116149  20041109
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.017629  20041109
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.012147  20041109
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.086682  20041109
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.132945  20041109
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.015450  20041109
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.148411  20041109
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.142925  20041109
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.189851  20041109
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.038265  20041109
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.169347  20041109
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.052786  20041109
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.074634  20041109
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.038195  20041109
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.569862  20041109
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.068579  20041109
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.035448  20041109
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.055274  20041109
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -2.181228  20041109
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.739110  20041109
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.066487  20041109
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.755131  20041109
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.265767  20041109
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.649879  20041109
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -13.669686  20041109
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    0.542334  20041109
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  106.648793  20041109
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -11.984245  20041109
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   10.440900  20041109
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -12.423460  20041109
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL  -10.086258  20041109
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -9.398307  20041109
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    3.987060  20041109
 3549   USFASTD_TELECOM   USFASTD_TELECOM  133.347770  20041109
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   17.769674  20041109
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL   -0.001999  20041109
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.593832  20041109
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.755371  20041109
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -6.404279  20041109
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  115.346710  20041109
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.185658  20041109
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.288595  20041109
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -4.981734  20041109
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.519844  20041109
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   82.131867  20041109
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   47.065500  20041109
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   47.919090  20041109
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.281874  20041109
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   66.441541  20041109
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   38.156978  20041109
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.047548  20041109
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  145.909690  20041109
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.505808  20041109
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  112.561010  20041109
 
 [3570 rows x 4 columns],
 '20041110':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.377115  20041110
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.874204  20041110
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.129974  20041110
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.006771  20041110
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.063162  20041110
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.038271  20041110
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.105280  20041110
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.024185  20041110
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.004623  20041110
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.079708  20041110
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.122344  20041110
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.018409  20041110
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.139936  20041110
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.133605  20041110
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.212516  20041110
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.038648  20041110
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.173648  20041110
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.035870  20041110
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.086352  20041110
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.031354  20041110
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.559476  20041110
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.086893  20041110
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.042364  20041110
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.310219  20041110
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -2.335698  20041110
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.804441  20041110
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.176625  20041110
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.771859  20041110
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.259655  20041110
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.596115  20041110
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -13.344271  20041110
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    0.508059  20041110
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC  109.175269  20041110
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -11.820794  20041110
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   10.780270  20041110
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -12.046854  20041110
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -9.707588  20041110
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -9.237730  20041110
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    3.839383  20041110
 3549   USFASTD_TELECOM   USFASTD_TELECOM  128.340923  20041110
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   17.268391  20041110
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL   -0.015402  20041110
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.538082  20041110
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.733836  20041110
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -5.964856  20041110
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  113.352112  20041110
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -4.988719  20041110
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.188081  20041110
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -4.834955  20041110
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.214104  20041110
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   79.967619  20041110
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   45.864645  20041110
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   46.377813  20041110
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.695687  20041110
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   64.731076  20041110
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   36.936468  20041110
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.790357  20041110
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  140.454580  20041110
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.245995  20041110
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  104.720571  20041110
 
 [3570 rows x 4 columns],
 '20041111':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.144244  20041111
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.855557  20041111
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.118603  20041111
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.003316  20041111
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.056300  20041111
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.033778  20041111
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.094203  20041111
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.020823  20041111
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.007097  20041111
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.074821  20041111
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.109386  20041111
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.016175  20041111
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.124417  20041111
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.118849  20041111
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.190073  20041111
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.034308  20041111
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.155973  20041111
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.042861  20041111
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.078090  20041111
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.028069  20041111
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.507258  20041111
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.074035  20041111
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.037527  20041111
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.110222  20041111
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -2.127256  20041111
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.637201  20041111
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.165796  20041111
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.707418  20041111
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.247602  20041111
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.554666  20041111
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -12.113682  20041111
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.093957  20041111
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   98.901421  20041111
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -10.635791  20041111
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    9.692466  20041111
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -10.874796  20041111
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.772780  20041111
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -8.331352  20041111
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    4.068668  20041111
 3549   USFASTD_TELECOM   USFASTD_TELECOM  116.125347  20041111
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   15.598053  20041111
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.053132  20041111
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.412194  20041111
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.622031  20041111
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -5.767873  20041111
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  102.633674  20041111
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -4.501944  20041111
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.160502  20041111
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -4.366986  20041111
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.187458  20041111
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   72.176903  20041111
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   41.364903  20041111
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   41.841742  20041111
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.471688  20041111
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   58.322966  20041111
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   33.292191  20041111
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.762151  20041111
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  126.582250  20041111
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.232124  20041111
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  105.148998  20041111
 
 [3570 rows x 4 columns],
 '20041112':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.136027  20041112
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.882747  20041112
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.115367  20041112
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.004419  20041112
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.061802  20041112
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.034355  20041112
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.093459  20041112
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.017518  20041112
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.004967  20041112
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.070465  20041112
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.112854  20041112
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.013325  20041112
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.121622  20041112
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.118611  20041112
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.183262  20041112
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.034934  20041112
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.160463  20041112
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.043482  20041112
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.082067  20041112
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.026941  20041112
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.506016  20041112
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.070029  20041112
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.037076  20041112
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.183470  20041112
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -2.209023  20041112
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.722368  20041112
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.205072  20041112
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.712267  20041112
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.275368  20041112
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.583521  20041112
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -12.225841  20041112
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.261164  20041112
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   97.369975  20041112
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -10.489853  20041112
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    9.518486  20041112
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -10.756951  20041112
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.627142  20041112
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -8.365152  20041112
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    4.362525  20041112
 3549   USFASTD_TELECOM   USFASTD_TELECOM  116.449780  20041112
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   15.439534  20041112
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.284679  20041112
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.501257  20041112
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.185892  20041112
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -5.793109  20041112
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  101.201432  20041112
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -4.510643  20041112
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.171574  20041112
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -4.551173  20041112
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.428551  20041112
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   72.554161  20041112
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   41.221247  20041112
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   43.395453  20041112
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.656550  20041112
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   57.573339  20041112
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   34.114336  20041112
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.844042  20041112
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  134.251460  20041112
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.068822  20041112
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  110.775902  20041112
 
 [3570 rows x 4 columns],
 '20041115':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    2.105337  20041115
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.895436  20041115
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.115004  20041115
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.002736  20041115
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.065997  20041115
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.033054  20041115
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.091331  20041115
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.015703  20041115
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.005354  20041115
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.070546  20041115
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.110271  20041115
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.014049  20041115
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.118910  20041115
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.128352  20041115
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.185184  20041115
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.034156  20041115
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.157630  20041115
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.045245  20041115
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.080688  20041115
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.026383  20041115
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.506624  20041115
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.068405  20041115
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.038319  20041115
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.166260  20041115
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -2.189655  20041115
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.683057  20041115
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.168881  20041115
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.714269  20041115
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.278574  20041115
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.564291  20041115
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -12.497327  20041115
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.291115  20041115
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   97.016201  20041115
 3543  USFASTD_COMPELEC   USFASTD_TELECOM  -10.616615  20041115
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    9.403306  20041115
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -10.854392  20041115
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.707663  20041115
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -8.442772  20041115
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    4.452485  20041115
 3549   USFASTD_TELECOM   USFASTD_TELECOM  116.530695  20041115
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   15.831446  20041115
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.396787  20041115
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.598017  20041115
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.083553  20041115
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -5.923670  20041115
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  104.307717  20041115
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -4.419772  20041115
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.035269  20041115
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -4.461311  20041115
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.587359  20041115
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   72.560316  20041115
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   41.196413  20041115
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   43.333664  20041115
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.822459  20041115
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   57.414871  20041115
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   34.027694  20041115
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.927200  20041115
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  133.581369  20041115
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.156191  20041115
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  112.301119  20041115
 
 [3570 rows x 4 columns],
 '20041116':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.927319  20041116
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.872032  20041116
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.105320  20041116
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.003184  20041116
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.061282  20041116
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.030568  20041116
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.082560  20041116
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.013995  20041116
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.004760  20041116
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.065413  20041116
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.098507  20041116
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.014143  20041116
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.108560  20041116
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.116433  20041116
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.167553  20041116
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.032356  20041116
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.140280  20041116
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.045725  20041116
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.075312  20041116
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.023357  20041116
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.464559  20041116
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.058017  20041116
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.030975  20041116
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.041301  20041116
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -2.047933  20041116
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.558543  20041116
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.176593  20041116
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.641865  20041116
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.260260  20041116
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.532540  20041116
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -11.422737  20041116
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.317202  20041116
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   88.391631  20041116
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -9.706656  20041116
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    8.708569  20041116
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -9.909477  20041116
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.000827  20041116
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.715147  20041116
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    4.342041  20041116
 3549   USFASTD_TELECOM   USFASTD_TELECOM  106.736789  20041116
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   14.665774  20041116
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.372884  20041116
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.537834  20041116
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.099882  20041116
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -5.694459  20041116
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS   98.808859  20041116
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -4.048300  20041116
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.163927  20041116
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -4.046670  20041116
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.681598  20041116
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   66.160724  20041116
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   37.828930  20041116
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   39.574527  20041116
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.576500  20041116
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   53.258890  20041116
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   31.239119  20041116
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.710658  20041116
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  122.110665  20041116
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.208143  20041116
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  109.991332  20041116
 
 [3570 rows x 4 columns],
 '20041117':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.868112  20041117
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.866125  20041117
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.104293  20041117
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.001971  20041117
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.058848  20041117
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.026950  20041117
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.078406  20041117
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.012507  20041117
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.004849  20041117
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.068223  20041117
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.094760  20041117
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.015364  20041117
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.104684  20041117
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.114604  20041117
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.162224  20041117
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.032182  20041117
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.136706  20041117
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.042613  20041117
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.072935  20041117
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.020409  20041117
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.450173  20041117
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.054090  20041117
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.026920  20041117
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.034729  20041117
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -2.030270  20041117
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.571360  20041117
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.225006  20041117
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.601345  20041117
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.250003  20041117
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.493385  20041117
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -11.337782  20041117
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.462320  20041117
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   87.884656  20041117
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -9.636285  20041117
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    8.665328  20041117
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -10.250574  20041117
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.794136  20041117
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.927431  20041117
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    4.640215  20041117
 3549   USFASTD_TELECOM   USFASTD_TELECOM  103.437380  20041117
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   14.191820  20041117
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.479817  20041117
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.487452  20041117
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.009036  20041117
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -5.779110  20041117
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS   95.963012  20041117
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -4.093454  20041117
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.146818  20041117
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -4.044102  20041117
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.592578  20041117
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   66.866061  20041117
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   37.240086  20041117
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   39.674185  20041117
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.933594  20041117
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   51.307535  20041117
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   30.450784  20041117
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.708245  20041117
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  120.710159  20041117
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.419119  20041117
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  110.254727  20041117
 
 [3570 rows x 4 columns],
 '20041118':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.738614  20041118
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.839422  20041118
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.098086  20041118
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.002927  20041118
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.054865  20041118
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.025562  20041118
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.071797  20041118
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.010461  20041118
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.005590  20041118
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.063952  20041118
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.088911  20041118
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.014161  20041118
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.096730  20041118
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.107974  20041118
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.150226  20041118
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.029953  20041118
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.125293  20041118
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.044848  20041118
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.069570  20041118
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.019334  20041118
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.421391  20041118
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.046769  20041118
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.026008  20041118
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.024674  20041118
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.960997  20041118
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.485263  20041118
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.236244  20041118
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.555083  20041118
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.230555  20041118
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.463686  20041118
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.513966  20041118
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.438076  20041118
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   81.767225  20041118
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -9.019379  20041118
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    8.052772  20041118
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -9.563619  20041118
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.313988  20041118
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.371263  20041118
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    4.502907  20041118
 3549   USFASTD_TELECOM   USFASTD_TELECOM   96.781138  20041118
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   13.239522  20041118
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.482443  20041118
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.445163  20041118
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.048904  20041118
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -5.641064  20041118
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS   89.227688  20041118
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -3.794983  20041118
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.135332  20041118
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -3.758172  20041118
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.394402  20041118
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   62.296327  20041118
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   34.837304  20041118
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   37.020843  20041118
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.666455  20041118
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   48.192207  20041118
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   28.473168  20041118
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.632742  20041118
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  113.002136  20041118
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.342343  20041118
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  106.923031  20041118
 
 [3570 rows x 4 columns],
 '20041119':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.712759  20041119
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.885420  20041119
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.100371  20041119
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.006639  20041119
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.053492  20041119
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.021675  20041119
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.069836  20041119
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.008937  20041119
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.008237  20041119
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.069833  20041119
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.085766  20041119
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.016236  20041119
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.092746  20041119
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.103352  20041119
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.147384  20041119
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.029845  20041119
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.119463  20041119
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.052242  20041119
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.068207  20041119
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.020045  20041119
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.417996  20041119
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.041684  20041119
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.023810  20041119
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.171782  20041119
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -2.067127  20041119
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.603533  20041119
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.287189  20041119
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.533922  20041119
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.230744  20041119
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.473237  20041119
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.422704  20041119
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.925970  20041119
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   80.450919  20041119
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -8.980453  20041119
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    8.077567  20041119
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -9.428924  20041119
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.216758  20041119
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.259231  20041119
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    4.869433  20041119
 3549   USFASTD_TELECOM   USFASTD_TELECOM   96.228310  20041119
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   13.138977  20041119
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.528074  20041119
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.476190  20041119
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.018346  20041119
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -6.277927  20041119
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS   90.380574  20041119
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -3.787148  20041119
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.163983  20041119
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -3.754747  20041119
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.476865  20041119
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   61.222370  20041119
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   34.259934  20041119
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   36.370991  20041119
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.217044  20041119
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   47.410103  20041119
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   27.989413  20041119
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.930033  20041119
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  110.948452  20041119
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.593379  20041119
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  115.930455  20041119
 
 [3570 rows x 4 columns],
 '20041122':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.724589  20041122
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.811090  20041122
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.098591  20041122
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.004245  20041122
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.048863  20041122
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.019601  20041122
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.068727  20041122
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.010497  20041122
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.002185  20041122
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.065582  20041122
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.098297  20041122
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.013200  20041122
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.091332  20041122
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.099862  20041122
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.149901  20041122
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.028898  20041122
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.124254  20041122
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.043057  20041122
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.067652  20041122
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.021811  20041122
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.418647  20041122
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.054125  20041122
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.023862  20041122
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.137684  20041122
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -2.049691  20041122
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.661844  20041122
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.346210  20041122
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.546584  20041122
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.210799  20041122
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.525839  20041122
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.675336  20041122
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.799304  20041122
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   80.557674  20041122
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -9.149185  20041122
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    8.206390  20041122
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -9.538102  20041122
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.283636  20041122
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.373100  20041122
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    4.520492  20041122
 3549   USFASTD_TELECOM   USFASTD_TELECOM   99.586031  20041122
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   13.307333  20041122
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.251709  20041122
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.629480  20041122
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.375673  20041122
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -6.042263  20041122
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS   92.252755  20041122
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -3.778460  20041122
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.268830  20041122
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -3.691400  20041122
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.987936  20041122
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   63.712146  20041122
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   34.988767  20041122
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   38.267195  20041122
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.426326  20041122
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   48.187146  20041122
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   28.683138  20041122
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.727764  20041122
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  116.878316  20041122
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.087862  20041122
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  107.259704  20041122
 
 [3570 rows x 4 columns],
 '20041123':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.670442  20041123
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.777929  20041123
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.094098  20041123
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.005929  20041123
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.046254  20041123
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.018062  20041123
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.070545  20041123
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.008488  20041123
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE    0.001898  20041123
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.067094  20041123
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.095091  20041123
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.011972  20041123
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.088717  20041123
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.090466  20041123
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.147730  20041123
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.028466  20041123
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.122271  20041123
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.037724  20041123
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.066306  20041123
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.020612  20041123
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.404548  20041123
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.055829  20041123
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.021669  20041123
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.071993  20041123
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -2.015629  20041123
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.641321  20041123
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.324545  20041123
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.516667  20041123
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.207049  20041123
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.469426  20041123
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.867961  20041123
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.725255  20041123
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   78.602712  20041123
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -8.818267  20041123
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    8.191578  20041123
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -9.328460  20041123
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.297161  20041123
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.608220  20041123
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    4.352943  20041123
 3549   USFASTD_TELECOM   USFASTD_TELECOM   95.820147  20041123
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   12.983328  20041123
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.224909  20041123
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.554886  20041123
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.428345  20041123
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -5.792594  20041123
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS   90.997175  20041123
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -3.756145  20041123
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.402530  20041123
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -3.933884  20041123
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.843550  20041123
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   61.513531  20041123
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   34.190434  20041123
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   37.870083  20041123
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.084365  20041123
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   47.623086  20041123
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   28.848183  20041123
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.613065  20041123
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  118.254499  20041123
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.023214  20041123
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  102.716955  20041123
 
 [3570 rows x 4 columns],
 '20041124':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.605392  20041124
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.778438  20041124
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.090858  20041124
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.006017  20041124
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.042333  20041124
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.017648  20041124
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.068847  20041124
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.005933  20041124
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.001277  20041124
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.065891  20041124
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.089814  20041124
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.011236  20041124
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.090963  20041124
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.090634  20041124
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.138412  20041124
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.026008  20041124
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.112853  20041124
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.038480  20041124
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.064064  20041124
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.018257  20041124
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.388789  20041124
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.050926  20041124
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.017197  20041124
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.042355  20041124
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.979308  20041124
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.624321  20041124
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.358031  20041124
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.465397  20041124
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.189533  20041124
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.449769  20041124
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.488918  20041124
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.722054  20041124
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   74.950337  20041124
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -8.586146  20041124
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    7.828739  20041124
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.936287  20041124
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -6.952235  20041124
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.274921  20041124
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    4.420409  20041124
 3549   USFASTD_TELECOM   USFASTD_TELECOM   93.869540  20041124
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   12.502234  20041124
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.293937  20041124
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.477524  20041124
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.654099  20041124
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -6.035465  20041124
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS   87.029438  20041124
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -3.585208  20041124
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.364586  20041124
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -3.717478  20041124
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.848577  20041124
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   58.820797  20041124
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   32.631888  20041124
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   36.547119  20041124
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.210269  20041124
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   45.397149  20041124
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   27.889703  20041124
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.625932  20041124
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  115.883415  20041124
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -2.963346  20041124
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  103.891388  20041124
 
 [3570 rows x 4 columns],
 '20041126':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.495995  20041126
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.785016  20041126
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.084219  20041126
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.009933  20041126
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.041298  20041126
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.014884  20041126
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.061702  20041126
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.002852  20041126
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.003127  20041126
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.065683  20041126
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.083762  20041126
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.008258  20041126
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.082209  20041126
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.078887  20041126
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.128126  20041126
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.024089  20041126
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.097957  20041126
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.042053  20041126
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.061357  20041126
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.016655  20041126
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.366999  20041126
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.041873  20041126
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.015562  20041126
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.922216  20041126
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.868211  20041126
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.540444  20041126
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.372173  20041126
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.419967  20041126
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.190896  20041126
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.450413  20041126
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -9.844593  20041126
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.704600  20041126
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   69.090329  20041126
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -7.930445  20041126
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    7.318699  20041126
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.265262  20041126
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -6.413410  20041126
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -6.797186  20041126
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    4.457151  20041126
 3549   USFASTD_TELECOM   USFASTD_TELECOM   86.435480  20041126
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   11.673314  20041126
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.313257  20041126
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.379978  20041126
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.584706  20041126
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -6.092402  20041126
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS   82.258306  20041126
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -3.269477  20041126
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.283452  20041126
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -3.606701  20041126
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.984583  20041126
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   54.445505  20041126
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   30.186519  20041126
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   33.900051  20041126
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.355140  20041126
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   41.938866  20041126
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   25.837184  20041126
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.689777  20041126
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  108.183772  20041126
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.036896  20041126
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  105.255707  20041126
 
 [3570 rows x 4 columns],
 '20041129':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.556021  20041129
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.860481  20041129
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.088998  20041129
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.014085  20041129
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.042869  20041129
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.011496  20041129
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.061959  20041129
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.000520  20041129
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.008421  20041129
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.066499  20041129
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.084147  20041129
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.008381  20041129
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.089582  20041129
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.078755  20041129
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.129488  20041129
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.025916  20041129
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.104926  20041129
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.054422  20041129
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.061213  20041129
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.014750  20041129
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.391162  20041129
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.033462  20041129
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.016882  20041129
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.001551  20041129
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.961063  20041129
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.612855  20041129
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.409320  20041129
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.450188  20041129
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.225955  20041129
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.491173  20041129
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.184017  20041129
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.824051  20041129
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   70.924200  20041129
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -8.016129  20041129
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    7.711687  20041129
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.743513  20041129
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -6.677018  20041129
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.402756  20041129
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    4.779234  20041129
 3549   USFASTD_TELECOM   USFASTD_TELECOM   87.092399  20041129
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   12.000515  20041129
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.311598  20041129
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.386713  20041129
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.662266  20041129
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -6.612831  20041129
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS   85.573165  20041129
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -3.524209  20041129
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.373738  20041129
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -4.026106  20041129
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.540128  20041129
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   56.822264  20041129
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   31.191371  20041129
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   35.892104  20041129
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.129011  20041129
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   42.800220  20041129
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   27.035080  20041129
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.986224  20041129
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  115.234330  20041129
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.282899  20041129
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  114.345613  20041129
 
 [3570 rows x 4 columns],
 '20041130':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.631487  20041130
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.852945  20041130
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.093706  20041130
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.018782  20041130
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.046631  20041130
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.002327  20041130
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.065812  20041130
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.001548  20041130
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.016479  20041130
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.068398  20041130
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.089216  20041130
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.007446  20041130
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.101929  20041130
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.075863  20041130
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.141472  20041130
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.029759  20041130
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.110140  20041130
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.045202  20041130
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.065269  20041130
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.014544  20041130
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.402296  20041130
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.036814  20041130
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.015711  20041130
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.045765  20041130
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -2.031086  20041130
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.688626  20041130
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.396506  20041130
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.431517  20041130
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.223475  20041130
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.434228  20041130
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.542917  20041130
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.922777  20041130
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   72.438154  20041130
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -8.300740  20041130
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    7.984568  20041130
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -9.223878  20041130
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -6.828354  20041130
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.583825  20041130
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    4.763390  20041130
 3549   USFASTD_TELECOM   USFASTD_TELECOM   91.019017  20041130
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   12.342809  20041130
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL   -0.017651  20041130
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.474910  20041130
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.583092  20041130
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -6.744359  20041130
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS   89.174655  20041130
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -3.568231  20041130
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.427237  20041130
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -4.238628  20041130
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.469038  20041130
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   63.361520  20041130
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   33.097421  20041130
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   38.026805  20041130
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.188241  20041130
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   43.792319  20041130
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   27.690656  20041130
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.980176  20041130
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  118.042959  20041130
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.297727  20041130
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  113.772850  20041130
 
 [3570 rows x 4 columns],
 '20041201':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.797073  20041201
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.810843  20041201
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.098161  20041201
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.014530  20041201
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.052496  20041201
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.008528  20041201
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.072738  20041201
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.002488  20041201
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.014156  20041201
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.067853  20041201
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.099419  20041201
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.008655  20041201
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.115506  20041201
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.084867  20041201
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.159350  20041201
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.033341  20041201
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.124769  20041201
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.025195  20041201
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.071286  20041201
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.014448  20041201
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.447155  20041201
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.052754  20041201
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.017411  20041201
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.384824  20041201
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -2.436389  20041201
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.987073  20041201
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.526665  20041201
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.459921  20041201
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.210480  20041201
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.488775  20041201
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -12.093666  20041201
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.982627  20041201
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   82.903427  20041201
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -8.921409  20041201
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    9.595720  20041201
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -11.215719  20041201
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.551297  20041201
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -9.456867  20041201
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.241939  20041201
 3549   USFASTD_TELECOM   USFASTD_TELECOM  101.807621  20041201
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   14.189785  20041201
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL   -0.501309  20041201
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.608720  20041201
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.144402  20041201
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -5.985602  20041201
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  102.757224  20041201
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -4.666319  20041201
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.492478  20041201
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -5.459170  20041201
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.755999  20041201
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   75.139035  20041201
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   37.496128  20041201
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   45.487244  20041201
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.596560  20041201
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   47.914790  20041201
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   31.406198  20041201
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.660550  20041201
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  140.054551  20041201
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.937043  20041201
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  109.685906  20041201
 
 [3570 rows x 4 columns],
 '20041202':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.878028  20041202
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.822328  20041202
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.100892  20041202
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.014969  20041202
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.057571  20041202
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.015007  20041202
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.084361  20041202
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.002798  20041202
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.013498  20041202
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.069804  20041202
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.103858  20041202
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.011123  20041202
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.120232  20041202
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.090508  20041202
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.167045  20041202
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.035541  20041202
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.131739  20041202
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.021480  20041202
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.074031  20041202
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.017114  20041202
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.472008  20041202
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.056655  20041202
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.017919  20041202
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.441837  20041202
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -2.506222  20041202
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -2.040600  20041202
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.487171  20041202
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.502751  20041202
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.230046  20041202
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.518578  20041202
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -13.581556  20041202
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.985751  20041202
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   87.450729  20041202
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -9.286544  20041202
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   10.205549  20041202
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -11.989166  20041202
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.107633  20041202
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -10.675511  20041202
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.291167  20041202
 3549   USFASTD_TELECOM   USFASTD_TELECOM  113.000240  20041202
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   15.479621  20041202
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL   -0.873804  20041202
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.471780  20041202
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -2.104409  20041202
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -6.288425  20041202
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  108.296874  20041202
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.037341  20041202
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.601884  20041202
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -6.180407  20041202
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.818325  20041202
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   79.840590  20041202
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   39.932424  20041202
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   50.066120  20041202
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.740000  20041202
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   51.035243  20041202
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   34.660109  20041202
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.685168  20041202
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  158.559660  20041202
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.050763  20041202
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  110.601695  20041202
 
 [3570 rows x 4 columns],
 '20041203':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.836028  20041203
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.823078  20041203
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.100400  20041203
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.016976  20041203
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.060415  20041203
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.011670  20041203
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.081509  20041203
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.001141  20041203
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.016449  20041203
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.068147  20041203
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.101013  20041203
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.013144  20041203
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.119910  20041203
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.086102  20041203
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.164905  20041203
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.035300  20041203
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.128929  20041203
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.023302  20041203
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.072089  20041203
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.017751  20041203
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.463505  20041203
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.053012  20041203
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.017772  20041203
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.439490  20041203
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -2.501453  20041203
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -2.030145  20041203
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.499201  20041203
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.496986  20041203
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.237250  20041203
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.516776  20041203
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -13.281566  20041203
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.974253  20041203
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   85.446257  20041203
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -9.100769  20041203
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   10.073948  20041203
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -11.735360  20041203
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -8.074277  20041203
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -10.436708  20041203
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.277917  20041203
 3549   USFASTD_TELECOM   USFASTD_TELECOM  111.120839  20041203
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   15.399474  20041203
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL   -0.870151  20041203
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.581557  20041203
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -2.035700  20041203
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -6.321531  20041203
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  108.033167  20041203
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.007750  20041203
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.419600  20041203
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -6.056954  20041203
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.897577  20041203
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   78.163742  20041203
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   39.796864  20041203
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   48.977579  20041203
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.737965  20041203
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   52.202175  20041203
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   34.644058  20041203
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.790363  20041203
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  155.122353  20041203
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.046372  20041203
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  110.777698  20041203
 
 [3570 rows x 4 columns],
 '20041206':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.817207  20041206
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.859029  20041206
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.096960  20041206
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.019789  20041206
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.062018  20041206
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.003424  20041206
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.089498  20041206
 7     USFASTD_1DREVRSL    USFASTD_INDMOM   -0.000333  20041206
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.016061  20041206
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.066604  20041206
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.101617  20041206
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.016246  20041206
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.119007  20041206
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.081349  20041206
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.167044  20041206
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.033451  20041206
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.120689  20041206
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.029739  20041206
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.069278  20041206
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.017777  20041206
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.458850  20041206
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.038407  20041206
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.019976  20041206
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.388759  20041206
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -2.457776  20041206
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.940818  20041206
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.480246  20041206
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.515458  20041206
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.244352  20041206
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.447735  20041206
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -13.012682  20041206
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.002673  20041206
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   87.419395  20041206
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -9.001333  20041206
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    9.742589  20041206
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -11.280674  20041206
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.671473  20041206
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -9.587470  20041206
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.488244  20041206
 3549   USFASTD_TELECOM   USFASTD_TELECOM  106.598636  20041206
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   14.834505  20041206
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL   -0.811120  20041206
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.549376  20041206
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -2.024880  20041206
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -6.552522  20041206
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  104.216824  20041206
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -4.920112  20041206
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.475572  20041206
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -6.231483  20041206
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.110604  20041206
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   76.875497  20041206
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   39.363856  20041206
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   49.705425  20041206
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -10.199990  20041206
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   51.729268  20041206
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   35.393752  20041206
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.036536  20041206
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  160.866287  20041206
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.399635  20041206
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  115.096774  20041206
 
 [3570 rows x 4 columns],
 '20041207':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.837038  20041207
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.919103  20041207
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.096110  20041207
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.022437  20041207
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.074355  20041207
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD   -0.001890  20041207
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.094369  20041207
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.003433  20041207
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.015424  20041207
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.065750  20041207
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.105710  20041207
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.020838  20041207
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.124849  20041207
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.091441  20041207
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.170072  20041207
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.035578  20041207
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.119449  20041207
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.038627  20041207
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.067511  20041207
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.021228  20041207
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.460344  20041207
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.026480  20041207
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.022951  20041207
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.300233  20041207
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -2.351310  20041207
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.790597  20041207
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.385007  20041207
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.643057  20041207
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.280250  20041207
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.477717  20041207
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -12.856959  20041207
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    2.008705  20041207
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   87.098568  20041207
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -8.944364  20041207
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    9.686428  20041207
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -11.221584  20041207
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.563454  20041207
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -9.460479  20041207
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    6.027065  20041207
 3549   USFASTD_TELECOM   USFASTD_TELECOM  105.071767  20041207
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   14.636920  20041207
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL   -0.775598  20041207
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.528174  20041207
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.999202  20041207
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -6.894178  20041207
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  102.919140  20041207
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -4.850334  20041207
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.447423  20041207
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -6.132348  20041207
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.267495  20041207
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   75.868018  20041207
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   38.870806  20041207
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   49.059630  20041207
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -10.713530  20041207
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   51.165646  20041207
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   34.998401  20041207
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -4.107970  20041207
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  158.906828  20041207
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.466632  20041207
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  123.860763  20041207
 
 [3570 rows x 4 columns],
 '20041208':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.897490  20041208
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.869044  20041208
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.094969  20041208
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.018379  20041208
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.081947  20041208
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD   -0.000179  20041208
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.100874  20041208
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.004730  20041208
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.013940  20041208
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.062383  20041208
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.110351  20041208
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.026175  20041208
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.143876  20041208
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.094879  20041208
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.181230  20041208
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.040981  20041208
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.126946  20041208
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.021299  20041208
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.068975  20041208
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.020047  20041208
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.469847  20041208
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.031085  20041208
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.022006  20041208
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.292564  20041208
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -2.370712  20041208
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.790132  20041208
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.336019  20041208
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.641651  20041208
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.273445  20041208
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.508091  20041208
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -13.303149  20041208
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.873775  20041208
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   89.160238  20041208
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -9.089963  20041208
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   10.287991  20041208
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -11.403937  20041208
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.685182  20041208
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -9.646246  20041208
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.615822  20041208
 3549   USFASTD_TELECOM   USFASTD_TELECOM  107.438597  20041208
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   15.356886  20041208
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL   -0.808277  20041208
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.559072  20041208
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.994164  20041208
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -6.455721  20041208
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  110.344055  20041208
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -4.971290  20041208
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.409006  20041208
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -6.113683  20041208
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.121058  20041208
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   77.954895  20041208
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   39.829069  20041208
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   51.239041  20041208
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY  -10.125495  20041208
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   52.273084  20041208
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   36.412440  20041208
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.841040  20041208
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  168.107488  20041208
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.467531  20041208
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  115.402208  20041208
 
 [3570 rows x 4 columns],
 '20041209':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.865620  20041209
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.826743  20041209
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.093238  20041209
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.016579  20041209
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.080002  20041209
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.001849  20041209
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.100899  20041209
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.004610  20041209
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.013489  20041209
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.059792  20041209
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.110109  20041209
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.025284  20041209
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.142878  20041209
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.095415  20041209
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.180414  20041209
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.040319  20041209
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.126033  20041209
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.015731  20041209
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.068371  20041209
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.019017  20041209
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.460778  20041209
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.030662  20041209
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.023202  20041209
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.266789  20041209
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -2.337680  20041209
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.756810  20041209
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.319448  20041209
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.623178  20041209
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.265100  20041209
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.492786  20041209
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -13.052808  20041209
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.641602  20041209
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   90.013338  20041209
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -8.933745  20041209
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS   10.350197  20041209
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -11.281047  20041209
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.669152  20041209
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -9.423299  20041209
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.232917  20041209
 3549   USFASTD_TELECOM   USFASTD_TELECOM  106.533089  20041209
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   15.988003  20041209
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL   -0.797561  20041209
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.520742  20041209
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.904293  20041209
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -6.228134  20041209
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  125.557728  20041209
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.349701  20041209
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.385375  20041209
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -6.855422  20041209
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.895056  20041209
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   76.740329  20041209
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   39.194995  20041209
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   50.683353  20041209
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.670759  20041209
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   51.449889  20041209
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   35.972994  20041209
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.629372  20041209
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  167.024556  20041209
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.402271  20041209
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  110.026019  20041209
 
 [3570 rows x 4 columns],
 '20041210':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.843613  20041210
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.820689  20041210
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.086076  20041210
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.012781  20041210
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.077597  20041210
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD    0.000935  20041210
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.104003  20041210
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.004991  20041210
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.018509  20041210
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.059584  20041210
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.104393  20041210
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.026311  20041210
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.136849  20041210
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.090483  20041210
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.183976  20041210
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.039164  20041210
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.115901  20041210
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.008165  20041210
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.069623  20041210
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.013631  20041210
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.453639  20041210
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.040220  20041210
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.019557  20041210
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.114507  20041210
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -2.186483  20041210
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.559486  20041210
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.230534  20041210
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.642402  20041210
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.262578  20041210
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.314779  20041210
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -12.488873  20041210
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.612120  20041210
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   86.557789  20041210
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -8.573353  20041210
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    9.899532  20041210
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -10.793053  20041210
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.338738  20041210
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -9.117154  20041210
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.146035  20041210
 3549   USFASTD_TELECOM   USFASTD_TELECOM  101.710891  20041210
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   15.271626  20041210
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL   -0.751791  20041210
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.456097  20041210
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.805768  20041210
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -6.108141  20041210
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  119.876655  20041210
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.099910  20041210
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.363944  20041210
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -6.545039  20041210
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.810721  20041210
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   73.344566  20041210
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   37.445858  20041210
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   48.465498  20041210
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.470500  20041210
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   49.127665  20041210
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   34.391433  20041210
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.564764  20041210
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  160.013023  20041210
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.309255  20041210
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  107.957555  20041210
 
 [3570 rows x 4 columns],
 '20041213':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.932082  20041213
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.783325  20041213
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.082820  20041213
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.003819  20041213
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.084012  20041213
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD   -0.004779  20041213
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.097562  20041213
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.006556  20041213
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.009754  20041213
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.054959  20041213
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.113932  20041213
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.017393  20041213
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.138010  20041213
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.083250  20041213
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.191513  20041213
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.044975  20041213
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.140710  20041213
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.009767  20041213
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.070092  20041213
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.017090  20041213
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.461343  20041213
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.047538  20041213
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.029298  20041213
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.179663  20041213
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -2.212843  20041213
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.712256  20041213
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.345610  20041213
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.603840  20041213
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.247945  20041213
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.565052  20041213
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -14.004196  20041213
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.123766  20041213
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   89.055047  20041213
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -8.863996  20041213
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    9.973269  20041213
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -11.330736  20041213
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.574271  20041213
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL  -10.074834  20041213
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    4.684916  20041213
 3549   USFASTD_TELECOM   USFASTD_TELECOM  102.968468  20041213
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   15.517974  20041213
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL   -0.674811  20041213
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.512717  20041213
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.607623  20041213
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -5.695886  20041213
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  121.589647  20041213
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.128052  20041213
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.332498  20041213
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -6.552420  20041213
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.457388  20041213
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   75.866537  20041213
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   38.364270  20041213
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   51.249510  20041213
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.932469  20041213
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   49.813002  20041213
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   35.901241  20041213
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.301544  20041213
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  171.330670  20041213
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.730368  20041213
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  104.173348  20041213
 
 [3570 rows x 4 columns],
 '20041214':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.805352  20041214
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.797593  20041214
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.079343  20041214
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.000251  20041214
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.078804  20041214
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD   -0.006045  20041214
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.092686  20041214
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.005723  20041214
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.010928  20041214
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.054480  20041214
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.106287  20041214
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.015866  20041214
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.127610  20041214
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.081385  20041214
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.176929  20041214
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.041584  20041214
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.128727  20041214
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.002750  20041214
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.066207  20041214
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.015553  20041214
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.434300  20041214
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.041481  20041214
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.027073  20041214
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.109532  20041214
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -2.115819  20041214
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.631980  20041214
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.331717  20041214
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.570064  20041214
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.245472  20041214
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.528531  20041214
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -13.192191  20041214
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    1.035783  20041214
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   83.692142  20041214
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -8.392400  20041214
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    9.265146  20041214
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -10.600566  20041214
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.215076  20041214
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -9.491838  20041214
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    4.914878  20041214
 3549   USFASTD_TELECOM   USFASTD_TELECOM   96.559788  20041214
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   14.608828  20041214
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL   -0.608709  20041214
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.479937  20041214
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.463694  20041214
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -5.935084  20041214
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  114.092655  20041214
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -4.792286  20041214
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.246791  20041214
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -6.090006  20041214
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.692884  20041214
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   71.003369  20041214
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   35.991190  20041214
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   47.899956  20041214
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.153517  20041214
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   46.986113  20041214
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   33.720218  20041214
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.500126  20041214
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  160.092951  20041214
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.850527  20041214
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  107.569656  20041214
 
 [3570 rows x 4 columns],
 '20041215':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.774786  20041215
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.762075  20041215
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.077890  20041215
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.001359  20041215
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.077135  20041215
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD   -0.004953  20041215
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.091409  20041215
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.006302  20041215
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.009706  20041215
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.052113  20041215
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.104607  20041215
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.015365  20041215
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.125991  20041215
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.080516  20041215
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.175891  20041215
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.041548  20041215
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.127729  20041215
 17    USFASTD_1DREVRSL    USFASTD_RESVOL   -0.000645  20041215
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.067082  20041215
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.015382  20041215
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.425222  20041215
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.042345  20041215
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.028421  20041215
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -2.052360  20041215
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -2.063425  20041215
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.590606  20041215
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.315619  20041215
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.568322  20041215
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.237851  20041215
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.531317  20041215
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -12.915277  20041215
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    0.925235  20041215
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   81.979334  20041215
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -8.324554  20041215
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    9.731261  20041215
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL  -10.394609  20041215
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.129524  20041215
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -9.311686  20041215
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    4.644021  20041215
 3549   USFASTD_TELECOM   USFASTD_TELECOM   97.181887  20041215
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   16.061445  20041215
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL   -0.717759  20041215
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.333702  20041215
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.379851  20041215
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -5.742177  20041215
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  130.264799  20041215
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.324248  20041215
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.653728  20041215
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -6.201381  20041215
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.955860  20041215
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   69.968323  20041215
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   35.787958  20041215
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   47.081802  20041215
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.633541  20041215
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   47.102585  20041215
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   33.367853  20041215
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.281065  20041215
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  157.381546  20041215
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.678719  20041215
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  101.603279  20041215
 
 [3570 rows x 4 columns],
 '20041216':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.719135  20041216
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.784881  20041216
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.076249  20041216
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.002103  20041216
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.079336  20041216
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD   -0.008330  20041216
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.086773  20041216
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.005672  20041216
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.010234  20041216
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.050580  20041216
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.104128  20041216
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.013168  20041216
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.117713  20041216
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.079377  20041216
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.166797  20041216
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.040803  20041216
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.120749  20041216
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.006106  20041216
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.065066  20041216
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.015159  20041216
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.409704  20041216
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.036087  20041216
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.025215  20041216
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.969116  20041216
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.967148  20041216
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.476840  20041216
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.229044  20041216
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.574009  20041216
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.237398  20041216
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.513248  20041216
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -12.314779  20041216
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    0.833193  20041216
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   78.361420  20041216
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -7.981587  20041216
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    9.784923  20041216
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -9.952764  20041216
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -6.843543  20041216
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -8.865552  20041216
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    4.554254  20041216
 3549   USFASTD_TELECOM   USFASTD_TELECOM   92.942142  20041216
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   15.840771  20041216
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL   -0.663468  20041216
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.294932  20041216
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.340948  20041216
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -5.658228  20041216
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  134.697467  20041216
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.326389  20041216
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.758018  20041216
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -5.908556  20041216
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.275312  20041216
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   66.840865  20041216
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   34.229239  20041216
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   45.001540  20041216
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.517011  20041216
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   45.095367  20041216
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   31.904479  20041216
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.225014  20041216
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  150.713686  20041216
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.691822  20041216
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  100.767211  20041216
 
 [3570 rows x 4 columns],
 '20041217':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.676348  20041217
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.746166  20041217
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.075979  20041217
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.000601  20041217
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.077655  20041217
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD   -0.007096  20041217
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.084979  20041217
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.006249  20041217
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.010278  20041217
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.047917  20041217
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.106701  20041217
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.013267  20041217
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.115075  20041217
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.076976  20041217
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.163989  20041217
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.040691  20041217
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.118665  20041217
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.001309  20041217
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.063381  20041217
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.015437  20041217
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.399959  20041217
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.038183  20041217
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.026604  20041217
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.925113  20041217
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.909913  20041217
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.449079  20041217
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.218429  20041217
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.593178  20041217
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.224801  20041217
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.524069  20041217
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -12.390875  20041217
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    0.865266  20041217
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   78.031627  20041217
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -8.104497  20041217
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    9.609123  20041217
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -9.866390  20041217
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -7.312767  20041217
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -9.125649  20041217
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    4.490526  20041217
 3549   USFASTD_TELECOM   USFASTD_TELECOM   92.264169  20041217
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   15.595267  20041217
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL   -0.610700  20041217
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.580714  20041217
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -1.085212  20041217
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -5.514806  20041217
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  131.456246  20041217
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -5.208453  20041217
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.733316  20041217
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -5.796372  20041217
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.032550  20041217
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   65.380193  20041217
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   34.833365  20041217
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   44.536747  20041217
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.116167  20041217
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   47.933110  20041217
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   33.118060  20041217
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.362373  20041217
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  150.746612  20041217
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.725790  20041217
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY   95.918008  20041217
 
 [3570 rows x 4 columns],
 '20041220':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.568347  20041220
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.731770  20041220
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.071137  20041220
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.000524  20041220
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.071328  20041220
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD   -0.008505  20041220
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.079345  20041220
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.004482  20041220
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.011900  20041220
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.046300  20041220
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.100184  20041220
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.011738  20041220
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.107439  20041220
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.071037  20041220
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.150368  20041220
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.037427  20041220
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.108074  20041220
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.006534  20041220
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.059840  20041220
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.013855  20041220
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.373199  20041220
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.036626  20041220
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.023224  20041220
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.799325  20041220
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.786347  20041220
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.350327  20041220
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.194740  20041220
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.561090  20041220
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.228766  20041220
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.503631  20041220
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -11.672242  20041220
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    0.892570  20041220
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   72.664665  20041220
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -7.650135  20041220
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    8.844571  20041220
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -9.414229  20041220
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -6.794416  20041220
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -8.819542  20041220
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    4.451808  20041220
 3549   USFASTD_TELECOM   USFASTD_TELECOM   85.968838  20041220
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   14.539478  20041220
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL   -0.414359  20041220
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.487833  20041220
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.788243  20041220
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -5.468495  20041220
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  121.671221  20041220
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -4.775778  20041220
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.661472  20041220
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -5.299675  20041220
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.936731  20041220
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   62.106938  20041220
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   32.584167  20041220
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   42.576602  20041220
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.119012  20041220
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   44.231630  20041220
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   31.052605  20041220
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.305045  20041220
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  143.855254  20041220
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.749984  20041220
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY   94.449916  20041220
 
 [3570 rows x 4 columns],
 '20041221':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.526334  20041221
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.698777  20041221
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.067935  20041221
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK    0.000402  20041221
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.069298  20041221
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD   -0.009202  20041221
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.080185  20041221
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.005175  20041221
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.010047  20041221
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.043344  20041221
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.097454  20041221
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.011485  20041221
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.105256  20041221
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.069502  20041221
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.154701  20041221
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.036596  20041221
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.105873  20041221
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.002840  20041221
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.057853  20041221
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.012886  20041221
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.364038  20041221
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.037298  20041221
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.022778  20041221
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.717697  20041221
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.713196  20041221
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.298877  20041221
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.184086  20041221
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.549240  20041221
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.214025  20041221
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.494165  20041221
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -11.555751  20041221
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    0.695035  20041221
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   71.644613  20041221
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -7.424251  20041221
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    8.897191  20041221
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -9.250300  20041221
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -6.917879  20041221
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -8.961183  20041221
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    3.988667  20041221
 3549   USFASTD_TELECOM   USFASTD_TELECOM   83.111439  20041221
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   14.183950  20041221
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL   -0.425321  20041221
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.432314  20041221
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.807114  20041221
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -5.178692  20041221
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  119.714759  20041221
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -4.738902  20041221
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.832044  20041221
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -5.468814  20041221
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.915590  20041221
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   60.171587  20041221
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   32.070369  20041221
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   41.675635  20041221
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -7.575546  20041221
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   44.239601  20041221
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   31.007818  20041221
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -2.952605  20041221
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  142.038625  20041221
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.272976  20041221
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY   90.133926  20041221
 
 [3570 rows x 4 columns],
 '20041222':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.476005  20041222
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.687643  20041222
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.064024  20041222
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.000328  20041222
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.066218  20041222
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD   -0.006674  20041222
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.073665  20041222
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.005341  20041222
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.009305  20041222
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.042534  20041222
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.089006  20041222
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.010431  20041222
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.097829  20041222
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.069703  20041222
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.145670  20041222
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.035625  20041222
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.099581  20041222
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.004401  20041222
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.056344  20041222
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.014691  20041222
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.349644  20041222
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.032218  20041222
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.021107  20041222
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.567159  20041222
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.573615  20041222
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.133362  20041222
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.089780  20041222
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.522446  20041222
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.208895  20041222
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.469385  20041222
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.961584  20041222
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    0.778428  20041222
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   68.854239  20041222
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -7.049894  20041222
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    8.465844  20041222
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.823175  20041222
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -6.553743  20041222
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -8.628369  20041222
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    3.890458  20041222
 3549   USFASTD_TELECOM   USFASTD_TELECOM   79.219023  20041222
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   13.487487  20041222
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL   -0.383903  20041222
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.403030  20041222
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.788969  20041222
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -5.138734  20041222
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  113.550845  20041222
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -4.483201  20041222
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.793814  20041222
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -5.177755  20041222
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.814032  20041222
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   57.107675  20041222
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   30.566120  20041222
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   39.553915  20041222
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -7.474666  20041222
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   42.361546  20041222
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   29.513378  20041222
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -2.960892  20041222
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  134.883808  20041222
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.189742  20041222
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY   88.941135  20041222
 
 [3570 rows x 4 columns],
 '20041223':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.359754  20041223
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.661860  20041223
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.060141  20041223
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.001317  20041223
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.061472  20041223
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD   -0.003767  20041223
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.066930  20041223
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.004982  20041223
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.008239  20041223
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.040590  20041223
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.081206  20041223
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.009979  20041223
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.088783  20041223
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.064330  20041223
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.133416  20041223
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.032874  20041223
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.095671  20041223
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.008530  20041223
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.052341  20041223
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.013502  20041223
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.323530  20041223
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.028384  20041223
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.018143  20041223
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.465330  20041223
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.471668  20041223
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.064835  20041223
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.101838  20041223
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.480542  20041223
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.194959  20041223
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.414759  20041223
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL  -10.082182  20041223
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    0.769382  20041223
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   63.422234  20041223
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -6.495786  20041223
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    7.803313  20041223
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -8.133229  20041223
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -6.042062  20041223
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.964874  20041223
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    3.769519  20041223
 3549   USFASTD_TELECOM   USFASTD_TELECOM   72.986729  20041223
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   12.443755  20041223
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL   -0.331321  20041223
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.297162  20041223
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.726565  20041223
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -4.961129  20041223
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  104.642716  20041223
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -4.106801  20041223
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.728518  20041223
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -4.777276  20041223
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.624150  20041223
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   52.584807  20041223
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   28.133971  20041223
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   36.404377  20041223
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -7.224192  20041223
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   38.975242  20041223
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   27.162643  20041223
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -2.861389  20041223
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  124.134051  20041223
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.083336  20041223
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY   85.905257  20041223
 
 [3570 rows x 4 columns],
 '20041227':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.315009  20041227
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.751109  20041227
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.061302  20041227
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.006896  20041227
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.060691  20041227
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD   -0.006357  20041227
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.064425  20041227
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.003322  20041227
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.011821  20041227
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.044991  20041227
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.077442  20041227
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.010103  20041227
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.082495  20041227
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.059861  20041227
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.125360  20041227
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.032076  20041227
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.088524  20041227
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.028845  20041227
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.051634  20041227
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.013127  20041227
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.318620  20041227
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.018560  20041227
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.016432  20041227
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.491083  20041227
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.482095  20041227
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.068113  20041227
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.118025  20041227
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.478219  20041227
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.212376  20041227
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.410121  20041227
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -9.774521  20041227
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    0.999528  20041227
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   61.102122  20041227
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -6.303440  20041227
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    7.479177  20041227
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.912279  20041227
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -5.848930  20041227
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.715172  20041227
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    4.431710  20041227
 3549   USFASTD_TELECOM   USFASTD_TELECOM   70.464382  20041227
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   12.039059  20041227
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL   -0.227390  20041227
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.290814  20041227
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.687071  20041227
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -5.751113  20041227
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS  100.924272  20041227
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -3.908115  20041227
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.684163  20041227
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -4.555310  20041227
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.319852  20041227
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   50.988379  20041227
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   27.238198  20041227
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   35.204693  20041227
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.419966  20041227
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   37.640035  20041227
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   26.225262  20041227
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.315285  20041227
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  120.057490  20041227
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.682630  20041227
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  100.640657  20041227
 
 [3570 rows x 4 columns],
 '20041228':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.292687  20041228
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.737830  20041228
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.057952  20041228
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.008019  20041228
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.063131  20041228
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD   -0.003295  20041228
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.060899  20041228
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.003659  20041228
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.012207  20041228
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.044775  20041228
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.076004  20041228
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.011450  20041228
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.082815  20041228
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.061139  20041228
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.124394  20041228
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.031110  20041228
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.085737  20041228
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.027757  20041228
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.049101  20041228
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.012855  20041228
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.308671  20041228
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.013825  20041228
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.015539  20041228
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.449076  20041228
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.434258  20041228
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -1.027282  20041228
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.116526  20041228
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.460095  20041228
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.212412  20041228
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.421317  20041228
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -9.524874  20041228
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    0.709028  20041228
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   58.715029  20041228
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -6.055588  20041228
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    7.262710  20041228
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.574479  20041228
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -5.633577  20041228
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -7.408870  20041228
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    4.200942  20041228
 3549   USFASTD_TELECOM   USFASTD_TELECOM   67.286308  20041228
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   11.529810  20041228
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL   -0.213799  20041228
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.243308  20041228
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.646985  20041228
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -5.540527  20041228
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS   97.353615  20041228
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -3.742332  20041228
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.686181  20041228
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -4.392248  20041228
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.295895  20041228
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   48.676876  20041228
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   26.031772  20041228
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   33.605595  20041228
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.168192  20041228
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   36.026276  20041228
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   25.072546  20041228
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.168477  20041228
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  114.601071  20041228
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.540213  20041228
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY   98.368225  20041228
 
 [3570 rows x 4 columns],
 '20041229':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.197430  20041229
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.689762  20041229
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.053539  20041229
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.007674  20041229
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.058962  20041229
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD   -0.004029  20041229
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.057234  20041229
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.003090  20041229
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.011527  20041229
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.041775  20041229
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.070560  20041229
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.010731  20041229
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.079227  20041229
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.058191  20041229
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.114989  20041229
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.028716  20041229
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.078870  20041229
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.026142  20041229
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.045404  20041229
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.012178  20041229
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.286228  20041229
 21    USFASTD_1DREVRSL      USFASTD_SIZE    0.012050  20041229
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.013829  20041229
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.371458  20041229
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.347339  20041229
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.957791  20041229
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.111955  20041229
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.426912  20041229
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.204826  20041229
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.393113  20041229
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -8.856635  20041229
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    0.653089  20041229
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   55.352162  20041229
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -5.741901  20041229
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    6.834714  20041229
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -7.083110  20041229
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -5.474410  20041229
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -6.908552  20041229
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    3.947505  20041229
 3549   USFASTD_TELECOM   USFASTD_TELECOM   62.842176  20041229
 3550   USFASTD_TELECOM  USFASTD_WIRELESS   10.713561  20041229
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL   -0.190187  20041229
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.237449  20041229
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.603027  20041229
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -5.189881  20041229
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS   90.424974  20041229
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -3.470802  20041229
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.692088  20041229
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -4.068959  20041229
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -4.960880  20041229
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   45.102671  20041229
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   24.504674  20041229
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   31.132889  20041229
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -7.640324  20041229
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   34.551090  20041229
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   23.582586  20041229
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -2.991423  20041229
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL  106.151202  20041229
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.318019  20041229
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY   91.969597  20041229
 
 [3570 rows x 4 columns],
 '20041230':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.109771  20041230
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.785777  20041230
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.053824  20041230
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.014490  20041230
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.055513  20041230
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD   -0.008606  20041230
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.051522  20041230
 7     USFASTD_1DREVRSL    USFASTD_INDMOM    0.000798  20041230
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.015224  20041230
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.046102  20041230
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.062934  20041230
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.010615  20041230
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.068589  20041230
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.050172  20041230
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.101386  20041230
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.025846  20041230
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.067342  20041230
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.052176  20041230
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.042479  20041230
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.011426  20041230
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.275891  20041230
 21    USFASTD_1DREVRSL      USFASTD_SIZE   -0.000374  20041230
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.012035  20041230
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.376914  20041230
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.327615  20041230
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.941655  20041230
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.145159  20041230
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.414390  20041230
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.222799  20041230
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.368114  20041230
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -8.113183  20041230
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    0.842736  20041230
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   50.779576  20041230
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -5.350265  20041230
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    6.245994  20041230
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -6.577475  20041230
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -5.060025  20041230
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -6.379516  20041230
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    4.645963  20041230
 3549   USFASTD_TELECOM   USFASTD_TELECOM   58.170923  20041230
 3550   USFASTD_TELECOM  USFASTD_WIRELESS    9.919774  20041230
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL   -0.076405  20041230
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.155683  20041230
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.572140  20041230
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -6.058457  20041230
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS   83.586921  20041230
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -3.084741  20041230
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.566136  20041230
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -3.640937  20041230
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -5.686539  20041230
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   41.516286  20041230
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   22.607300  20041230
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   28.744818  20041230
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -8.932207  20041230
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   31.921310  20041230
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   21.855109  20041230
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.498537  20041230
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL   98.231491  20041230
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -3.887274  20041230
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  106.957488  20041230
 
 [3570 rows x 4 columns],
 '20041231':                Factor1           Factor2    VarCovar  DataDate
 0     USFASTD_1DREVRSL  USFASTD_1DREVRSL    1.011809  20041231
 1     USFASTD_1DREVRSL      USFASTD_BETA    0.858210  20041231
 2     USFASTD_1DREVRSL   USFASTD_DIVYILD    0.053842  20041231
 3     USFASTD_1DREVRSL   USFASTD_DWNRISK   -0.020195  20041231
 4     USFASTD_1DREVRSL  USFASTD_EARNQLTY    0.051827  20041231
 5     USFASTD_1DREVRSL  USFASTD_EARNYILD   -0.011921  20041231
 6     USFASTD_1DREVRSL    USFASTD_GROWTH   -0.045675  20041231
 7     USFASTD_1DREVRSL    USFASTD_INDMOM   -0.000923  20041231
 8     USFASTD_1DREVRSL  USFASTD_LEVERAGE   -0.018603  20041231
 9     USFASTD_1DREVRSL  USFASTD_LIQUIDTY    0.049009  20041231
 10    USFASTD_1DREVRSL  USFASTD_LTREVRSL   -0.055151  20041231
 11    USFASTD_1DREVRSL  USFASTD_MGMTQLTY   -0.010404  20041231
 12    USFASTD_1DREVRSL    USFASTD_MIDCAP   -0.058705  20041231
 13    USFASTD_1DREVRSL  USFASTD_MOMENTUM    0.042345  20041231
 14    USFASTD_1DREVRSL    USFASTD_PROFIT    0.088464  20041231
 15    USFASTD_1DREVRSL  USFASTD_PROSPECT    0.023386  20041231
 16    USFASTD_1DREVRSL    USFASTD_REGMOM   -0.056673  20041231
 17    USFASTD_1DREVRSL    USFASTD_RESVOL    0.073846  20041231
 18    USFASTD_1DREVRSL    USFASTD_SEASON    0.038963  20041231
 19    USFASTD_1DREVRSL    USFASTD_SENTMT    0.010774  20041231
 20    USFASTD_1DREVRSL  USFASTD_STREVRSL    0.258269  20041231
 21    USFASTD_1DREVRSL      USFASTD_SIZE   -0.011476  20041231
 22    USFASTD_1DREVRSL     USFASTD_VALUE    0.009771  20041231
 23    USFASTD_1DREVRSL  USFASTD_OILGSDRL   -1.348533  20041231
 24    USFASTD_1DREVRSL  USFASTD_OILGSEQP   -1.279285  20041231
 25    USFASTD_1DREVRSL  USFASTD_OILGSEXP   -0.912057  20041231
 26    USFASTD_1DREVRSL  USFASTD_OILGSCON   -0.173756  20041231
 27    USFASTD_1DREVRSL      USFASTD_CHEM    0.401082  20041231
 28    USFASTD_1DREVRSL  USFASTD_SPTYCHEM    0.235190  20041231
 29    USFASTD_1DREVRSL  USFASTD_CNSTMATL    0.338830  20041231
 ...                ...               ...         ...       ...
 3540   USFASTD_COMMEQP  USFASTD_MULTUTIL   -7.379142  20041231
 3541   USFASTD_COMMEQP   USFASTD_COUNTRY    0.974713  20041231
 3542  USFASTD_COMPELEC  USFASTD_COMPELEC   46.167084  20041231
 3543  USFASTD_COMPELEC   USFASTD_TELECOM   -4.935846  20041231
 3544  USFASTD_COMPELEC  USFASTD_WIRELESS    5.637980  20041231
 3545  USFASTD_COMPELEC  USFASTD_ELECUTIL   -6.141579  20041231
 3546  USFASTD_COMPELEC   USFASTD_GASUTIL   -4.641862  20041231
 3547  USFASTD_COMPELEC  USFASTD_MULTUTIL   -5.870470  20041231
 3548  USFASTD_COMPELEC   USFASTD_COUNTRY    5.167856  20041231
 3549   USFASTD_TELECOM   USFASTD_TELECOM   53.049444  20041231
 3550   USFASTD_TELECOM  USFASTD_WIRELESS    9.066919  20041231
 3551   USFASTD_TELECOM  USFASTD_ELECUTIL    0.065423  20041231
 3552   USFASTD_TELECOM   USFASTD_GASUTIL    1.104379  20041231
 3553   USFASTD_TELECOM  USFASTD_MULTUTIL   -0.451225  20041231
 3554   USFASTD_TELECOM   USFASTD_COUNTRY   -6.709131  20041231
 3555  USFASTD_WIRELESS  USFASTD_WIRELESS   75.975906  20041231
 3556  USFASTD_WIRELESS  USFASTD_ELECUTIL   -2.766656  20041231
 3557  USFASTD_WIRELESS   USFASTD_GASUTIL   -0.490197  20041231
 3558  USFASTD_WIRELESS  USFASTD_MULTUTIL   -3.298762  20041231
 3559  USFASTD_WIRELESS   USFASTD_COUNTRY   -6.269902  20041231
 3560  USFASTD_ELECUTIL  USFASTD_ELECUTIL   38.600168  20041231
 3561  USFASTD_ELECUTIL   USFASTD_GASUTIL   20.809014  20041231
 3562  USFASTD_ELECUTIL  USFASTD_MULTUTIL   26.528375  20041231
 3563  USFASTD_ELECUTIL   USFASTD_COUNTRY   -9.945270  20041231
 3564   USFASTD_GASUTIL   USFASTD_GASUTIL   29.047145  20041231
 3565   USFASTD_GASUTIL  USFASTD_MULTUTIL   19.955917  20041231
 3566   USFASTD_GASUTIL   USFASTD_COUNTRY   -3.876080  20041231
 3567  USFASTD_MULTUTIL  USFASTD_MULTUTIL   89.758745  20041231
 3568  USFASTD_MULTUTIL   USFASTD_COUNTRY   -4.307214  20041231
 3569   USFASTD_COUNTRY   USFASTD_COUNTRY  118.647135  20041231
 
 [3570 rows x 4 columns]}
In [9]:
covariance.keys()
Out[9]:
dict_keys(['20040102', '20040105', '20040106', '20040107', '20040108', '20040109', '20040112', '20040113', '20040114', '20040115', '20040116', '20040120', '20040121', '20040122', '20040123', '20040126', '20040127', '20040128', '20040129', '20040130', '20040202', '20040203', '20040204', '20040205', '20040206', '20040209', '20040210', '20040211', '20040212', '20040213', '20040217', '20040218', '20040219', '20040220', '20040223', '20040224', '20040225', '20040226', '20040227', '20040301', '20040302', '20040303', '20040304', '20040305', '20040308', '20040309', '20040310', '20040311', '20040312', '20040315', '20040316', '20040317', '20040318', '20040319', '20040322', '20040323', '20040324', '20040325', '20040326', '20040329', '20040330', '20040331', '20040401', '20040402', '20040405', '20040406', '20040407', '20040408', '20040412', '20040413', '20040414', '20040415', '20040416', '20040419', '20040420', '20040421', '20040422', '20040423', '20040426', '20040427', '20040428', '20040429', '20040430', '20040503', '20040504', '20040505', '20040506', '20040507', '20040510', '20040511', '20040512', '20040513', '20040514', '20040517', '20040518', '20040519', '20040520', '20040521', '20040524', '20040525', '20040526', '20040527', '20040528', '20040601', '20040602', '20040603', '20040604', '20040607', '20040608', '20040609', '20040610', '20040614', '20040615', '20040616', '20040617', '20040618', '20040621', '20040622', '20040623', '20040624', '20040625', '20040628', '20040629', '20040630', '20040701', '20040702', '20040706', '20040707', '20040708', '20040709', '20040712', '20040713', '20040714', '20040715', '20040716', '20040719', '20040720', '20040721', '20040722', '20040723', '20040726', '20040727', '20040728', '20040729', '20040730', '20040802', '20040803', '20040804', '20040805', '20040806', '20040809', '20040810', '20040811', '20040812', '20040813', '20040816', '20040817', '20040818', '20040819', '20040820', '20040823', '20040824', '20040825', '20040826', '20040827', '20040830', '20040831', '20040901', '20040902', '20040903', '20040907', '20040908', '20040909', '20040910', '20040913', '20040914', '20040915', '20040916', '20040917', '20040920', '20040921', '20040922', '20040923', '20040924', '20040927', '20040928', '20040929', '20040930', '20041001', '20041004', '20041005', '20041006', '20041007', '20041008', '20041011', '20041012', '20041013', '20041014', '20041015', '20041018', '20041019', '20041020', '20041021', '20041022', '20041025', '20041026', '20041027', '20041028', '20041029', '20041101', '20041102', '20041103', '20041104', '20041105', '20041108', '20041109', '20041110', '20041111', '20041112', '20041115', '20041116', '20041117', '20041118', '20041119', '20041122', '20041123', '20041124', '20041126', '20041129', '20041130', '20041201', '20041202', '20041203', '20041206', '20041207', '20041208', '20041209', '20041210', '20041213', '20041214', '20041215', '20041216', '20041217', '20041220', '20041221', '20041222', '20041223', '20041227', '20041228', '20041229', '20041230', '20041231'])
In [10]:
covariance['20040102'].head()
Out[10]:
Factor1 Factor2 VarCovar DataDate
0 USFASTD_1DREVRSL USFASTD_1DREVRSL 1.958869 20040102
1 USFASTD_1DREVRSL USFASTD_BETA 1.602458 20040102
2 USFASTD_1DREVRSL USFASTD_DIVYILD -0.012642 20040102
3 USFASTD_1DREVRSL USFASTD_DWNRISK -0.064387 20040102
4 USFASTD_1DREVRSL USFASTD_EARNQLTY 0.046573 20040102
In [11]:
covariance['20040102'].shape
Out[11]:
(3570, 4)
In [12]:
daily_return
Out[12]:
{'20040102':         Barrid  DlyReturn
 76     USA0001   0.000000
 77     USA0011   0.000000
 78     USA0031   0.000000
 79     USA0062   0.000000
 80     USA00E2   0.000000
 81     USA00F1   0.000000
 82     USA00G2   0.000000
 83     USA00H1   0.000000
 84     USA00I1   0.000000
 85     USA00J1   0.000000
 86     USA00K1   0.000000
 87     USA00P1   0.000000
 88     USA00R1   0.000000
 89     USA00S1  -0.009555
 90     USA00V1   0.000000
 91     USA0131   0.000000
 92     USA0161   0.000000
 93     USA01I1   0.000000
 94     USA01J2   0.000000
 95     USA01L1   0.000000
 96     USA01P1   0.000000
 97     USA01Q1   0.000000
 98     USA0202   0.000000
 99     USA0231   0.000000
 100    USA0281   0.000000
 101    USA0291   0.000000
 102    USA02A1   0.000000
 103    USA02B1   0.083078
 104    USA02H1   0.000000
 105    USA02P1   0.000000
 ...        ...        ...
 12488  USAZY41   0.000000
 12489  USAZY51   0.000000
 12490  USAZY61   0.000000
 12491  USAZY71   0.000000
 12492  USAZYI1  -0.142857
 12493  USAZYJ1   0.320755
 12494  USAZYK1   0.000000
 12495  USAZYM1  -0.062500
 12496  USAZYR1   0.166667
 12497  USAZYS1   0.000000
 12498  USAZYT1   0.056604
 12499  USAZYV1   0.045455
 12500  USAZYX1  -0.002445
 12501  USAZZ41  -0.045455
 12502  USAZZ51   0.000000
 12503  USAZZ61   0.000000
 12504  USAZZ71   0.000000
 12505  USAZZ81   0.002891
 12506  USAZZ91   0.000000
 12507  USAZZA1   0.000000
 12508  USAZZB1   0.000000
 12509  USAZZD1   0.250000
 12510  USAZZF1   0.000000
 12511  USAZZI1   0.000000
 12512  USAZZJ1  -0.026964
 12513  USAZZL1   0.000000
 12514  USAZZP1   0.000000
 12515  USAZZR1   0.000000
 12516  USAZZX1   0.111111
 12517  USAZZY1   0.008149
 
 [12442 rows x 2 columns], '20040105':         Barrid  DlyReturn
 76     USA0001   0.000000
 77     USA0011   0.000000
 78     USA0031   0.000000
 79     USA0062   0.000000
 80     USA00E2   0.000000
 81     USA00F1   0.000000
 82     USA00G2   0.000000
 83     USA00H1   0.000000
 84     USA00I1   0.000000
 85     USA00J1   0.000000
 86     USA00K1   0.000000
 87     USA00P1   0.000000
 88     USA00R1   0.000000
 89     USA00S1  -0.021579
 90     USA00V1   0.000000
 91     USA0131   0.000000
 92     USA0161   0.002424
 93     USA01I1   0.000000
 94     USA01J2   0.000000
 95     USA01L1   0.000000
 96     USA01P1   0.000000
 97     USA01Q1   0.000000
 98     USA0202   0.000000
 99     USA0231   0.000000
 100    USA0281   0.000000
 101    USA0291   0.000000
 102    USA02A1   0.000000
 103    USA02B1  -0.036235
 104    USA02H1   0.000000
 105    USA02P1  -0.024064
 ...        ...        ...
 12488  USAZY41   0.000000
 12489  USAZY51   0.130435
 12490  USAZY61   0.000000
 12491  USAZY71   0.500000
 12492  USAZYI1   0.000000
 12493  USAZYJ1   0.000000
 12494  USAZYK1   0.000000
 12495  USAZYM1   0.000000
 12496  USAZYR1   0.000000
 12497  USAZYS1   0.000000
 12498  USAZYT1  -0.089286
 12499  USAZYV1  -0.086957
 12500  USAZYX1   0.004902
 12501  USAZZ41  -0.047619
 12502  USAZZ51   0.000000
 12503  USAZZ61   0.000000
 12504  USAZZ71  -0.044444
 12505  USAZZ81   0.001081
 12506  USAZZ91   0.000000
 12507  USAZZA1   0.000000
 12508  USAZZB1   0.000000
 12509  USAZZD1  -0.200000
 12510  USAZZF1   0.000000
 12511  USAZZI1   0.000000
 12512  USAZZJ1   0.013423
 12513  USAZZL1   0.035714
 12514  USAZZP1   0.000000
 12515  USAZZR1   0.000000
 12516  USAZZX1  -0.150000
 12517  USAZZY1   0.041186
 
 [12442 rows x 2 columns], '20040106':         Barrid  DlyReturn
 76     USA0001   0.000000
 77     USA0011   0.000000
 78     USA0031   0.000000
 79     USA0062   0.000000
 80     USA00E2   0.000000
 81     USA00F1   0.000000
 82     USA00G2   0.000000
 83     USA00H1   0.000000
 84     USA00I1   0.000000
 85     USA00J1   0.000000
 86     USA00K1   0.000000
 87     USA00P1   0.000000
 88     USA00R1   0.000000
 89     USA00S1   0.000259
 90     USA00V1   0.000000
 91     USA0131   0.000000
 92     USA0161  -0.026300
 93     USA01I1   0.000000
 94     USA01J2   0.000000
 95     USA01L1   0.000000
 96     USA01P1   0.000000
 97     USA01Q1   0.000000
 98     USA0202   0.000000
 99     USA0231   0.000000
 100    USA0281   0.000000
 101    USA0291   0.000000
 102    USA02A1   0.000000
 103    USA02B1  -0.008790
 104    USA02H1   0.000000
 105    USA02P1   0.000000
 ...        ...        ...
 12484  USAZY41   0.000000
 12485  USAZY51   0.000000
 12486  USAZY61   0.000000
 12487  USAZY71   0.000000
 12488  USAZYI1   0.166667
 12489  USAZYJ1   0.142857
 12490  USAZYK1   0.000000
 12491  USAZYM1   0.000000
 12492  USAZYR1  -0.035714
 12493  USAZYS1   0.000000
 12494  USAZYT1  -0.019608
 12495  USAZYV1   0.000000
 12496  USAZYX1   0.000000
 12497  USAZZ41  -0.100000
 12498  USAZZ51   0.000000
 12499  USAZZ61  -0.250000
 12500  USAZZ71   0.000000
 12501  USAZZ81   0.004320
 12502  USAZZ91   0.000000
 12503  USAZZA1   0.000000
 12504  USAZZB1   0.000000
 12505  USAZZD1   0.000000
 12506  USAZZF1   0.022222
 12507  USAZZI1   0.022222
 12508  USAZZJ1   0.069643
 12509  USAZZL1   0.068966
 12510  USAZZP1   0.000000
 12511  USAZZR1   0.000000
 12512  USAZZX1   0.058824
 12513  USAZZY1   0.010721
 
 [12438 rows x 2 columns], '20040107':         Barrid  DlyReturn
 76     USA0001   0.000000
 77     USA0011   0.000000
 78     USA0031   0.000000
 79     USA0062   0.000000
 80     USA00E2   0.000000
 81     USA00F1   0.000000
 82     USA00G2   0.000000
 83     USA00H1   0.000000
 84     USA00I1   0.000000
 85     USA00J1   0.000000
 86     USA00K1   0.000000
 87     USA00P1   0.000000
 88     USA00R1   0.000000
 89     USA00S1  -0.005188
 90     USA00V1   0.000000
 91     USA0131   0.000000
 92     USA0161   0.002794
 93     USA01I1   0.000000
 94     USA01J2   0.000000
 95     USA01L1   0.000000
 96     USA01P1   0.000000
 97     USA01Q1   0.000000
 98     USA0202   0.000000
 99     USA0231   0.000000
 100    USA0281   0.000000
 101    USA0291   0.000000
 102    USA02A1   0.000000
 103    USA02B1   0.000000
 104    USA02H1   0.000000
 105    USA02P1   0.000000
 ...        ...        ...
 12481  USAZY41   0.000000
 12482  USAZY51   0.000000
 12483  USAZY61   0.000000
 12484  USAZY71   0.000000
 12485  USAZYI1  -0.171429
 12486  USAZYJ1   0.000000
 12487  USAZYK1   0.000000
 12488  USAZYM1   0.000000
 12489  USAZYR1  -0.018519
 12490  USAZYS1   0.000000
 12491  USAZYT1   0.000000
 12492  USAZYV1  -0.047619
 12493  USAZYX1   0.013415
 12494  USAZZ41   0.000000
 12495  USAZZ51   0.000000
 12496  USAZZ61   0.333333
 12497  USAZZ71  -0.395349
 12498  USAZZ81  -0.021505
 12499  USAZZ91   0.000000
 12500  USAZZA1   0.000000
 12501  USAZZB1   0.000000
 12502  USAZZD1   0.000000
 12503  USAZZF1   0.630435
 12504  USAZZI1  -0.043478
 12505  USAZZJ1  -0.032155
 12506  USAZZL1   0.000000
 12507  USAZZP1   0.000000
 12508  USAZZR1   0.000000
 12509  USAZZX1   0.055556
 12510  USAZZY1  -0.023775
 
 [12435 rows x 2 columns], '20040108':         Barrid  DlyReturn
 76     USA0001   0.000000
 77     USA0011   0.000000
 78     USA0031   0.000000
 79     USA0062   0.000000
 80     USA00E2   0.000000
 81     USA00F1   0.000000
 82     USA00G2   0.000000
 83     USA00H1   0.000000
 84     USA00I1   0.000000
 85     USA00J1   0.000000
 86     USA00K1   0.000000
 87     USA00P1   0.000000
 88     USA00R1   0.000000
 89     USA00S1  -0.001304
 90     USA00V1   0.000000
 91     USA0131   0.000000
 92     USA0161   0.020124
 93     USA01I1   0.000000
 94     USA01J2   0.000000
 95     USA01L1   0.000000
 96     USA01P1   0.000000
 97     USA01Q1   0.000000
 98     USA0202   0.000000
 99     USA0231   0.000000
 100    USA0281   0.000000
 101    USA0291   0.000000
 102    USA02A1   0.000000
 103    USA02B1   0.000000
 104    USA02H1   0.000000
 105    USA02P1   0.000000
 ...        ...        ...
 12482  USAZY41   0.000000
 12483  USAZY51  -0.188462
 12484  USAZY61   0.000000
 12485  USAZY71   0.000000
 12486  USAZYI1   0.086207
 12487  USAZYJ1   0.000000
 12488  USAZYK1   0.000000
 12489  USAZYM1   0.000000
 12490  USAZYR1   0.018868
 12491  USAZYS1   0.000000
 12492  USAZYT1   0.020000
 12493  USAZYV1   0.150000
 12494  USAZYX1   0.004813
 12495  USAZZ41   0.166667
 12496  USAZZ51   0.000000
 12497  USAZZ61   0.000000
 12498  USAZZ71   0.000000
 12499  USAZZ81   0.014652
 12500  USAZZ91   0.000000
 12501  USAZZA1   0.000000
 12502  USAZZB1   0.000000
 12503  USAZZD1   0.000000
 12504  USAZZF1   0.000000
 12505  USAZZI1  -0.204545
 12506  USAZZJ1  -0.026001
 12507  USAZZL1   0.021505
 12508  USAZZP1  -0.125000
 12509  USAZZR1   0.000000
 12510  USAZZX1   0.000000
 12511  USAZZY1  -0.087673
 
 [12436 rows x 2 columns], '20040109':         Barrid  DlyReturn
 76     USA0001   0.000000
 77     USA0011   0.000000
 78     USA0031   0.000000
 79     USA0062   0.000000
 80     USA00E2   0.134059
 81     USA00F1   0.000000
 82     USA00G2   0.000000
 83     USA00H1   0.000000
 84     USA00I1   0.000000
 85     USA00J1  -0.046452
 86     USA00K1   0.000000
 87     USA00P1   0.000000
 88     USA00R1   0.000000
 89     USA00S1  -0.002611
 90     USA00V1   0.000000
 91     USA0131   0.000000
 92     USA0161   0.010926
 93     USA01I1   0.000000
 94     USA01J2   0.000000
 95     USA01L1   0.000000
 96     USA01P1   0.000000
 97     USA01Q1   0.005111
 98     USA0202   0.000000
 99     USA0231   0.000000
 100    USA0281   0.000000
 101    USA0291   0.000000
 102    USA02A1   0.000000
 103    USA02B1   0.000000
 104    USA02H1   0.000000
 105    USA02P1   0.027397
 ...        ...        ...
 12482  USAZY41   0.000000
 12483  USAZY51   0.000000
 12484  USAZY61   0.000000
 12485  USAZY71   0.000000
 12486  USAZYI1   0.000000
 12487  USAZYJ1   0.000000
 12488  USAZYK1   0.000000
 12489  USAZYM1   0.000000
 12490  USAZYR1  -0.037037
 12491  USAZYS1   0.000000
 12492  USAZYT1  -0.019608
 12493  USAZYV1   0.000000
 12494  USAZYX1   0.000000
 12495  USAZZ41  -0.047619
 12496  USAZZ51   0.000000
 12497  USAZZ61   0.250000
 12498  USAZZ71   0.000000
 12499  USAZZ81   0.003971
 12500  USAZZ91   0.000000
 12501  USAZZA1   0.000000
 12502  USAZZB1   0.000000
 12503  USAZZD1   0.000000
 12504  USAZZF1  -0.133333
 12505  USAZZI1  -0.085714
 12506  USAZZJ1  -0.011229
 12507  USAZZL1   0.021053
 12508  USAZZP1   0.000000
 12509  USAZZR1   0.000000
 12510  USAZZX1   0.052632
 12511  USAZZY1   0.059548
 
 [12436 rows x 2 columns], '20040112':         Barrid  DlyReturn
 76     USA0001   0.000000
 77     USA0011   0.000000
 78     USA0031   0.000000
 79     USA0062   0.000000
 80     USA00E2   0.000000
 81     USA00F1   0.000000
 82     USA00G2   0.020847
 83     USA00H1   0.000000
 84     USA00I1   0.000000
 85     USA00J1   0.000000
 86     USA00K1   0.000000
 87     USA00P1   0.000000
 88     USA00R1   0.000000
 89     USA00S1  -0.004188
 90     USA00V1   0.000000
 91     USA0131   0.000000
 92     USA0161  -0.024317
 93     USA01I1   0.000000
 94     USA01J2   0.000000
 95     USA01L1   0.000000
 96     USA01P1   0.000000
 97     USA01Q1   0.000000
 98     USA0202   0.000000
 99     USA0231   0.000000
 100    USA0281   0.000000
 101    USA0291   0.000000
 102    USA02A1   0.000000
 103    USA02B1   0.010345
 104    USA02H1   0.000000
 105    USA02P1   0.000000
 ...        ...        ...
 12482  USAZY41   0.000000
 12483  USAZY51   0.000000
 12484  USAZY61   0.000000
 12485  USAZY71   0.000000
 12486  USAZYI1   0.000000
 12487  USAZYJ1   0.000000
 12488  USAZYK1   0.000000
 12489  USAZYM1   0.000000
 12490  USAZYR1   0.096154
 12491  USAZYS1   0.000000
 12492  USAZYT1   0.020000
 12493  USAZYV1  -0.043478
 12494  USAZYX1  -0.005988
 12495  USAZZ41   0.000000
 12496  USAZZ51   0.000000
 12497  USAZZ61  -0.200000
 12498  USAZZ71   0.000000
 12499  USAZZ81  -0.000719
 12500  USAZZ91   0.000000
 12501  USAZZA1   0.000000
 12502  USAZZB1   0.000000
 12503  USAZZD1   0.000000
 12504  USAZZF1   0.000000
 12505  USAZZI1   0.000000
 12506  USAZZJ1  -0.000857
 12507  USAZZL1   0.030928
 12508  USAZZP1   0.000000
 12509  USAZZR1   0.000000
 12510  USAZZX1   0.000000
 12511  USAZZY1   0.023256
 
 [12436 rows x 2 columns], '20040113':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1  -0.013933
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161   0.003077
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1   0.000000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1  -0.000487
 103    USA02H1   0.000000
 104    USA02P1   0.000000
 ...        ...        ...
 12480  USAZY41   0.000000
 12481  USAZY51   0.000000
 12482  USAZY61   0.000000
 12483  USAZY71   0.000000
 12484  USAZYI1   0.269841
 12485  USAZYJ1   0.000000
 12486  USAZYK1   0.000000
 12487  USAZYM1  -0.133333
 12488  USAZYR1  -0.017544
 12489  USAZYS1   0.000000
 12490  USAZYT1   0.058824
 12491  USAZYV1   0.045455
 12492  USAZYX1  -0.001205
 12493  USAZZ41  -0.050000
 12494  USAZZ51   0.000000
 12495  USAZZ61   0.000000
 12496  USAZZ71   0.000000
 12497  USAZZ81   0.003239
 12498  USAZZ91   0.000000
 12499  USAZZA1   0.000000
 12500  USAZZB1   0.000000
 12501  USAZZD1   0.000000
 12502  USAZZF1   0.000000
 12503  USAZZI1   0.000000
 12504  USAZZJ1   0.052166
 12505  USAZZL1  -0.060000
 12506  USAZZP1   0.000000
 12507  USAZZR1   0.000000
 12508  USAZZX1   0.100000
 12509  USAZZY1  -0.005682
 
 [12435 rows x 2 columns], '20040114':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.600786
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1   0.023727
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161   0.018405
 92     USA01I1   0.000000
 93     USA01J2  -0.007179
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1   0.000000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1   0.000000
 103    USA02H1   0.000000
 104    USA02P1   0.000000
 ...        ...        ...
 12480  USAZY41   0.000000
 12481  USAZY51   0.000000
 12482  USAZY61   0.000000
 12483  USAZY71   0.000000
 12484  USAZYI1   0.062500
 12485  USAZYJ1   0.000000
 12486  USAZYK1   0.000000
 12487  USAZYM1   0.000000
 12488  USAZYR1  -0.035714
 12489  USAZYS1   0.000000
 12490  USAZYT1  -0.074074
 12491  USAZYV1   0.043478
 12492  USAZYX1   0.000000
 12493  USAZZ41   0.052632
 12494  USAZZ51   0.000000
 12495  USAZZ61   0.250000
 12496  USAZZ71   0.000000
 12497  USAZZ81  -0.002869
 12498  USAZZ91   0.000000
 12499  USAZZA1   0.000000
 12500  USAZZB1   0.000000
 12501  USAZZD1   0.000000
 12502  USAZZF1   0.000000
 12503  USAZZI1   0.000000
 12504  USAZZJ1   0.124204
 12505  USAZZL1   0.000000
 12506  USAZZP1   0.000000
 12507  USAZZR1   0.000000
 12508  USAZZX1   0.000000
 12509  USAZZY1  -0.011429
 
 [12435 rows x 2 columns], '20040115':         Barrid   DlyReturn
 75     USA0001    0.000000
 76     USA0011    0.000000
 77     USA0031    0.000000
 78     USA0062    0.000000
 79     USA00E2    0.000000
 80     USA00F1    0.000000
 81     USA00G2    0.000000
 82     USA00H1    0.000000
 83     USA00I1    0.000000
 84     USA00J1    0.000000
 85     USA00K1    0.000000
 86     USA00P1    0.000000
 87     USA00R1    0.000000
 88     USA00S1   -0.001563
 89     USA00V1    0.000000
 90     USA0131    0.000000
 91     USA0161    0.016566
 92     USA01I1    0.000000
 93     USA01J2    0.000000
 94     USA01L1    0.000000
 95     USA01P1    0.000000
 96     USA01Q1    0.000000
 97     USA0202    0.000000
 98     USA0231    0.000000
 99     USA0281    0.000000
 100    USA0291    0.000000
 101    USA02A1    0.000000
 102    USA02B1    0.000000
 103    USA02H1    0.000000
 104    USA02P1    0.000000
 ...        ...         ...
 12480  USAZY41    0.000000
 12481  USAZY51    0.000000
 12482  USAZY61    0.000000
 12483  USAZY71    0.000000
 12484  USAZYI1   -0.035294
 12485  USAZYJ1    0.000000
 12486  USAZYK1    0.000000
 12487  USAZYM1    0.000000
 12488  USAZYR1    0.018519
 12489  USAZYS1    0.000000
 12490  USAZYT1    0.040000
 12491  USAZYV1   -0.166667
 12492  USAZYX1   -0.008444
 12493  USAZZ41   -0.050000
 12494  USAZZ51    0.000000
 12495  USAZZ61    0.200000
 12496  USAZZ71    0.000000
 12497  USAZZ81   -0.010791
 12498  USAZZ91    0.000000
 12499  USAZZA1    0.000000
 12500  USAZZB1    0.000000
 12501  USAZZD1    0.000000
 12502  USAZZF1    0.000000
 12503  USAZZI1    0.093750
 12504  USAZZJ1   -0.065020
 12505  USAZZL1    0.000000
 12506  USAZZP1    0.428571
 12507  USAZZR1  293.333332
 12508  USAZZX1   -0.090909
 12509  USAZZY1    0.030829
 
 [12435 rows x 2 columns], '20040116':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1   0.000000
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161   0.023704
 92     USA01I1   0.000000
 93     USA01J2   0.020263
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1  -0.006780
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1   0.000000
 103    USA02H1   0.000000
 104    USA02P1   0.013333
 ...        ...        ...
 12477  USAZY41   0.000000
 12478  USAZY51   0.000000
 12479  USAZY61   0.000000
 12480  USAZY71   0.000000
 12481  USAZYI1   0.060976
 12482  USAZYJ1   0.000000
 12483  USAZYK1   0.000000
 12484  USAZYM1   0.000000
 12485  USAZYR1  -0.018182
 12486  USAZYS1   0.000000
 12487  USAZYT1  -0.057692
 12488  USAZYV1  -0.100000
 12489  USAZYX1   0.007299
 12490  USAZZ41  -0.026316
 12491  USAZZ51   0.000000
 12492  USAZZ61   0.333333
 12493  USAZZ71   0.000000
 12494  USAZZ81  -0.018909
 12495  USAZZ91   0.000000
 12496  USAZZA1   0.000000
 12497  USAZZB1   0.000000
 12498  USAZZD1   0.000000
 12499  USAZZF1   0.230769
 12500  USAZZI1  -0.114286
 12501  USAZZJ1   0.144076
 12502  USAZZL1   0.000000
 12503  USAZZP1   0.000000
 12504  USAZZR1   0.000000
 12505  USAZZX1   0.050000
 12506  USAZZY1  -0.003738
 
 [12432 rows x 2 columns], '20040120':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1  -0.014345
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161   0.000000
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1   0.164912
 96     USA01Q1   0.000000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281  -0.054487
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1  -0.012646
 103    USA02H1   0.000000
 104    USA02P1   0.034211
 ...        ...        ...
 12477  USAZY41   0.000000
 12478  USAZY51   0.000000
 12479  USAZY61   0.000000
 12480  USAZY71   0.000000
 12481  USAZYI1   0.000000
 12482  USAZYJ1   0.000000
 12483  USAZYK1   0.000000
 12484  USAZYM1   0.000000
 12485  USAZYR1   0.037037
 12486  USAZYS1   0.000000
 12487  USAZYT1   0.142857
 12488  USAZYV1   0.055556
 12489  USAZYX1   0.008454
 12490  USAZZ41   0.054054
 12491  USAZZ51   0.000000
 12492  USAZZ61   0.500000
 12493  USAZZ71   0.000000
 12494  USAZZ81   0.015938
 12495  USAZZ91   0.000000
 12496  USAZZA1   0.000000
 12497  USAZZB1   0.000000
 12498  USAZZD1   0.000000
 12499  USAZZF1   0.000000
 12500  USAZZI1  -0.354839
 12501  USAZZJ1  -0.050508
 12502  USAZZL1   0.063830
 12503  USAZZP1   0.000000
 12504  USAZZR1   0.000000
 12505  USAZZX1   0.000000
 12506  USAZZY1  -0.035272
 
 [12432 rows x 2 columns], '20040121':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1   0.002646
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161  -0.036827
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1   0.000000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1   0.000000
 103    USA02H1   0.000000
 104    USA02P1   0.000000
 ...        ...        ...
 12475  USAZY41   0.000000
 12476  USAZY51   0.000000
 12477  USAZY61   0.000000
 12478  USAZY71   0.000000
 12479  USAZYI1  -0.126437
 12480  USAZYJ1  -0.250000
 12481  USAZYK1   0.000000
 12482  USAZYM1   0.000000
 12483  USAZYR1   0.071429
 12484  USAZYS1   0.000000
 12485  USAZYT1   0.000000
 12486  USAZYV1  -0.052632
 12487  USAZYX1  -0.001198
 12488  USAZZ41  -0.051282
 12489  USAZZ51   0.000000
 12490  USAZZ61  -0.166667
 12491  USAZZ71   0.000000
 12492  USAZZ81   0.023714
 12493  USAZZ91   0.000000
 12494  USAZZA1   0.000000
 12495  USAZZB1   0.000000
 12496  USAZZD1   0.000000
 12497  USAZZF1   0.000000
 12498  USAZZI1   0.000000
 12499  USAZZJ1   0.063549
 12500  USAZZL1  -0.060000
 12501  USAZZP1   0.200000
 12502  USAZZR1   0.000000
 12503  USAZZX1  -0.047619
 12504  USAZZY1   0.022948
 
 [12430 rows x 2 columns], '20040122':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1   0.007654
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161  -0.008824
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1   0.000000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1   0.130542
 103    USA02H1   0.000000
 104    USA02P1   0.000000
 ...        ...        ...
 12475  USAZY41   0.000000
 12476  USAZY51   0.000000
 12477  USAZY61   0.000000
 12478  USAZY71   0.000000
 12479  USAZYI1   0.223684
 12480  USAZYJ1   0.000000
 12481  USAZYK1   0.000000
 12482  USAZYM1   0.000000
 12483  USAZYR1   0.300000
 12484  USAZYS1   0.000000
 12485  USAZYT1   0.000000
 12486  USAZYV1   0.000000
 12487  USAZYX1   0.001199
 12488  USAZZ41   0.081081
 12489  USAZZ51   0.000000
 12490  USAZZ61   0.100000
 12491  USAZZ71   0.000000
 12492  USAZZ81   0.009266
 12493  USAZZ91   0.000000
 12494  USAZZA1   0.000000
 12495  USAZZB1   0.000000
 12496  USAZZD1   0.000000
 12497  USAZZF1  -0.062500
 12498  USAZZI1   1.000000
 12499  USAZZJ1   0.031554
 12500  USAZZL1   0.000000
 12501  USAZZP1   0.000000
 12502  USAZZR1   0.000000
 12503  USAZZX1  -0.100000
 12504  USAZZY1   0.018631
 
 [12430 rows x 2 columns], '20040123':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1  -0.012572
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161  -0.016320
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1   0.000000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1   0.009150
 103    USA02H1   0.000000
 104    USA02P1   0.000000
 ...        ...        ...
 12477  USAZY41   0.000000
 12478  USAZY51   0.000000
 12479  USAZY61   0.000000
 12480  USAZY71   0.000000
 12481  USAZYI1  -0.118280
 12482  USAZYJ1   0.000000
 12483  USAZYK1   0.000000
 12484  USAZYM1   0.000000
 12485  USAZYR1   0.102564
 12486  USAZYS1   0.000000
 12487  USAZYT1  -0.035714
 12488  USAZYV1  -0.055556
 12489  USAZYX1  -0.015569
 12490  USAZZ41  -0.075000
 12491  USAZZ51   0.000000
 12492  USAZZ61   0.090909
 12493  USAZZ71   0.000000
 12494  USAZZ81  -0.000706
 12495  USAZZ91   0.000000
 12496  USAZZA1   0.000000
 12497  USAZZB1   0.000000
 12498  USAZZD1   0.000000
 12499  USAZZF1  -0.133333
 12500  USAZZI1   0.000000
 12501  USAZZJ1  -0.014481
 12502  USAZZL1  -0.053191
 12503  USAZZP1   0.000000
 12504  USAZZR1   0.000000
 12505  USAZZX1   0.000000
 12506  USAZZY1   0.026502
 
 [12432 rows x 2 columns], '20040126':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1  -0.011936
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161  -0.001508
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1   0.000000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1   0.014681
 103    USA02H1   0.000000
 104    USA02P1   0.000000
 ...        ...        ...
 12475  USAZY41   0.000000
 12476  USAZY51   0.000000
 12477  USAZY61   0.000000
 12478  USAZY71   0.333333
 12479  USAZYI1   0.012195
 12480  USAZYJ1   0.000000
 12481  USAZYK1   0.000000
 12482  USAZYM1  -0.307692
 12483  USAZYR1   0.069767
 12484  USAZYS1   0.000000
 12485  USAZYT1   0.000000
 12486  USAZYV1   0.058824
 12487  USAZYX1   0.032847
 12488  USAZZ41   0.000000
 12489  USAZZ51   0.000000
 12490  USAZZ61   0.083333
 12491  USAZZ71   0.000000
 12492  USAZZ81  -0.002827
 12493  USAZZ91   0.000000
 12494  USAZZA1   1.142857
 12495  USAZZB1   0.000000
 12496  USAZZD1   0.000000
 12497  USAZZF1   0.000000
 12498  USAZZI1  -0.500000
 12499  USAZZJ1  -0.002972
 12500  USAZZL1   0.002247
 12501  USAZZP1   0.000000
 12502  USAZZR1   0.000000
 12503  USAZZX1   0.000000
 12504  USAZZY1   0.000000
 
 [12430 rows x 2 columns], '20040127':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.084362
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1  -0.009128
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161   0.049849
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1   0.000000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1   0.000851
 103    USA02H1   0.000000
 104    USA02P1   0.000000
 ...        ...        ...
 12475  USAZY41   0.000000
 12476  USAZY51   0.000000
 12477  USAZY61   0.185185
 12478  USAZY71   0.000000
 12479  USAZYI1   0.000000
 12480  USAZYJ1   0.000000
 12481  USAZYK1   0.000000
 12482  USAZYM1   0.111111
 12483  USAZYR1   0.239130
 12484  USAZYS1   0.000000
 12485  USAZYT1  -0.037037
 12486  USAZYV1  -0.055556
 12487  USAZYX1  -0.028269
 12488  USAZZ41   0.081081
 12489  USAZZ51   9.000000
 12490  USAZZ61   0.153846
 12491  USAZZ71   0.000000
 12492  USAZZ81  -0.010276
 12493  USAZZ91   0.000000
 12494  USAZZA1   0.266667
 12495  USAZZB1   0.000000
 12496  USAZZD1   0.000000
 12497  USAZZF1   0.076923
 12498  USAZZI1   0.000000
 12499  USAZZJ1  -0.021527
 12500  USAZZL1   0.008969
 12501  USAZZP1   0.000000
 12502  USAZZR1   0.000000
 12503  USAZZX1   0.222222
 12504  USAZZY1  -0.010545
 
 [12430 rows x 2 columns], '20040128':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1  -0.020049
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161  -0.060432
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1   0.000000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1   0.000000
 103    USA02H1   0.000000
 104    USA02P1   0.000000
 ...        ...        ...
 12474  USAZY41   0.000000
 12475  USAZY51   0.000000
 12476  USAZY61   0.000000
 12477  USAZY71  -0.500000
 12478  USAZYI1   0.000000
 12479  USAZYJ1   0.000000
 12480  USAZYK1   0.000000
 12481  USAZYM1   0.000000
 12482  USAZYR1  -0.157895
 12483  USAZYS1   0.000000
 12484  USAZYT1   0.057692
 12485  USAZYV1   0.000000
 12486  USAZYX1   0.021818
 12487  USAZZ41  -0.050000
 12488  USAZZ51   0.000000
 12489  USAZZ61  -0.066667
 12490  USAZZ71   0.000000
 12491  USAZZ81   0.006087
 12492  USAZZ91   0.000000
 12493  USAZZA1   0.000000
 12494  USAZZB1   0.000000
 12495  USAZZD1  -0.250000
 12496  USAZZF1   0.000000
 12497  USAZZI1   1.150000
 12498  USAZZJ1   0.051447
 12499  USAZZL1   0.000000
 12500  USAZZP1   0.000000
 12501  USAZZR1   0.000000
 12502  USAZZX1  -0.090909
 12503  USAZZY1  -0.020948
 
 [12429 rows x 2 columns], '20040129':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1   0.025712
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161   0.041348
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1   0.000000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1   0.009779
 103    USA02H1   0.000000
 104    USA02P1   0.000000
 ...        ...        ...
 12475  USAZY41   0.000000
 12476  USAZY51   0.000000
 12477  USAZY61   0.000000
 12478  USAZY71   1.000000
 12479  USAZYI1  -0.048193
 12480  USAZYJ1   0.000000
 12481  USAZYK1   0.000000
 12482  USAZYM1   0.000000
 12483  USAZYR1   0.125000
 12484  USAZYS1   0.000000
 12485  USAZYT1  -0.018182
 12486  USAZYV1  -0.117647
 12487  USAZYX1   0.007117
 12488  USAZZ41   0.000000
 12489  USAZZ51   0.000000
 12490  USAZZ61   0.000000
 12491  USAZZ71   0.000000
 12492  USAZZ81   0.001779
 12493  USAZZ91   0.000000
 12494  USAZZA1  -0.473684
 12495  USAZZB1   0.000000
 12496  USAZZD1   0.000000
 12497  USAZZF1   0.214286
 12498  USAZZI1  -0.418605
 12499  USAZZJ1   0.027845
 12500  USAZZL1   0.000000
 12501  USAZZP1   0.000000
 12502  USAZZR1   0.000000
 12503  USAZZX1   0.000000
 12504  USAZZY1  -0.005255
 
 [12430 rows x 2 columns], '20040130':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1  -0.001078
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161  -0.007353
 92     USA01I1   0.000000
 93     USA01J2  -0.063959
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1   0.000000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1   0.000000
 103    USA02H1   0.000000
 104    USA02P1   0.000000
 ...        ...        ...
 12482  USAZY41   0.000000
 12483  USAZY51   0.000000
 12484  USAZY61  -0.312500
 12485  USAZY71   0.000000
 12486  USAZYI1   0.000000
 12487  USAZYJ1   0.000000
 12488  USAZYK1   0.000000
 12489  USAZYM1   0.300000
 12490  USAZYR1  -0.018519
 12491  USAZYS1   0.000000
 12492  USAZYT1   0.092593
 12493  USAZYV1  -0.066667
 12494  USAZYX1   0.000000
 12495  USAZZ41  -0.026316
 12496  USAZZ51   0.000000
 12497  USAZZ61   0.071429
 12498  USAZZ71   0.000000
 12499  USAZZ81   0.001066
 12500  USAZZ91   0.000000
 12501  USAZZA1   0.000000
 12502  USAZZB1   0.000000
 12503  USAZZD1   0.333333
 12504  USAZZF1  -0.176471
 12505  USAZZI1   0.720000
 12506  USAZZJ1   0.001096
 12507  USAZZL1   0.071111
 12508  USAZZP1   0.000000
 12509  USAZZR1   0.000000
 12510  USAZZX1  -0.050000
 12511  USAZZY1  -0.017736
 
 [12437 rows x 2 columns], '20040202':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1  -0.028063
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161  -0.007407
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1   0.000000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1  -0.044211
 103    USA02H1   0.000000
 104    USA02P1   0.012723
 ...        ...        ...
 12474  USAZY41   0.000000
 12475  USAZY51   0.090047
 12476  USAZY61   0.000000
 12477  USAZY71  -0.500000
 12478  USAZYI1   0.126582
 12479  USAZYJ1   0.000000
 12480  USAZYK1   0.000000
 12481  USAZYM1   0.000000
 12482  USAZYR1  -0.037736
 12483  USAZYS1   0.000000
 12484  USAZYT1  -0.033898
 12485  USAZYV1   0.000000
 12486  USAZYX1  -0.004711
 12487  USAZZ41   0.000000
 12488  USAZZ51   0.000000
 12489  USAZZ61   0.000000
 12490  USAZZ71   0.346154
 12491  USAZZ81   0.010646
 12492  USAZZ91   0.000000
 12493  USAZZA1   0.800000
 12494  USAZZB1   0.000000
 12495  USAZZD1   0.000000
 12496  USAZZF1   0.000000
 12497  USAZZI1   0.000000
 12498  USAZZJ1  -0.027843
 12499  USAZZL1  -0.066390
 12500  USAZZP1   0.000000
 12501  USAZZR1   0.000000
 12502  USAZZX1   0.000000
 12503  USAZZY1  -0.003458
 
 [12429 rows x 2 columns], '20040203':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1   0.041088
 89     USA00V1   0.000000
 90     USA0131   0.138070
 91     USA0161   0.014925
 92     USA01I1   0.000000
 93     USA01J2  -0.010846
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1   0.006826
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.007752
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1   0.000000
 103    USA02H1   0.000000
 104    USA02P1   0.000000
 ...        ...        ...
 12476  USAZY41   0.000000
 12477  USAZY51   0.000000
 12478  USAZY61   0.000000
 12479  USAZY71   1.000000
 12480  USAZYI1  -0.067416
 12481  USAZYJ1   0.000000
 12482  USAZYK1   0.000000
 12483  USAZYM1   0.000000
 12484  USAZYR1  -0.019608
 12485  USAZYS1   0.000000
 12486  USAZYT1   0.000000
 12487  USAZYV1  -0.071429
 12488  USAZYX1   0.000000
 12489  USAZZ41   0.135135
 12490  USAZZ51   0.000000
 12491  USAZZ61   0.000000
 12492  USAZZ71   0.000000
 12493  USAZZ81   0.020014
 12494  USAZZ91   0.000000
 12495  USAZZA1   0.055556
 12496  USAZZB1   0.000000
 12497  USAZZD1   0.000000
 12498  USAZZF1   0.000000
 12499  USAZZI1   0.000000
 12500  USAZZJ1   0.023230
 12501  USAZZL1   0.044444
 12502  USAZZP1   0.000000
 12503  USAZZR1   0.000000
 12504  USAZZX1   0.000000
 12505  USAZZY1  -0.005012
 
 [12431 rows x 2 columns], '20040204':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1   0.076000
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161   0.029412
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1   0.000000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1   0.000000
 103    USA02H1   0.000000
 104    USA02P1   0.000000
 ...        ...        ...
 12476  USAZY41   0.000000
 12477  USAZY51  -0.082609
 12478  USAZY61   0.000000
 12479  USAZY71   0.000000
 12480  USAZYI1   0.000000
 12481  USAZYJ1   0.000000
 12482  USAZYK1   0.000000
 12483  USAZYM1   0.076923
 12484  USAZYR1  -0.070000
 12485  USAZYS1   0.000000
 12486  USAZYT1  -0.017544
 12487  USAZYV1   0.000000
 12488  USAZYX1   0.000000
 12489  USAZZ41  -0.047619
 12490  USAZZ51   0.000000
 12491  USAZZ61   0.000000
 12492  USAZZ71   0.000000
 12493  USAZZ81   0.004131
 12494  USAZZ91   0.000000
 12495  USAZZA1   0.000000
 12496  USAZZB1   0.000000
 12497  USAZZD1   0.000000
 12498  USAZZF1   0.000000
 12499  USAZZI1   0.000000
 12500  USAZZJ1  -0.055725
 12501  USAZZL1  -0.042553
 12502  USAZZP1   0.000000
 12503  USAZZR1   0.000000
 12504  USAZZX1   0.000000
 12505  USAZZY1  -0.020535
 
 [12431 rows x 2 columns], '20040205':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1  -0.018092
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161  -0.030000
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1   0.000000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1   0.000000
 103    USA02H1   0.000000
 104    USA02P1   0.000000
 ...        ...        ...
 12477  USAZY41   0.000000
 12478  USAZY51   0.000000
 12479  USAZY61   0.000000
 12480  USAZY71   0.250000
 12481  USAZYI1  -0.012048
 12482  USAZYJ1   0.166667
 12483  USAZYK1   0.000000
 12484  USAZYM1  -0.285714
 12485  USAZYR1  -0.010753
 12486  USAZYS1   0.000000
 12487  USAZYT1  -0.035714
 12488  USAZYV1   0.000000
 12489  USAZYX1   0.000000
 12490  USAZZ41  -0.050000
 12491  USAZZ51   0.000000
 12492  USAZZ61   0.000000
 12493  USAZZ71   0.000000
 12494  USAZZ81   0.004799
 12495  USAZZ91   0.000000
 12496  USAZZA1  -0.473684
 12497  USAZZB1   0.000000
 12498  USAZZD1  -0.250000
 12499  USAZZF1   0.035714
 12500  USAZZI1   0.000000
 12501  USAZZJ1  -0.044463
 12502  USAZZL1  -0.022222
 12503  USAZZP1   0.000000
 12504  USAZZR1   0.000000
 12505  USAZZX1   0.000000
 12506  USAZZY1   0.002769
 
 [12432 rows x 2 columns], '20040206':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1  -0.028269
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161   0.016789
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1   0.000000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1   0.013216
 103    USA02H1   0.000000
 104    USA02P1   0.000000
 ...        ...        ...
 12475  USAZY41   0.000000
 12476  USAZY51   0.000000
 12477  USAZY61   0.363636
 12478  USAZY71  -0.200000
 12479  USAZYI1   0.000000
 12480  USAZYJ1   0.000000
 12481  USAZYK1   0.000000
 12482  USAZYM1   0.000000
 12483  USAZYR1   0.173913
 12484  USAZYS1   0.000000
 12485  USAZYT1   0.074074
 12486  USAZYV1  -0.076923
 12487  USAZYX1   0.005917
 12488  USAZZ41  -0.052632
 12489  USAZZ51   0.000000
 12490  USAZZ61  -0.066667
 12491  USAZZ71   0.000000
 12492  USAZZ81   0.017059
 12493  USAZZ91   0.000000
 12494  USAZZA1   0.000000
 12495  USAZZB1   0.000000
 12496  USAZZD1   0.000000
 12497  USAZZF1   0.034483
 12498  USAZZI1   0.000000
 12499  USAZZJ1  -0.021785
 12500  USAZZL1   0.000000
 12501  USAZZP1   0.000000
 12502  USAZZR1   0.000000
 12503  USAZZX1   0.052632
 12504  USAZZY1   0.061933
 
 [12430 rows x 2 columns], '20040209':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1   0.041558
 89     USA00V1   0.000000
 90     USA0131   0.022379
 91     USA0161  -0.006373
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1   0.000000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1  -0.016957
 103    USA02H1   0.000000
 104    USA02P1   0.000000
 ...        ...        ...
 12477  USAZY41   0.000000
 12478  USAZY51   0.137441
 12479  USAZY61   0.000000
 12480  USAZY71   0.000000
 12481  USAZYI1   0.000000
 12482  USAZYJ1   0.000000
 12483  USAZYK1   0.000000
 12484  USAZYM1   0.000000
 12485  USAZYR1   0.037037
 12486  USAZYS1   0.000000
 12487  USAZYT1   0.034483
 12488  USAZYV1   0.083333
 12489  USAZYX1   0.008235
 12490  USAZZ41   0.000000
 12491  USAZZ51   0.000000
 12492  USAZZ61  -0.142857
 12493  USAZZ71   0.000000
 12494  USAZZ81  -0.005367
 12495  USAZZ91   0.000000
 12496  USAZZA1   0.000000
 12497  USAZZB1   0.000000
 12498  USAZZD1   0.000000
 12499  USAZZF1  -0.033333
 12500  USAZZI1   0.000000
 12501  USAZZJ1  -0.018528
 12502  USAZZL1   0.068182
 12503  USAZZP1   0.000000
 12504  USAZZR1   0.000000
 12505  USAZZX1   0.000000
 12506  USAZZY1   0.009287
 
 [12432 rows x 2 columns], '20040210':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1  -0.006234
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161  -0.011079
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1   0.000000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1   0.000000
 103    USA02H1   0.000000
 104    USA02P1   0.000000
 ...        ...        ...
 12476  USAZY41   0.000000
 12477  USAZY51   0.000000
 12478  USAZY61   0.000000
 12479  USAZY71   0.000000
 12480  USAZYI1  -0.036585
 12481  USAZYJ1   0.000000
 12482  USAZYK1   0.000000
 12483  USAZYM1   0.000000
 12484  USAZYR1  -0.035714
 12485  USAZYS1   0.000000
 12486  USAZYT1   0.016667
 12487  USAZYV1   0.000000
 12488  USAZYX1   0.009445
 12489  USAZZ41   0.027778
 12490  USAZZ51   0.000000
 12491  USAZZ61  -0.083333
 12492  USAZZ71  -0.085714
 12493  USAZZ81  -0.003035
 12494  USAZZ91   0.000000
 12495  USAZZA1   0.000000
 12496  USAZZB1   0.000000
 12497  USAZZD1   0.333333
 12498  USAZZF1   0.000000
 12499  USAZZI1  -0.302326
 12500  USAZZJ1   0.003449
 12501  USAZZL1   0.000000
 12502  USAZZP1   0.000000
 12503  USAZZR1   0.000000
 12504  USAZZX1  -0.050000
 12505  USAZZY1   0.017667
 
 [12431 rows x 2 columns], '20040211':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1   0.011835
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161   0.002948
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1   0.000000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1  -0.022556
 103    USA02H1   0.000000
 104    USA02P1   0.000000
 ...        ...        ...
 12476  USAZY41   0.000000
 12477  USAZY51   0.000000
 12478  USAZY61  -0.266667
 12479  USAZY71   0.000000
 12480  USAZYI1   0.000000
 12481  USAZYJ1   0.000000
 12482  USAZYK1   0.000000
 12483  USAZYM1   0.000000
 12484  USAZYR1  -0.055556
 12485  USAZYS1   0.000000
 12486  USAZYT1  -0.049180
 12487  USAZYV1   0.538462
 12488  USAZYX1  -0.005848
 12489  USAZZ41  -0.027027
 12490  USAZZ51   0.000000
 12491  USAZZ61  -0.181818
 12492  USAZZ71   0.000000
 12493  USAZZ81   0.009472
 12494  USAZZ91   0.000000
 12495  USAZZA1   0.000000
 12496  USAZZB1   0.000000
 12497  USAZZD1   0.000000
 12498  USAZZF1   0.034483
 12499  USAZZI1   0.166667
 12500  USAZZJ1   0.028220
 12501  USAZZL1   0.000000
 12502  USAZZP1   1.083333
 12503  USAZZR1   0.000000
 12504  USAZZX1   0.000000
 12505  USAZZY1   0.037975
 
 [12431 rows x 2 columns], '20040212':         Barrid  DlyReturn
 76     USA0001   0.000000
 77     USA0011   0.000000
 78     USA0031   0.000000
 79     USA0062   0.000000
 80     USA00E2   0.000000
 81     USA00F1   0.000000
 82     USA00G2   0.000000
 83     USA00H1   0.000000
 84     USA00I1   0.000000
 85     USA00J1   0.000000
 86     USA00K1   0.000000
 87     USA00P1   0.000000
 88     USA00R1   0.000000
 89     USA00S1  -0.005470
 90     USA00V1   0.000000
 91     USA0131   0.000000
 92     USA0161   0.000000
 93     USA01I1   0.000000
 94     USA01J2   0.000000
 95     USA01L1   0.000000
 96     USA01P1   0.000000
 97     USA01Q1   0.000000
 98     USA0202   0.000000
 99     USA0231   0.000000
 100    USA0281   0.000000
 101    USA0291   0.000000
 102    USA02A1   0.000000
 103    USA02B1   0.052037
 104    USA02H1   0.000000
 105    USA02P1   0.000000
 ...        ...        ...
 12479  USAZY41   0.000000
 12480  USAZY51   0.000000
 12481  USAZY61   0.000000
 12482  USAZY71   0.000000
 12483  USAZYI1   0.000000
 12484  USAZYJ1   0.000000
 12485  USAZYK1   0.000000
 12486  USAZYM1   0.000000
 12487  USAZYR1   0.058824
 12488  USAZYS1   0.000000
 12489  USAZYT1  -0.068966
 12490  USAZYV1  -0.100000
 12491  USAZYX1   0.035294
 12492  USAZZ41   0.027778
 12493  USAZZ51   0.000000
 12494  USAZZ61   0.000000
 12495  USAZZ71   0.000000
 12496  USAZZ81   0.005027
 12497  USAZZ91   0.000000
 12498  USAZZA1   0.000000
 12499  USAZZB1   0.000000
 12500  USAZZD1   0.000000
 12501  USAZZF1   0.066667
 12502  USAZZI1  -0.142857
 12503  USAZZJ1   0.095883
 12504  USAZZL1  -0.053191
 12505  USAZZP1   0.000000
 12506  USAZZR1   0.000000
 12507  USAZZX1   0.052632
 12508  USAZZY1  -0.004878
 
 [12433 rows x 2 columns], '20040213':         Barrid  DlyReturn
 76     USA0001   0.000000
 77     USA0011   0.000000
 78     USA0031   0.000000
 79     USA0062   0.000000
 80     USA00E2   0.000000
 81     USA00F1   0.000000
 82     USA00G2   0.000000
 83     USA00H1   0.000000
 84     USA00I1   0.000000
 85     USA00J1   0.000000
 86     USA00K1   0.000000
 87     USA00P1   0.000000
 88     USA00R1   0.000000
 89     USA00S1  -0.005000
 90     USA00V1   0.000000
 91     USA0131   0.000000
 92     USA0161   0.003309
 93     USA01I1   0.000000
 94     USA01J2   0.000000
 95     USA01L1   0.000000
 96     USA01P1   0.000000
 97     USA01Q1   0.000000
 98     USA0202   0.000000
 99     USA0231   0.000000
 100    USA0281   0.000000
 101    USA0291   0.000000
 102    USA02A1   0.000000
 103    USA02B1  -0.037849
 104    USA02H1   0.000000
 105    USA02P1   0.000000
 ...        ...        ...
 12472  USAZY41   0.000000
 12473  USAZY51  -0.083333
 12474  USAZY61   0.000000
 12475  USAZY71   0.500000
 12476  USAZYI1  -0.012658
 12477  USAZYJ1   0.000000
 12478  USAZYK1   0.000000
 12479  USAZYM1   0.200000
 12480  USAZYR1   0.000000
 12481  USAZYS1   0.000000
 12482  USAZYT1   0.037037
 12483  USAZYV1  -0.166667
 12484  USAZYX1   0.002273
 12485  USAZZ41  -0.027027
 12486  USAZZ51   0.000000
 12487  USAZZ61   0.000000
 12488  USAZZ71   0.000000
 12489  USAZZ81  -0.001000
 12490  USAZZ91   0.000000
 12491  USAZZA1   0.500000
 12492  USAZZB1   0.000000
 12493  USAZZD1  -0.250000
 12494  USAZZF1   0.000000
 12495  USAZZI1   0.000000
 12496  USAZZJ1   0.014449
 12497  USAZZL1   0.011236
 12498  USAZZP1   0.000000
 12499  USAZZR1   0.000000
 12500  USAZZX1   0.000000
 12501  USAZZY1   0.002451
 
 [12426 rows x 2 columns], '20040217':         Barrid  DlyReturn
 76     USA0001   0.000000
 77     USA0011   0.000000
 78     USA0031  -0.053315
 79     USA0062   0.018975
 80     USA00E2  -0.028614
 81     USA00F1   0.000665
 82     USA00G2   0.000000
 83     USA00H1   0.000000
 84     USA00I1   0.023566
 85     USA00J1   0.000000
 86     USA00K1   0.040486
 87     USA00P1   0.000000
 88     USA00R1   0.000000
 89     USA00S1   0.032915
 90     USA00V1   0.000000
 91     USA0131   0.000000
 92     USA0161   0.008798
 93     USA01I1   0.177398
 94     USA01J2   0.000000
 95     USA01L1   0.045825
 96     USA01P1  -0.141566
 97     USA01Q1   0.018644
 98     USA0202   0.000000
 99     USA0231   0.012469
 100    USA0281   0.000000
 101    USA0291   0.000000
 102    USA02A1   0.000000
 103    USA02B1   0.000000
 104    USA02H1   0.064106
 105    USA02P1  -0.022613
 ...        ...        ...
 12471  USAZY41   0.000000
 12472  USAZY51   0.000000
 12473  USAZY61   0.000000
 12474  USAZY71  -0.166667
 12475  USAZYI1   0.000000
 12476  USAZYJ1   0.000000
 12477  USAZYK1   0.000000
 12478  USAZYM1   0.000000
 12479  USAZYR1   0.092593
 12480  USAZYS1   0.000000
 12481  USAZYT1  -0.017857
 12482  USAZYV1  -0.200000
 12483  USAZYX1  -0.011338
 12484  USAZZ41   0.000000
 12485  USAZZ51   0.000000
 12486  USAZZ61   0.000000
 12487  USAZZ71   0.000000
 12488  USAZZ81   0.008678
 12489  USAZZ91   0.000000
 12490  USAZZA1   0.000000
 12491  USAZZB1   0.000000
 12492  USAZZD1   0.000000
 12493  USAZZF1  -0.125000
 12494  USAZZI1   0.000000
 12495  USAZZJ1  -0.015351
 12496  USAZZL1   0.022222
 12497  USAZZP1   0.000000
 12498  USAZZR1   0.000000
 12499  USAZZX1   0.500000
 12500  USAZZY1   0.023402
 
 [12425 rows x 2 columns], '20040218':         Barrid  DlyReturn
 76     USA0001   0.000000
 77     USA0011   0.000000
 78     USA0031   0.000000
 79     USA0062   0.000000
 80     USA00E2   0.000000
 81     USA00F1   0.000000
 82     USA00G2   0.000000
 83     USA00H1   0.000000
 84     USA00I1   0.000000
 85     USA00J1   0.000000
 86     USA00K1   0.000000
 87     USA00P1   0.000000
 88     USA00R1   0.000000
 89     USA00S1   0.001946
 90     USA00V1   0.000000
 91     USA0131   0.000000
 92     USA0161  -0.008721
 93     USA01I1   0.000000
 94     USA01J2   0.000000
 95     USA01L1   0.000000
 96     USA01P1   0.000000
 97     USA01Q1   0.000000
 98     USA0202   0.000000
 99     USA0231   0.000000
 100    USA0281   0.000000
 101    USA0291   0.000000
 102    USA02A1   0.000000
 103    USA02B1  -0.003130
 104    USA02H1   0.000000
 105    USA02P1   0.000000
 ...        ...        ...
 12470  USAZY41   0.000000
 12471  USAZY51   0.000000
 12472  USAZY61   0.000000
 12473  USAZY71   0.000000
 12474  USAZYI1   0.000000
 12475  USAZYJ1  -0.071429
 12476  USAZYK1   0.000000
 12477  USAZYM1   0.000000
 12478  USAZYR1   0.000000
 12479  USAZYS1   0.000000
 12480  USAZYT1  -0.036364
 12481  USAZYV1   0.166667
 12482  USAZYX1  -0.002294
 12483  USAZZ41   0.027778
 12484  USAZZ51   0.000000
 12485  USAZZ61   0.000000
 12486  USAZZ71   0.000000
 12487  USAZZ81  -0.012574
 12488  USAZZ91   0.000000
 12489  USAZZA1   0.000000
 12490  USAZZB1   0.000000
 12491  USAZZD1   0.333333
 12492  USAZZF1   0.000000
 12493  USAZZI1   0.000000
 12494  USAZZJ1  -0.016715
 12495  USAZZL1   0.021739
 12496  USAZZP1   0.000000
 12497  USAZZR1   0.000000
 12498  USAZZX1  -0.233333
 12499  USAZZY1   0.055973
 
 [12424 rows x 2 columns], '20040219':         Barrid  DlyReturn
 76     USA0001   0.000000
 77     USA0011   0.000000
 78     USA0031   0.000000
 79     USA0062   0.000000
 80     USA00E2   0.000000
 81     USA00F1   0.000000
 82     USA00G2   0.000000
 83     USA00H1   0.000000
 84     USA00I1   0.000000
 85     USA00J1   0.000000
 86     USA00K1   0.000000
 87     USA00P1   0.000000
 88     USA00R1   0.000000
 89     USA00S1   0.020393
 90     USA00V1   0.000000
 91     USA0131   0.000000
 92     USA0161   0.026393
 93     USA01I1   0.000000
 94     USA01J2   0.000000
 95     USA01L1   0.000000
 96     USA01P1   0.000000
 97     USA01Q1   0.000000
 98     USA0202   0.000000
 99     USA0231   0.000000
 100    USA0281   0.000000
 101    USA0291   0.000000
 102    USA02A1   0.000000
 103    USA02B1   0.031391
 104    USA02H1   0.000000
 105    USA02P1   0.000000
 ...        ...        ...
 12470  USAZY41   0.000000
 12471  USAZY51   0.045455
 12472  USAZY61   0.000000
 12473  USAZY71   0.000000
 12474  USAZYI1  -0.064103
 12475  USAZYJ1   0.000000
 12476  USAZYK1   0.000000
 12477  USAZYM1   0.000000
 12478  USAZYR1   0.194915
 12479  USAZYS1   0.000000
 12480  USAZYT1  -0.056604
 12481  USAZYV1  -0.142857
 12482  USAZYX1  -0.005747
 12483  USAZZ41  -0.027027
 12484  USAZZ51   0.000000
 12485  USAZZ61   0.000000
 12486  USAZZ71   0.000000
 12487  USAZZ81   0.009383
 12488  USAZZ91   0.000000
 12489  USAZZA1   0.000000
 12490  USAZZB1   0.000000
 12491  USAZZD1   0.000000
 12492  USAZZF1  -0.071429
 12493  USAZZI1   0.000000
 12494  USAZZJ1  -0.071592
 12495  USAZZL1   0.063830
 12496  USAZZP1   0.000000
 12497  USAZZR1   0.000000
 12498  USAZZX1  -0.130435
 12499  USAZZY1  -0.015514
 
 [12424 rows x 2 columns], '20040220':         Barrid  DlyReturn
 76     USA0001   0.000000
 77     USA0011   0.000000
 78     USA0031   0.000000
 79     USA0062   0.000000
 80     USA00E2   0.000000
 81     USA00F1   0.000000
 82     USA00G2   0.000000
 83     USA00H1   0.000000
 84     USA00I1   0.000000
 85     USA00J1   0.000000
 86     USA00K1   0.000000
 87     USA00P1   0.000000
 88     USA00R1   0.000000
 89     USA00S1   0.000000
 90     USA00V1   0.000000
 91     USA0131   0.000000
 92     USA0161   0.000000
 93     USA01I1   0.000000
 94     USA01J2   0.000000
 95     USA01L1   0.000000
 96     USA01P1  -0.031579
 97     USA01Q1   0.000000
 98     USA0202   0.000000
 99     USA0231   0.000000
 100    USA0281   0.000000
 101    USA0291   0.000000
 102    USA02A1   0.000000
 103    USA02B1   0.000000
 104    USA02H1   0.000000
 105    USA02P1  -0.005141
 ...        ...        ...
 12469  USAZY41   0.000000
 12470  USAZY51   0.000000
 12471  USAZY61   0.363636
 12472  USAZY71   0.000000
 12473  USAZYI1  -0.041096
 12474  USAZYJ1   0.000000
 12475  USAZYK1   0.000000
 12476  USAZYM1   0.000000
 12477  USAZYR1  -0.035461
 12478  USAZYS1   0.000000
 12479  USAZYT1   0.180000
 12480  USAZYV1   0.083333
 12481  USAZYX1  -0.008092
 12482  USAZZ41  -0.055556
 12483  USAZZ51   0.000000
 12484  USAZZ61   0.000000
 12485  USAZZ71  -0.093750
 12486  USAZZ81  -0.006308
 12487  USAZZ91   0.000000
 12488  USAZZA1  -0.133333
 12489  USAZZB1   0.000000
 12490  USAZZD1   0.000000
 12491  USAZZF1   0.153846
 12492  USAZZI1   0.000000
 12493  USAZZJ1   0.011972
 12494  USAZZL1  -0.020000
 12495  USAZZP1   0.000000
 12496  USAZZR1   0.000000
 12497  USAZZX1   0.000000
 12498  USAZZY1  -0.025936
 
 [12423 rows x 2 columns], '20040223':         Barrid  DlyReturn
 76     USA0001   0.000000
 77     USA0011   0.000000
 78     USA0031   0.000000
 79     USA0062   0.000000
 80     USA00E2   0.000000
 81     USA00F1   0.000000
 82     USA00G2   0.000000
 83     USA00H1   0.000000
 84     USA00I1   0.000000
 85     USA00J1   0.000000
 86     USA00K1   0.000000
 87     USA00P1   0.000000
 88     USA00R1   0.000000
 89     USA00S1  -0.005710
 90     USA00V1   0.000000
 91     USA0131   0.000000
 92     USA0161  -0.028571
 93     USA01I1   0.000000
 94     USA01J2   0.000000
 95     USA01L1   0.000000
 96     USA01P1   0.000000
 97     USA01Q1   0.000000
 98     USA0202   0.000000
 99     USA0231   0.000000
 100    USA0281   0.000000
 101    USA0291   0.000000
 102    USA02A1   0.000000
 103    USA02B1   0.000000
 104    USA02H1   0.000000
 105    USA02P1   0.000000
 ...        ...        ...
 12469  USAZY41   0.000000
 12470  USAZY51   0.000000
 12471  USAZY61  -0.266667
 12472  USAZY71   0.000000
 12473  USAZYI1  -0.028571
 12474  USAZYJ1   0.000000
 12475  USAZYK1   0.000000
 12476  USAZYM1  -0.166667
 12477  USAZYR1   0.095588
 12478  USAZYS1   0.000000
 12479  USAZYT1  -0.050847
 12480  USAZYV1  -0.076923
 12481  USAZYX1  -0.009324
 12482  USAZZ41   0.058824
 12483  USAZZ51   0.000000
 12484  USAZZ61   0.000000
 12485  USAZZ71  -0.103448
 12486  USAZZ81   0.006014
 12487  USAZZ91   0.000000
 12488  USAZZA1   0.000000
 12489  USAZZB1   0.000000
 12490  USAZZD1   0.000000
 12491  USAZZF1  -0.100000
 12492  USAZZI1   0.000000
 12493  USAZZJ1   0.021747
 12494  USAZZL1  -0.030612
 12495  USAZZP1   0.000000
 12496  USAZZR1   0.000000
 12497  USAZZX1   0.000000
 12498  USAZZY1  -0.070104
 
 [12423 rows x 2 columns], '20040224':         Barrid  DlyReturn
 76     USA0001   0.000000
 77     USA0011   0.000000
 78     USA0031   0.000000
 79     USA0062   0.000000
 80     USA00E2   0.000000
 81     USA00F1   0.000000
 82     USA00G2   0.000000
 83     USA00H1   0.000000
 84     USA00I1   0.000000
 85     USA00J1   0.000000
 86     USA00K1   0.000000
 87     USA00P1   0.000000
 88     USA00R1   0.000000
 89     USA00S1   0.000239
 90     USA00V1   0.000000
 91     USA0131   0.000000
 92     USA0161   0.003529
 93     USA01I1   0.000000
 94     USA01J2   0.000000
 95     USA01L1   0.000000
 96     USA01P1   0.000000
 97     USA01Q1   0.000000
 98     USA0202   0.000000
 99     USA0231   0.000000
 100    USA0281   0.000000
 101    USA0291   0.000000
 102    USA02A1   0.000000
 103    USA02B1  -0.000435
 104    USA02H1   0.000000
 105    USA02P1   0.000000
 ...        ...        ...
 12470  USAZY41   0.000000
 12471  USAZY51   0.000000
 12472  USAZY61   0.090909
 12473  USAZY71   0.000000
 12474  USAZYI1  -0.014706
 12475  USAZYJ1   0.000000
 12476  USAZYK1   0.000000
 12477  USAZYM1   0.000000
 12478  USAZYR1  -0.046980
 12479  USAZYS1   0.000000
 12480  USAZYT1  -0.125000
 12481  USAZYV1   0.166667
 12482  USAZYX1  -0.010588
 12483  USAZZ41   0.111111
 12484  USAZZ51   0.000000
 12485  USAZZ61   0.000000
 12486  USAZZ71   0.000000
 12487  USAZZ81   0.002325
 12488  USAZZ91   0.000000
 12489  USAZZA1   0.000000
 12490  USAZZB1   0.000000
 12491  USAZZD1  -0.250000
 12492  USAZZF1   0.000000
 12493  USAZZI1   0.000000
 12494  USAZZJ1  -0.032522
 12495  USAZZL1   0.010526
 12496  USAZZP1   0.000000
 12497  USAZZR1   0.000000
 12498  USAZZX1   1.250000
 12499  USAZZY1   0.028634
 
 [12424 rows x 2 columns], '20040225':         Barrid  DlyReturn
 77     USA0001   0.000000
 78     USA0011   0.000000
 79     USA0031   0.000000
 80     USA0062   0.000000
 81     USA00E2   0.000000
 82     USA00F1   0.000000
 83     USA00G2   0.000000
 84     USA00H1   0.000000
 85     USA00I1  -0.009530
 86     USA00J1   0.000000
 87     USA00K1   0.000000
 88     USA00P1   0.131171
 89     USA00R1   0.000000
 90     USA00S1  -0.006459
 91     USA00V1   0.000000
 92     USA0131   0.000000
 93     USA0161  -0.016706
 94     USA01I1   0.000000
 95     USA01J2   0.000000
 96     USA01L1   0.003115
 97     USA01P1   0.007246
 98     USA01Q1   0.000000
 99     USA0202   0.000000
 100    USA0231  -0.032020
 101    USA0281   0.028846
 102    USA0291   0.000000
 103    USA02A1   0.000000
 104    USA02B1   0.000000
 105    USA02H1  -0.056483
 106    USA02P1   0.000000
 ...        ...        ...
 12471  USAZY41   0.000000
 12472  USAZY51  -0.208696
 12473  USAZY61   0.000000
 12474  USAZY71   0.000000
 12475  USAZYI1  -0.104478
 12476  USAZYJ1   0.000000
 12477  USAZYK1   0.000000
 12478  USAZYM1   0.000000
 12479  USAZYR1   0.014085
 12480  USAZYS1   0.000000
 12481  USAZYT1   0.020408
 12482  USAZYV1   8.285714
 12483  USAZYX1  -0.001189
 12484  USAZZ41  -0.020000
 12485  USAZZ51   0.000000
 12486  USAZZ61   0.000000
 12487  USAZZ71   0.000000
 12488  USAZZ81   0.014248
 12489  USAZZ91   0.000000
 12490  USAZZA1   0.000000
 12491  USAZZB1   0.000000
 12492  USAZZD1   0.000000
 12493  USAZZF1   0.000000
 12494  USAZZI1   0.000000
 12495  USAZZJ1   0.036431
 12496  USAZZL1   0.000000
 12497  USAZZP1   0.000000
 12498  USAZZR1   0.000000
 12499  USAZZX1   0.111111
 12500  USAZZY1  -0.002819
 
 [12424 rows x 2 columns], '20040226':         Barrid  DlyReturn
 77     USA0001   0.000000
 78     USA0011   0.000000
 79     USA0031   0.000000
 80     USA0062  -0.035942
 81     USA00E2   0.000000
 82     USA00F1   0.000000
 83     USA00G2   0.000000
 84     USA00H1   0.000000
 85     USA00I1   0.000000
 86     USA00J1   0.000000
 87     USA00K1   0.000000
 88     USA00P1   0.000000
 89     USA00R1   0.000000
 90     USA00S1  -0.008668
 91     USA00V1   0.000000
 92     USA0131  -0.035649
 93     USA0161   0.016393
 94     USA01I1   0.000000
 95     USA01J2   0.015351
 96     USA01L1   0.000000
 97     USA01P1   0.000000
 98     USA01Q1  -0.021631
 99     USA0202   0.000000
 100    USA0231   0.000000
 101    USA0281   0.000000
 102    USA0291   0.000000
 103    USA02A1   0.000000
 104    USA02B1   0.000000
 105    USA02H1   0.000000
 106    USA02P1   0.006305
 ...        ...        ...
 12470  USAZY41   0.000000
 12471  USAZY51   0.109890
 12472  USAZY61   0.000000
 12473  USAZY71   0.000000
 12474  USAZYI1   0.000000
 12475  USAZYJ1   0.000000
 12476  USAZYK1   0.000000
 12477  USAZYM1   0.000000
 12478  USAZYR1   0.180556
 12479  USAZYS1   0.000000
 12480  USAZYT1   0.020000
 12481  USAZYV1   0.538462
 12482  USAZYX1   0.005952
 12483  USAZZ41   0.040816
 12484  USAZZ51   0.000000
 12485  USAZZ61   0.000000
 12486  USAZZ71  -0.269231
 12487  USAZZ81  -0.005227
 12488  USAZZ91   0.000000
 12489  USAZZA1   0.000000
 12490  USAZZB1   0.000000
 12491  USAZZD1   0.000000
 12492  USAZZF1   0.037037
 12493  USAZZI1   0.000000
 12494  USAZZJ1   0.005094
 12495  USAZZL1  -0.041667
 12496  USAZZP1   0.000000
 12497  USAZZR1   0.000000
 12498  USAZZX1  -0.360000
 12499  USAZZY1   0.010247
 
 [12423 rows x 2 columns], '20040227':         Barrid  DlyReturn
 77     USA0001   0.000000
 78     USA0011   0.000000
 79     USA0031   0.000000
 80     USA0062   0.000000
 81     USA00E2   0.000000
 82     USA00F1   0.000000
 83     USA00G2   0.000000
 84     USA00H1   0.000000
 85     USA00I1   0.000000
 86     USA00J1   0.000000
 87     USA00K1  -0.031128
 88     USA00P1   0.000000
 89     USA00R1   0.000000
 90     USA00S1   0.010687
 91     USA00V1   0.000000
 92     USA0131   0.000000
 93     USA0161  -0.002933
 94     USA01I1   0.000000
 95     USA01J2   0.000000
 96     USA01L1   0.000000
 97     USA01P1   0.000000
 98     USA01Q1   0.000000
 99     USA0202   0.000000
 100    USA0231   0.000000
 101    USA0281   0.000000
 102    USA0291   0.000000
 103    USA02A1   0.000000
 104    USA02B1  -0.021313
 105    USA02H1   0.000000
 106    USA02P1   0.000000
 ...        ...        ...
 12497  USAZY41   0.000000
 12498  USAZY51   0.000000
 12499  USAZY61   0.000000
 12500  USAZY71  -0.200000
 12501  USAZYI1   0.000000
 12502  USAZYJ1  -0.076923
 12503  USAZYK1   0.000000
 12504  USAZYM1   0.000000
 12505  USAZYR1   0.029412
 12506  USAZYS1   0.000000
 12507  USAZYT1   0.019608
 12508  USAZYV1  -0.100000
 12509  USAZYX1  -0.010651
 12510  USAZZ41  -0.068627
 12511  USAZZ51   0.000000
 12512  USAZZ61   0.000000
 12513  USAZZ71  -0.210526
 12514  USAZZ81   0.008539
 12515  USAZZ91   0.000000
 12516  USAZZA1   0.000000
 12517  USAZZB1   0.000000
 12518  USAZZD1   0.000000
 12519  USAZZF1   0.000000
 12520  USAZZI1   0.000000
 12521  USAZZJ1   0.068931
 12522  USAZZL1   0.097826
 12523  USAZZP1   0.000000
 12524  USAZZR1  -0.996602
 12525  USAZZX1   0.250000
 12526  USAZZY1  -0.004897
 
 [12450 rows x 2 columns], '20040301':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031  -0.047655
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1   0.006008
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161   0.007353
 95     USA01I1   0.000000
 96     USA01J2   0.000000
 97     USA01L1   0.000000
 98     USA01P1   0.000000
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1   0.000000
 106    USA02H1   0.000000
 107    USA02P1   0.000000
 ...        ...        ...
 12489  USAZY41   0.000000
 12490  USAZY51   0.000000
 12491  USAZY61   0.000000
 12492  USAZY71   0.500000
 12493  USAZYI1   0.033333
 12494  USAZYJ1   0.000000
 12495  USAZYK1   0.000000
 12496  USAZYM1   0.000000
 12497  USAZYR1   0.050286
 12498  USAZYS1   0.000000
 12499  USAZYT1   0.057692
 12500  USAZYV1   0.055556
 12501  USAZYX1  -0.019139
 12502  USAZZ41  -0.021053
 12503  USAZZ51  -0.800000
 12504  USAZZ61   0.000000
 12505  USAZZ71   0.333333
 12506  USAZZ81   0.019863
 12507  USAZZ91   0.000000
 12508  USAZZA1   0.384615
 12509  USAZZB1   0.000000
 12510  USAZZD1   0.000000
 12511  USAZZF1  -0.035714
 12512  USAZZI1   0.000000
 12513  USAZZJ1  -0.022127
 12514  USAZZL1   0.000000
 12515  USAZZP1   0.000000
 12516  USAZZR1   0.000000
 12517  USAZZX1  -0.025000
 12518  USAZZY1   0.061511
 
 [12441 rows x 2 columns], '20040302':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1  -0.005495
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161   0.024818
 95     USA01I1   0.000000
 96     USA01J2   0.000000
 97     USA01L1   0.000000
 98     USA01P1   0.000000
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1   0.035555
 106    USA02H1   0.000000
 107    USA02P1   0.000000
 ...        ...        ...
 12486  USAZY41   0.000000
 12487  USAZY51   0.000000
 12488  USAZY61  -0.166667
 12489  USAZY71  -0.500000
 12490  USAZYI1   0.000000
 12491  USAZYJ1  -0.083333
 12492  USAZYK1   0.000000
 12493  USAZYM1   0.000000
 12494  USAZYR1   0.131665
 12495  USAZYS1   0.000000
 12496  USAZYT1  -0.018182
 12497  USAZYV1   0.105263
 12498  USAZYX1  -0.012195
 12499  USAZZ41  -0.032258
 12500  USAZZ51   0.000000
 12501  USAZZ61   0.111111
 12502  USAZZ71   0.000000
 12503  USAZZ81  -0.006386
 12504  USAZZ91   0.000000
 12505  USAZZA1   0.061111
 12506  USAZZB1   0.000000
 12507  USAZZD1   0.000000
 12508  USAZZF1  -0.074074
 12509  USAZZI1   0.000000
 12510  USAZZJ1  -0.018911
 12511  USAZZL1   0.000000
 12512  USAZZP1   0.000000
 12513  USAZZR1   0.000000
 12514  USAZZX1  -0.025641
 12515  USAZZY1   0.012583
 
 [12438 rows x 2 columns], '20040303':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1   0.004564
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161  -0.008547
 95     USA01I1   0.000000
 96     USA01J2   0.000000
 97     USA01L1   0.000000
 98     USA01P1   0.000000
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1  -0.037768
 106    USA02H1   0.000000
 107    USA02P1   0.000000
 ...        ...        ...
 12486  USAZY41   0.000000
 12487  USAZY51   0.000000
 12488  USAZY61   0.500000
 12489  USAZY71   0.000000
 12490  USAZYI1  -0.064516
 12491  USAZYJ1   0.000000
 12492  USAZYK1   0.000000
 12493  USAZYM1   0.500000
 12494  USAZYR1   0.105769
 12495  USAZYS1   0.000000
 12496  USAZYT1   0.092593
 12497  USAZYV1   0.047619
 12498  USAZYX1   0.009877
 12499  USAZZ41   0.000000
 12500  USAZZ51   0.000000
 12501  USAZZ61  -0.100000
 12502  USAZZ71   0.000000
 12503  USAZZ81  -0.009550
 12504  USAZZ91  -0.647059
 12505  USAZZA1   0.151832
 12506  USAZZB1   0.000000
 12507  USAZZD1   0.000000
 12508  USAZZF1   0.000000
 12509  USAZZI1   0.000000
 12510  USAZZJ1   0.020758
 12511  USAZZL1  -0.003960
 12512  USAZZP1  -0.200000
 12513  USAZZR1   0.000000
 12514  USAZZX1   0.000000
 12515  USAZZY1   0.030412
 
 [12438 rows x 2 columns], '20040304':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1   0.004782
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161   0.017241
 95     USA01I1   0.000000
 96     USA01J2   0.000000
 97     USA01L1   0.000000
 98     USA01P1   0.000000
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1   0.003568
 106    USA02H1   0.000000
 107    USA02P1   0.000000
 ...        ...        ...
 12485  USAZY41   0.000000
 12486  USAZY51   0.000000
 12487  USAZY61   0.000000
 12488  USAZY71   0.000000
 12489  USAZYI1   0.000000
 12490  USAZYJ1   0.000000
 12491  USAZYK1   0.000000
 12492  USAZYM1   0.000000
 12493  USAZYR1   0.208696
 12494  USAZYS1   0.000000
 12495  USAZYT1  -0.116949
 12496  USAZYV1   0.000000
 12497  USAZYX1   0.000000
 12498  USAZZ41   0.083333
 12499  USAZZ51   0.000000
 12500  USAZZ61   0.111111
 12501  USAZZ71  -0.150000
 12502  USAZZ81  -0.007030
 12503  USAZZ91   0.000000
 12504  USAZZA1   0.000000
 12505  USAZZB1   0.000000
 12506  USAZZD1   0.000000
 12507  USAZZF1   0.040000
 12508  USAZZI1   0.000000
 12509  USAZZJ1   0.127017
 12510  USAZZL1  -0.065606
 12511  USAZZP1   0.600000
 12512  USAZZR1   0.000000
 12513  USAZZX1  -0.157895
 12514  USAZZY1   0.006030
 
 [12437 rows x 2 columns], '20040305':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1   0.000000
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161  -0.046610
 95     USA01I1   0.000000
 96     USA01J2  -0.011879
 97     USA01L1   0.000000
 98     USA01P1   0.000000
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1   0.004444
 106    USA02H1   0.000000
 107    USA02P1   0.000000
 ...        ...        ...
 12487  USAZY41   0.000000
 12488  USAZY51   0.000000
 12489  USAZY61  -0.400000
 12490  USAZY71  -0.200000
 12491  USAZYI1   0.000000
 12492  USAZYJ1   0.000000
 12493  USAZYK1   0.000000
 12494  USAZYM1   0.000000
 12495  USAZYR1  -0.230216
 12496  USAZYS1   0.000000
 12497  USAZYT1   0.055662
 12498  USAZYV1  -0.181818
 12499  USAZYX1   0.002445
 12500  USAZZ41  -0.076923
 12501  USAZZ51   0.000000
 12502  USAZZ61  -0.100000
 12503  USAZZ71  -0.117647
 12504  USAZZ81   0.002360
 12505  USAZZ91   0.000000
 12506  USAZZA1   0.000000
 12507  USAZZB1   0.000000
 12508  USAZZD1   0.000000
 12509  USAZZF1   8.615385
 12510  USAZZI1   0.000000
 12511  USAZZJ1  -0.050265
 12512  USAZZL1   0.000000
 12513  USAZZP1  -0.031250
 12514  USAZZR1   0.000000
 12515  USAZZX1   0.093750
 12516  USAZZY1   0.001262
 
 [12439 rows x 2 columns], '20040308':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1   0.006901
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161  -0.001481
 95     USA01I1   0.000000
 96     USA01J2   0.000000
 97     USA01L1   0.000000
 98     USA01P1   0.000000
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1  -0.023893
 106    USA02H1   0.000000
 107    USA02P1   0.000000
 ...        ...        ...
 12486  USAZY41   0.000000
 12487  USAZY51   0.000000
 12488  USAZY61   0.111111
 12489  USAZY71   0.000000
 12490  USAZYI1   0.000000
 12491  USAZYJ1   0.000000
 12492  USAZYK1   0.000000
 12493  USAZYM1   0.000000
 12494  USAZYR1  -0.224299
 12495  USAZYS1   0.000000
 12496  USAZYT1  -0.018182
 12497  USAZYV1   0.000000
 12498  USAZYX1   0.018293
 12499  USAZZ41   0.027778
 12500  USAZZ51   0.000000
 12501  USAZZ61   0.000000
 12502  USAZZ71   0.000000
 12503  USAZZ81   0.011100
 12504  USAZZ91   0.000000
 12505  USAZZA1   0.000000
 12506  USAZZB1   0.000000
 12507  USAZZD1   0.000000
 12508  USAZZF1   0.040000
 12509  USAZZI1   0.000000
 12510  USAZZJ1   0.038450
 12511  USAZZL1   0.000000
 12512  USAZZP1   0.000000
 12513  USAZZR1   0.000000
 12514  USAZZX1   0.000000
 12515  USAZZY1  -0.018589
 
 [12438 rows x 2 columns], '20040309':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1  -0.003309
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161   0.000000
 95     USA01I1   0.000000
 96     USA01J2   0.000000
 97     USA01L1   0.000000
 98     USA01P1  -0.046763
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.009807
 105    USA02B1  -0.047145
 106    USA02H1   0.000000
 107    USA02P1   0.000000
 ...        ...        ...
 12486  USAZY41   0.000000
 12487  USAZY51  -0.168317
 12488  USAZY61   0.000000
 12489  USAZY71   0.000000
 12490  USAZYI1   0.000000
 12491  USAZYJ1   0.000000
 12492  USAZYK1   0.000000
 12493  USAZYM1   0.000000
 12494  USAZYR1   0.156627
 12495  USAZYS1   0.000000
 12496  USAZYT1  -0.018519
 12497  USAZYV1   0.000000
 12498  USAZYX1   0.011976
 12499  USAZZ41   0.000000
 12500  USAZZ51   0.000000
 12501  USAZZ61   0.000000
 12502  USAZZ71   0.000000
 12503  USAZZ81  -0.002329
 12504  USAZZ91   0.000000
 12505  USAZZA1   0.000000
 12506  USAZZB1   0.000000
 12507  USAZZD1   0.000000
 12508  USAZZF1   0.076923
 12509  USAZZI1  82.333333
 12510  USAZZJ1   0.006970
 12511  USAZZL1   0.000000
 12512  USAZZP1   0.000000
 12513  USAZZR1   0.000000
 12514  USAZZX1  -0.228571
 12515  USAZZY1   0.006100
 
 [12438 rows x 2 columns], '20040310':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1   0.029642
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161  -0.011869
 95     USA01I1   0.000000
 96     USA01J2   0.000000
 97     USA01L1   0.000000
 98     USA01P1  -0.003774
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1   0.000000
 106    USA02H1   0.000000
 107    USA02P1   0.000000
 ...        ...        ...
 12486  USAZY41   0.000000
 12487  USAZY51   0.000000
 12488  USAZY61   0.000000
 12489  USAZY71  -0.166667
 12490  USAZYI1  -0.068966
 12491  USAZYJ1   0.000000
 12492  USAZYK1   0.000000
 12493  USAZYM1  -0.066667
 12494  USAZYR1   0.000000
 12495  USAZYS1   0.000000
 12496  USAZYT1  -0.018868
 12497  USAZYV1   0.222222
 12498  USAZYX1   0.007101
 12499  USAZZ41  -0.054054
 12500  USAZZ51   0.000000
 12501  USAZZ61   0.111111
 12502  USAZZ71   0.000000
 12503  USAZZ81  -0.003001
 12504  USAZZ91   0.000000
 12505  USAZZA1  -0.318182
 12506  USAZZB1   0.000000
 12507  USAZZD1   0.000000
 12508  USAZZF1  -0.078571
 12509  USAZZI1   0.000000
 12510  USAZZJ1  -0.041673
 12511  USAZZL1   0.010638
 12512  USAZZP1   0.000000
 12513  USAZZR1   0.000000
 12514  USAZZX1   0.037037
 12515  USAZZY1  -0.009892
 
 [12438 rows x 2 columns], '20040311':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1  -0.006449
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161  -0.019520
 95     USA01I1   0.000000
 96     USA01J2   0.000000
 97     USA01L1   0.000000
 98     USA01P1   0.000000
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1   0.000000
 106    USA02H1   0.000000
 107    USA02P1   0.000000
 ...        ...        ...
 12484  USAZY41   0.000000
 12485  USAZY51   0.000000
 12486  USAZY61   0.000000
 12487  USAZY71   0.000000
 12488  USAZYI1   0.222222
 12489  USAZYJ1   0.000000
 12490  USAZYK1   0.000000
 12491  USAZYM1   0.000000
 12492  USAZYR1  -0.083333
 12493  USAZYS1   0.000000
 12494  USAZYT1  -0.057692
 12495  USAZYV1  -0.227273
 12496  USAZYX1  -0.007051
 12497  USAZZ41  -0.028571
 12498  USAZZ51   0.000000
 12499  USAZZ61  -0.100000
 12500  USAZZ71   0.000000
 12501  USAZZ81  -0.012375
 12502  USAZZ91   0.000000
 12503  USAZZA1   0.000000
 12504  USAZZB1   0.000000
 12505  USAZZD1   0.000000
 12506  USAZZF1   0.085271
 12507  USAZZI1   0.000000
 12508  USAZZJ1  -0.006470
 12509  USAZZL1  -0.063158
 12510  USAZZP1   0.000000
 12511  USAZZR1   0.000000
 12512  USAZZX1   0.000000
 12513  USAZZY1   0.003867
 
 [12436 rows x 2 columns], '20040312':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2  -0.104334
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1  -0.019008
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161   0.000000
 95     USA01I1   0.000000
 96     USA01J2  -0.042623
 97     USA01L1   0.000000
 98     USA01P1   0.026515
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1   0.017127
 106    USA02H1   0.000000
 107    USA02P1  -0.082474
 ...        ...        ...
 12482  USAZY41   0.000000
 12483  USAZY51   0.547619
 12484  USAZY61   0.000000
 12485  USAZY71   0.000000
 12486  USAZYI1  -0.015152
 12487  USAZYJ1   0.000000
 12488  USAZYK1   0.000000
 12489  USAZYM1   0.000000
 12490  USAZYR1   0.000000
 12491  USAZYS1   0.000000
 12492  USAZYT1   0.102041
 12493  USAZYV1   0.176471
 12494  USAZYX1  -0.005917
 12495  USAZZ41  -0.029412
 12496  USAZZ51   0.000000
 12497  USAZZ61   0.111111
 12498  USAZZ71   0.133333
 12499  USAZZ81  -0.017948
 12500  USAZZ91   0.000000
 12501  USAZZA1   0.000000
 12502  USAZZB1   0.000000
 12503  USAZZD1   0.000000
 12504  USAZZF1   0.500000
 12505  USAZZI1   0.000000
 12506  USAZZJ1  -0.017113
 12507  USAZZL1   0.067416
 12508  USAZZP1  -0.354839
 12509  USAZZR1   0.000000
 12510  USAZZX1  -0.285714
 12511  USAZZY1   0.048154
 
 [12434 rows x 2 columns], '20040315':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1  -0.013941
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161  -0.009188
 95     USA01I1   0.000000
 96     USA01J2   0.000000
 97     USA01L1   0.000000
 98     USA01P1  -0.018450
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231  -0.027990
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1   0.000000
 106    USA02H1   0.000000
 107    USA02P1   0.000000
 ...        ...        ...
 12483  USAZY41   0.000000
 12484  USAZY51   0.000000
 12485  USAZY61  -0.100000
 12486  USAZY71   0.000000
 12487  USAZYI1  -0.061538
 12488  USAZYJ1   0.090909
 12489  USAZYK1   0.000000
 12490  USAZYM1   0.000000
 12491  USAZYR1  -0.159091
 12492  USAZYS1   0.000000
 12493  USAZYT1  -0.074074
 12494  USAZYV1  -0.050000
 12495  USAZYX1  -0.009524
 12496  USAZZ41  -0.024242
 12497  USAZZ51   0.000000
 12498  USAZZ61   0.100000
 12499  USAZZ71  -0.205882
 12500  USAZZ81   0.002759
 12501  USAZZ91   0.000000
 12502  USAZZA1   0.000000
 12503  USAZZB1   0.000000
 12504  USAZZD1   0.000000
 12505  USAZZF1   0.023810
 12506  USAZZI1  -0.400000
 12507  USAZZJ1   0.036672
 12508  USAZZL1   0.000000
 12509  USAZZP1   0.000000
 12510  USAZZR1   0.000000
 12511  USAZZX1   0.000000
 12512  USAZZY1  -0.022665
 
 [12435 rows x 2 columns], '20040316':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031  -0.032566
 81     USA0062  -0.069992
 82     USA00E2  -0.005376
 83     USA00F1   0.148282
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1  -0.089990
 87     USA00J1   0.000000
 88     USA00K1  -0.016064
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1   0.010304
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161  -0.021020
 95     USA01I1  -0.003118
 96     USA01J2   0.000000
 97     USA01L1  -0.003106
 98     USA01P1   0.015038
 99     USA01Q1  -0.041163
 100    USA0202   0.000000
 101    USA0231   0.015707
 102    USA0281  -0.095327
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1  -0.017773
 106    USA02H1  -0.002041
 107    USA02P1  -0.008427
 ...        ...        ...
 12482  USAZY41   0.000000
 12483  USAZY51   0.000000
 12484  USAZY61   0.000000
 12485  USAZY71   0.000000
 12486  USAZYI1  -0.065574
 12487  USAZYJ1   0.000000
 12488  USAZYK1   0.000000
 12489  USAZYM1  -0.285714
 12490  USAZYR1   0.054054
 12491  USAZYS1   0.000000
 12492  USAZYT1   0.020000
 12493  USAZYV1   0.000000
 12494  USAZYX1  -0.014423
 12495  USAZZ41   0.055901
 12496  USAZZ51   0.000000
 12497  USAZZ61   0.000000
 12498  USAZZ71  -0.037037
 12499  USAZZ81   0.006534
 12500  USAZZ91   0.000000
 12501  USAZZA1   0.200000
 12502  USAZZB1   0.000000
 12503  USAZZD1   0.000000
 12504  USAZZF1   0.069767
 12505  USAZZI1   0.000000
 12506  USAZZJ1  -0.005499
 12507  USAZZL1   0.000000
 12508  USAZZP1   0.000000
 12509  USAZZR1   0.000000
 12510  USAZZX1   0.250000
 12511  USAZZY1  -0.024444
 
 [12434 rows x 2 columns], '20040317':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1   0.012571
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161   0.004105
 95     USA01I1   0.000000
 96     USA01J2   0.000000
 97     USA01L1   0.000000
 98     USA01P1   0.000000
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1  -0.023334
 106    USA02H1   0.000000
 107    USA02P1   0.019830
 ...        ...        ...
 12486  USAZY41   0.000000
 12487  USAZY51   0.000000
 12488  USAZY61   0.000000
 12489  USAZY71   0.000000
 12490  USAZYI1   0.000000
 12491  USAZYJ1   0.000000
 12492  USAZYK1   0.000000
 12493  USAZYM1   0.000000
 12494  USAZYR1   0.076923
 12495  USAZYS1   0.000000
 12496  USAZYT1  -0.019608
 12497  USAZYV1   0.052632
 12498  USAZYX1   0.035366
 12499  USAZZ41   0.000000
 12500  USAZZ51   0.000000
 12501  USAZZ61   0.090909
 12502  USAZZ71   0.038462
 12503  USAZZ81   0.007516
 12504  USAZZ91   0.000000
 12505  USAZZA1   0.000000
 12506  USAZZB1   0.000000
 12507  USAZZD1   0.000000
 12508  USAZZF1  -0.043478
 12509  USAZZI1   0.000000
 12510  USAZZJ1  -0.008220
 12511  USAZZL1   0.000000
 12512  USAZZP1   0.000000
 12513  USAZZR1   0.000000
 12514  USAZZX1   0.000000
 12515  USAZZY1   0.017668
 
 [12438 rows x 2 columns], '20040318':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2  -0.009910
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.012191
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1  -0.012415
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161   0.003459
 95     USA01I1   0.000000
 96     USA01J2   0.000000
 97     USA01L1   0.000000
 98     USA01P1   0.000000
 99     USA01Q1   0.012456
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1   0.000000
 106    USA02H1   0.000000
 107    USA02P1   0.000000
 ...        ...        ...
 12487  USAZY41   0.000000
 12488  USAZY51  -0.307692
 12489  USAZY61   0.000000
 12490  USAZY71   0.000000
 12491  USAZYI1   0.087719
 12492  USAZYJ1   0.000000
 12493  USAZYK1   0.000000
 12494  USAZYM1   0.000000
 12495  USAZYR1  -0.059524
 12496  USAZYS1   0.000000
 12497  USAZYT1  -0.040000
 12498  USAZYV1  -0.150000
 12499  USAZYX1   0.000000
 12500  USAZZ41   0.000000
 12501  USAZZ51   0.000000
 12502  USAZZ61   0.000000
 12503  USAZZ71  -0.037037
 12504  USAZZ81   0.021702
 12505  USAZZ91   0.000000
 12506  USAZZA1   0.000000
 12507  USAZZB1   0.000000
 12508  USAZZD1   0.000000
 12509  USAZZF1  -0.022727
 12510  USAZZI1   0.000000
 12511  USAZZJ1   0.051236
 12512  USAZZL1   0.000000
 12513  USAZZP1   0.000000
 12514  USAZZR1   0.000000
 12515  USAZZX1  -0.200000
 12516  USAZZY1   0.011995
 
 [12439 rows x 2 columns], '20040319':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1  -0.007116
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161  -0.003447
 95     USA01I1   0.000000
 96     USA01J2   0.000000
 97     USA01L1   0.000000
 98     USA01P1   0.000000
 99     USA01Q1  -0.010545
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1   0.023891
 106    USA02H1   0.000000
 107    USA02P1   0.000000
 ...        ...        ...
 12489  USAZY41   0.000000
 12490  USAZY51   0.000000
 12491  USAZY61   0.000000
 12492  USAZY71   0.000000
 12493  USAZYI1  -0.080645
 12494  USAZYJ1   0.000000
 12495  USAZYK1   0.000000
 12496  USAZYM1   0.000000
 12497  USAZYR1  -0.050633
 12498  USAZYS1   0.000000
 12499  USAZYT1   0.041667
 12500  USAZYV1   0.176471
 12501  USAZYX1   0.001178
 12502  USAZZ41  -0.058824
 12503  USAZZ51   0.000000
 12504  USAZZ61  -0.083333
 12505  USAZZ71   0.000000
 12506  USAZZ81   0.018254
 12507  USAZZ91   0.000000
 12508  USAZZA1   0.000000
 12509  USAZZB1   0.000000
 12510  USAZZD1   0.000000
 12511  USAZZF1   0.023256
 12512  USAZZI1   0.000000
 12513  USAZZJ1   0.010321
 12514  USAZZL1   0.000000
 12515  USAZZP1   0.000000
 12516  USAZZR1   0.000000
 12517  USAZZX1   0.150000
 12518  USAZZY1   0.000000
 
 [12441 rows x 2 columns], '20040322':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1  -0.014572
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161  -0.009434
 95     USA01I1   0.000000
 96     USA01J2  -0.014840
 97     USA01L1   0.000000
 98     USA01P1  -0.062963
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1   0.000000
 106    USA02H1   0.000000
 107    USA02P1   0.000000
 ...        ...        ...
 12489  USAZY41   0.000000
 12490  USAZY51   0.000000
 12491  USAZY61   0.000000
 12492  USAZY71   0.000000
 12493  USAZYI1  -0.052632
 12494  USAZYJ1   0.000000
 12495  USAZYK1   0.000000
 12496  USAZYM1   0.000000
 12497  USAZYR1   0.080000
 12498  USAZYS1   0.000000
 12499  USAZYT1   0.020000
 12500  USAZYV1  -0.150000
 12501  USAZYX1  -0.010588
 12502  USAZZ41  -0.093750
 12503  USAZZ51   0.000000
 12504  USAZZ61   0.000000
 12505  USAZZ71   0.000000
 12506  USAZZ81  -0.015319
 12507  USAZZ91   0.000000
 12508  USAZZA1   0.000000
 12509  USAZZB1   0.000000
 12510  USAZZD1   0.000000
 12511  USAZZF1   0.000000
 12512  USAZZI1   0.000000
 12513  USAZZJ1   0.036606
 12514  USAZZL1  -0.021053
 12515  USAZZP1   0.000000
 12516  USAZZR1   0.000000
 12517  USAZZX1   0.043478
 12518  USAZZY1  -0.051778
 
 [12441 rows x 2 columns], '20040323':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1  -0.000242
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161   0.006349
 95     USA01I1   0.000000
 96     USA01J2   0.000000
 97     USA01L1   0.000000
 98     USA01P1   0.039526
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1   0.000000
 106    USA02H1   0.000000
 107    USA02P1   0.000000
 ...        ...        ...
 12490  USAZY41   0.000000
 12491  USAZY51   0.000000
 12492  USAZY61   0.000000
 12493  USAZY71   0.000000
 12494  USAZYI1  -0.055556
 12495  USAZYJ1   0.000000
 12496  USAZYK1   0.000000
 12497  USAZYM1   0.600000
 12498  USAZYR1  -0.049383
 12499  USAZYS1   0.000000
 12500  USAZYT1  -0.019608
 12501  USAZYV1   0.000000
 12502  USAZYX1   0.001189
 12503  USAZZ41  -0.034483
 12504  USAZZ51   0.000000
 12505  USAZZ61  -0.090909
 12506  USAZZ71   0.000000
 12507  USAZZ81  -0.009599
 12508  USAZZ91   1.833333
 12509  USAZZA1   0.000000
 12510  USAZZB1   0.000000
 12511  USAZZD1   3.000000
 12512  USAZZF1  -0.068182
 12513  USAZZI1   0.000000
 12514  USAZZJ1  -0.041883
 12515  USAZZL1   0.000000
 12516  USAZZP1   0.000000
 12517  USAZZR1   0.000000
 12518  USAZZX1   0.000000
 12519  USAZZY1   0.037500
 
 [12442 rows x 2 columns], '20040324':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1   0.002425
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161  -0.010726
 95     USA01I1   0.000000
 96     USA01J2   0.000000
 97     USA01L1   0.000000
 98     USA01P1  -0.003802
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1   0.000000
 106    USA02H1   0.000000
 107    USA02P1   0.000000
 ...        ...        ...
 12489  USAZY41   0.000000
 12490  USAZY51   0.000000
 12491  USAZY61   0.000000
 12492  USAZY71   0.000000
 12493  USAZYI1   0.000000
 12494  USAZYJ1   0.000000
 12495  USAZYK1   0.000000
 12496  USAZYM1  -0.375000
 12497  USAZYR1  -0.025974
 12498  USAZYS1   0.000000
 12499  USAZYT1   0.000000
 12500  USAZYV1  -0.058824
 12501  USAZYX1   0.003563
 12502  USAZZ41   0.071429
 12503  USAZZ51   0.000000
 12504  USAZZ61  -0.100000
 12505  USAZZ71   0.000000
 12506  USAZZ81  -0.006016
 12507  USAZZ91   0.000000
 12508  USAZZA1   0.000000
 12509  USAZZB1   0.000000
 12510  USAZZD1   0.583333
 12511  USAZZF1   0.000000
 12512  USAZZI1   0.000000
 12513  USAZZJ1  -0.027857
 12514  USAZZL1   0.032258
 12515  USAZZP1   0.200000
 12516  USAZZR1   0.000000
 12517  USAZZX1  -0.166667
 12518  USAZZY1   0.006658
 
 [12441 rows x 2 columns], '20040325':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1   0.072569
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161   0.000000
 95     USA01I1   0.000000
 96     USA01J2   0.000000
 97     USA01L1   0.000000
 98     USA01P1   0.000000
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1  -0.033334
 106    USA02H1   0.000000
 107    USA02P1   0.000000
 ...        ...        ...
 12489  USAZY41   0.000000
 12490  USAZY51   0.133333
 12491  USAZY61   0.000000
 12492  USAZY71   0.000000
 12493  USAZYI1   0.196078
 12494  USAZYJ1   0.000000
 12495  USAZYK1   0.000000
 12496  USAZYM1   0.000000
 12497  USAZYR1   0.000000
 12498  USAZYS1   0.000000
 12499  USAZYT1   0.020000
 12500  USAZYV1  -0.062500
 12501  USAZYX1   0.005917
 12502  USAZZ41  -0.066667
 12503  USAZZ51   0.000000
 12504  USAZZ61   0.222222
 12505  USAZZ71   0.000000
 12506  USAZZ81  -0.012105
 12507  USAZZ91   0.000000
 12508  USAZZA1   0.000000
 12509  USAZZB1   0.000000
 12510  USAZZD1   0.789474
 12511  USAZZF1   0.097561
 12512  USAZZI1   0.133333
 12513  USAZZJ1  -0.031594
 12514  USAZZL1  -0.062500
 12515  USAZZP1   0.000000
 12516  USAZZR1   0.000000
 12517  USAZZX1   0.100000
 12518  USAZZY1   0.010394
 
 [12441 rows x 2 columns], '20040326':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1  -0.016238
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161   0.020408
 95     USA01I1   0.000000
 96     USA01J2   0.000000
 97     USA01L1  -0.031153
 98     USA01P1   0.053435
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1   0.000000
 106    USA02H1   0.000000
 107    USA02P1  -0.005556
 ...        ...        ...
 12489  USAZY41   0.000000
 12490  USAZY51   0.029412
 12491  USAZY61   0.000000
 12492  USAZY71   0.000000
 12493  USAZYI1  -0.098361
 12494  USAZYJ1   0.000000
 12495  USAZYK1   0.000000
 12496  USAZYM1   0.000000
 12497  USAZYR1   0.000000
 12498  USAZYS1   0.000000
 12499  USAZYT1   0.000000
 12500  USAZYV1   0.066667
 12501  USAZYX1   0.000000
 12502  USAZZ41  -0.064286
 12503  USAZZ51   0.000000
 12504  USAZZ61  -0.181818
 12505  USAZZ71   0.000000
 12506  USAZZ81   0.001702
 12507  USAZZ91   0.000000
 12508  USAZZA1   0.000000
 12509  USAZZB1   0.000000
 12510  USAZZD1  -0.176471
 12511  USAZZF1  -0.044444
 12512  USAZZI1   0.000000
 12513  USAZZJ1   0.049469
 12514  USAZZL1   0.066667
 12515  USAZZP1   0.020833
 12516  USAZZR1   0.000000
 12517  USAZZX1   0.090909
 12518  USAZZY1   0.039900
 
 [12441 rows x 2 columns], '20040329':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1   0.001376
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161   0.003125
 95     USA01I1   0.000000
 96     USA01J2   0.000000
 97     USA01L1   0.000000
 98     USA01P1   0.014493
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1   0.000000
 106    USA02H1   0.000000
 107    USA02P1   0.000000
 ...        ...        ...
 12489  USAZY41   0.000000
 12490  USAZY51   0.000000
 12491  USAZY61   0.000000
 12492  USAZY71   1.000000
 12493  USAZYI1   0.145455
 12494  USAZYJ1   0.000000
 12495  USAZYK1   0.000000
 12496  USAZYM1   0.000000
 12497  USAZYR1   0.026667
 12498  USAZYS1   0.000000
 12499  USAZYT1  -0.039216
 12500  USAZYV1  -0.250000
 12501  USAZYX1   0.029412
 12502  USAZZ41   0.145038
 12503  USAZZ51   0.000000
 12504  USAZZ61   0.000000
 12505  USAZZ71   0.000000
 12506  USAZZ81   0.008155
 12507  USAZZ91   0.000000
 12508  USAZZA1   0.000000
 12509  USAZZB1   0.000000
 12510  USAZZD1  -0.142857
 12511  USAZZF1   0.041860
 12512  USAZZI1   0.000000
 12513  USAZZJ1  -0.038317
 12514  USAZZL1  -0.020833
 12515  USAZZP1  -0.020408
 12516  USAZZR1   0.000000
 12517  USAZZX1   0.083333
 12518  USAZZY1   0.019484
 
 [12441 rows x 2 columns], '20040330':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1   0.001145
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161   0.032710
 95     USA01I1   0.000276
 96     USA01J2   0.000000
 97     USA01L1   0.000000
 98     USA01P1  -0.017857
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1   0.000000
 106    USA02H1   0.000000
 107    USA02P1   0.000000
 ...        ...        ...
 12489  USAZY41   0.000000
 12490  USAZY51   0.047619
 12491  USAZY61   0.000000
 12492  USAZY71   0.000000
 12493  USAZYI1  -0.174603
 12494  USAZYJ1   0.000000
 12495  USAZYK1   0.000000
 12496  USAZYM1   0.000000
 12497  USAZYR1  -0.051948
 12498  USAZYS1   0.000000
 12499  USAZYT1  -0.020408
 12500  USAZYV1   0.166667
 12501  USAZYX1   0.040000
 12502  USAZZ41  -0.066667
 12503  USAZZ51   0.000000
 12504  USAZZ61   0.000000
 12505  USAZZ71   0.000000
 12506  USAZZ81   0.007752
 12507  USAZZ91   0.000000
 12508  USAZZA1   0.000000
 12509  USAZZB1   0.000000
 12510  USAZZD1  -0.291667
 12511  USAZZF1   0.004464
 12512  USAZZI1   0.176471
 12513  USAZZJ1   0.033378
 12514  USAZZL1   0.010638
 12515  USAZZP1   0.000000
 12516  USAZZR1   0.000000
 12517  USAZZX1  -0.230769
 12518  USAZZY1   0.033520
 
 [12441 rows x 2 columns], '20040331':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1   0.001601
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161  -0.024133
 95     USA01I1   0.000000
 96     USA01J2   0.000000
 97     USA01L1   0.000000
 98     USA01P1   0.000000
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1   0.025616
 106    USA02H1   0.000000
 107    USA02P1   0.000000
 ...        ...        ...
 12502  USAZY41   0.000000
 12503  USAZY51   0.000000
 12504  USAZY61   0.000000
 12505  USAZY71   0.500000
 12506  USAZYI1   0.000000
 12507  USAZYJ1   0.000000
 12508  USAZYK1   0.000000
 12509  USAZYM1   0.000000
 12510  USAZYR1   0.041096
 12511  USAZYS1   0.000000
 12512  USAZYT1   0.000000
 12513  USAZYV1   0.071429
 12514  USAZYX1   0.131868
 12515  USAZZ41   0.035714
 12516  USAZZ51   1.000000
 12517  USAZZ61   0.222222
 12518  USAZZ71   0.076923
 12519  USAZZ81   0.008027
 12520  USAZZ91   0.000000
 12521  USAZZA1   0.000000
 12522  USAZZB1   0.000000
 12523  USAZZD1   0.352941
 12524  USAZZF1  -0.022222
 12525  USAZZI1   0.000000
 12526  USAZZJ1   0.021970
 12527  USAZZL1   0.000000
 12528  USAZZP1   0.000000
 12529  USAZZR1   0.000000
 12530  USAZZX1   0.050000
 12531  USAZZY1  -0.001707
 
 [12454 rows x 2 columns], '20040401':         Barrid  DlyReturn
 77     USA0001   0.000000
 78     USA0011   0.000000
 79     USA0031   0.000000
 80     USA0062   0.000000
 81     USA00E2   0.000000
 82     USA00F1   0.000000
 83     USA00G2   0.000000
 84     USA00H1   0.000000
 85     USA00I1   0.000000
 86     USA00J1   0.000000
 87     USA00K1   0.000000
 88     USA00P1   0.000000
 89     USA00R1   0.000000
 90     USA00S1   0.030594
 91     USA00V1   0.000000
 92     USA0131   0.000000
 93     USA0161   0.000000
 94     USA01I1   0.000000
 95     USA01J2   0.000000
 96     USA01L1   0.000000
 97     USA01P1   0.007273
 98     USA01Q1   0.000000
 99     USA0202   0.000000
 100    USA0231   0.000000
 101    USA0281   0.000000
 102    USA0291   0.000000
 103    USA02A1   0.000000
 104    USA02B1  -0.000480
 105    USA02H1   0.000000
 106    USA02P1   0.000000
 ...        ...        ...
 12501  USAZY41   0.000000
 12502  USAZY51   0.000000
 12503  USAZY61   1.222222
 12504  USAZY71   0.000000
 12505  USAZYI1   0.000000
 12506  USAZYJ1   0.000000
 12507  USAZYK1   0.000000
 12508  USAZYM1   0.000000
 12509  USAZYR1   0.013158
 12510  USAZYS1   0.000000
 12511  USAZYT1   0.000000
 12512  USAZYV1  -0.066667
 12513  USAZYX1  -0.009709
 12514  USAZZ41   0.000000
 12515  USAZZ51   0.000000
 12516  USAZZ61   0.000000
 12517  USAZZ71   0.000000
 12518  USAZZ81   0.009954
 12519  USAZZ91   0.000000
 12520  USAZZA1   0.000000
 12521  USAZZB1   0.000000
 12522  USAZZD1   0.130435
 12523  USAZZF1   0.036364
 12524  USAZZI1   0.000000
 12525  USAZZJ1   0.026623
 12526  USAZZL1   0.000000
 12527  USAZZP1   0.000000
 12528  USAZZR1   0.000000
 12529  USAZZX1   0.000000
 12530  USAZZY1   0.059561
 
 [12454 rows x 2 columns], '20040402':         Barrid  DlyReturn
 77     USA0001   0.000000
 78     USA0011   0.000000
 79     USA0031   0.000000
 80     USA0062   0.000000
 81     USA00E2   0.000000
 82     USA00F1   0.000000
 83     USA00G2   0.000000
 84     USA00H1   0.000000
 85     USA00I1   0.000000
 86     USA00J1   0.000000
 87     USA00K1   0.000000
 88     USA00P1   0.000000
 89     USA00R1   0.000000
 90     USA00S1  -0.032565
 91     USA00V1   0.000000
 92     USA0131   0.000000
 93     USA0161   0.049459
 94     USA01I1   0.000000
 95     USA01J2   0.000000
 96     USA01L1   0.000000
 97     USA01P1   0.010830
 98     USA01Q1   0.000000
 99     USA0202   0.000000
 100    USA0231   0.000000
 101    USA0281   0.000000
 102    USA0291   0.000000
 103    USA02A1   0.000000
 104    USA02B1  -0.024508
 105    USA02H1   0.000000
 106    USA02P1   0.000000
 ...        ...        ...
 12495  USAZY41   0.000000
 12496  USAZY51   0.018182
 12497  USAZY61   0.000000
 12498  USAZY71   0.333333
 12499  USAZYI1   0.000000
 12500  USAZYJ1   0.000000
 12501  USAZYK1   0.000000
 12502  USAZYM1   0.000000
 12503  USAZYR1   0.000000
 12504  USAZYS1   0.000000
 12505  USAZYT1   0.104167
 12506  USAZYV1  -0.071429
 12507  USAZYX1   0.019608
 12508  USAZZ41  -0.027586
 12509  USAZZ51   0.000000
 12510  USAZZ61  -0.181818
 12511  USAZZ71   0.000000
 12512  USAZZ81  -0.003942
 12513  USAZZ91   0.000000
 12514  USAZZA1   0.000000
 12515  USAZZB1   0.000000
 12516  USAZZD1   0.000000
 12517  USAZZF1  -0.035088
 12518  USAZZI1   0.000000
 12519  USAZZJ1   0.001387
 12520  USAZZL1   0.000000
 12521  USAZZP1   0.000000
 12522  USAZZR1   0.000000
 12523  USAZZX1  -0.047619
 12524  USAZZY1   0.000000
 
 [12448 rows x 2 columns], '20040405':         Barrid  DlyReturn
 77     USA0001   0.000000
 78     USA0011   0.000000
 79     USA0031   0.000000
 80     USA0062   0.000000
 81     USA00E2   0.000000
 82     USA00F1   0.000000
 83     USA00G2   0.000000
 84     USA00H1   0.000000
 85     USA00I1   0.000000
 86     USA00J1   0.000000
 87     USA00K1   0.000000
 88     USA00P1   0.000000
 89     USA00R1   0.000000
 90     USA00S1   0.000000
 91     USA00V1   0.000000
 92     USA0131   0.000000
 93     USA0161   0.030928
 94     USA01I1   0.000000
 95     USA01J2   0.000000
 96     USA01L1   0.000000
 97     USA01P1   0.000000
 98     USA01Q1   0.000000
 99     USA0202   0.000000
 100    USA0231   0.000000
 101    USA0281   0.000000
 102    USA0291   0.000000
 103    USA02A1   0.000000
 104    USA02B1   0.000000
 105    USA02H1   0.000000
 106    USA02P1   0.000000
 ...        ...        ...
 12496  USAZY41   0.000000
 12497  USAZY51  -0.008929
 12498  USAZY61   0.000000
 12499  USAZY71   0.000000
 12500  USAZYI1  -0.038462
 12501  USAZYJ1   0.000000
 12502  USAZYK1   0.000000
 12503  USAZYM1   0.000000
 12504  USAZYR1   0.103896
 12505  USAZYS1   0.000000
 12506  USAZYT1  -0.018868
 12507  USAZYV1   0.076923
 12508  USAZYX1  -0.009615
 12509  USAZZ41   0.063830
 12510  USAZZ51   0.000000
 12511  USAZZ61   0.111111
 12512  USAZZ71   0.000000
 12513  USAZZ81  -0.012533
 12514  USAZZ91   0.000000
 12515  USAZZA1   0.277778
 12516  USAZZB1   0.000000
 12517  USAZZD1  -0.076923
 12518  USAZZF1   0.068182
 12519  USAZZI1   0.000000
 12520  USAZZJ1  -0.050409
 12521  USAZZL1  -0.052632
 12522  USAZZP1   0.000000
 12523  USAZZR1   0.000000
 12524  USAZZX1   0.000000
 12525  USAZZY1   0.003497
 
 [12449 rows x 2 columns], '20040406':         Barrid  DlyReturn
 77     USA0001   0.000000
 78     USA0011   0.000000
 79     USA0031   0.000000
 80     USA0062   0.000000
 81     USA00E2   0.000000
 82     USA00F1   0.000000
 83     USA00G2   0.000000
 84     USA00H1   0.000000
 85     USA00I1   0.000000
 86     USA00J1   0.000000
 87     USA00K1   0.000000
 88     USA00P1   0.000000
 89     USA00R1   0.000000
 90     USA00S1   0.012136
 91     USA00V1   0.000000
 92     USA0131   0.000000
 93     USA0161  -0.018286
 94     USA01I1   0.000000
 95     USA01J2   0.000000
 96     USA01L1   0.000000
 97     USA01P1   0.000000
 98     USA01Q1   0.000000
 99     USA0202   0.000000
 100    USA0231   0.000000
 101    USA0281   0.000000
 102    USA0291   0.000000
 103    USA02A1   0.000000
 104    USA02B1   0.059114
 105    USA02H1   0.000000
 106    USA02P1   0.000000
 ...        ...        ...
 12497  USAZY41   0.000000
 12498  USAZY51   0.081081
 12499  USAZY61   0.000000
 12500  USAZY71  -0.125000
 12501  USAZYI1   0.000000
 12502  USAZYJ1   0.000000
 12503  USAZYK1   0.000000
 12504  USAZYM1   0.000000
 12505  USAZYR1   0.023529
 12506  USAZYS1   0.000000
 12507  USAZYT1  -0.096154
 12508  USAZYV1  -0.142857
 12509  USAZYX1   0.000000
 12510  USAZZ41   0.000000
 12511  USAZZ51   0.000000
 12512  USAZZ61   0.000000
 12513  USAZZ71  -0.071429
 12514  USAZZ81   0.011356
 12515  USAZZ91   0.000000
 12516  USAZZA1   0.000000
 12517  USAZZB1   0.000000
 12518  USAZZD1  -0.041667
 12519  USAZZF1   0.008511
 12520  USAZZI1   0.010000
 12521  USAZZJ1   0.032084
 12522  USAZZL1   0.002222
 12523  USAZZP1   0.000000
 12524  USAZZR1   0.000000
 12525  USAZZX1   0.000000
 12526  USAZZY1  -0.017690
 
 [12450 rows x 2 columns], '20040407':         Barrid  DlyReturn
 77     USA0001   0.000000
 78     USA0011   0.000000
 79     USA0031   0.000000
 80     USA0062   0.051173
 81     USA00E2   0.000000
 82     USA00F1   0.000000
 83     USA00G2   0.000000
 84     USA00H1   0.000000
 85     USA00I1   0.000000
 86     USA00J1   0.000000
 87     USA00K1   0.000000
 88     USA00P1   0.000000
 89     USA00R1   0.000000
 90     USA00S1  -0.009502
 91     USA00V1   0.000000
 92     USA0131   0.000000
 93     USA0161  -0.010186
 94     USA01I1   0.000000
 95     USA01J2   0.000000
 96     USA01L1   0.000000
 97     USA01P1   0.000000
 98     USA01Q1   0.000000
 99     USA0202   0.000000
 100    USA0231   0.000000
 101    USA0281   0.000000
 102    USA0291   0.000000
 103    USA02A1   0.000000
 104    USA02B1  -0.041861
 105    USA02H1   0.000000
 106    USA02P1   0.000000
 ...        ...        ...
 12497  USAZY41   0.000000
 12498  USAZY51   0.000000
 12499  USAZY61   0.000000
 12500  USAZY71   0.000000
 12501  USAZYI1   0.040000
 12502  USAZYJ1   0.000000
 12503  USAZYK1   0.000000
 12504  USAZYM1   0.100000
 12505  USAZYR1   0.011494
 12506  USAZYS1   0.000000
 12507  USAZYT1  -0.042553
 12508  USAZYV1  -0.083333
 12509  USAZYX1  -0.019417
 12510  USAZZ41  -0.066667
 12511  USAZZ51   0.000000
 12512  USAZZ61   0.000000
 12513  USAZZ71   0.000000
 12514  USAZZ81  -0.015522
 12515  USAZZ91   0.000000
 12516  USAZZA1  -0.260870
 12517  USAZZB1   0.000000
 12518  USAZZD1   0.065217
 12519  USAZZF1   0.000000
 12520  USAZZI1   0.000000
 12521  USAZZJ1   0.017380
 12522  USAZZL1   0.053215
 12523  USAZZP1  -0.166667
 12524  USAZZR1   0.000000
 12525  USAZZX1   0.000000
 12526  USAZZY1   0.024011
 
 [12450 rows x 2 columns], '20040408':         Barrid  DlyReturn
 77     USA0001   0.000000
 78     USA0011   0.000000
 79     USA0031   0.000000
 80     USA0062   0.000000
 81     USA00E2   0.000000
 82     USA00F1   0.000000
 83     USA00G2   0.000000
 84     USA00H1   0.000000
 85     USA00I1   0.000000
 86     USA00J1   0.000000
 87     USA00K1   0.000000
 88     USA00P1   0.000000
 89     USA00R1   0.000000
 90     USA00S1   0.000000
 91     USA00V1   0.000000
 92     USA0131   0.000000
 93     USA0161   0.000000
 94     USA01I1   0.000000
 95     USA01J2   0.000000
 96     USA01L1   0.000000
 97     USA01P1   0.000000
 98     USA01Q1   0.000000
 99     USA0202   0.000000
 100    USA0231   0.000000
 101    USA0281   0.000000
 102    USA0291   0.000000
 103    USA02A1   0.000000
 104    USA02B1   0.000971
 105    USA02H1   0.000000
 106    USA02P1   0.000000
 ...        ...        ...
 12498  USAZY41   0.000000
 12499  USAZY51   0.000000
 12500  USAZY61   0.000000
 12501  USAZY71   0.000000
 12502  USAZYI1  -0.153846
 12503  USAZYJ1   0.000000
 12504  USAZYK1   0.000000
 12505  USAZYM1   0.000000
 12506  USAZYR1   0.034091
 12507  USAZYS1   0.000000
 12508  USAZYT1   0.133333
 12509  USAZYV1   0.181818
 12510  USAZYX1  -0.004950
 12511  USAZZ41  -0.007143
 12512  USAZZ51   0.000000
 12513  USAZZ61   0.000000
 12514  USAZZ71   0.076923
 12515  USAZZ81  -0.000671
 12516  USAZZ91   0.000000
 12517  USAZZA1   0.000000
 12518  USAZZB1   0.000000
 12519  USAZZD1  -0.897959
 12520  USAZZF1  -0.092827
 12521  USAZZI1   0.000000
 12522  USAZZJ1  -0.004722
 12523  USAZZL1   0.000000
 12524  USAZZP1   0.000000
 12525  USAZZR1   0.000000
 12526  USAZZX1   0.000000
 12527  USAZZY1  -0.031974
 
 [12451 rows x 2 columns], '20040412':         Barrid  DlyReturn
 77     USA0001   0.000000
 78     USA0011   0.000000
 79     USA0031  -0.038588
 80     USA0062   0.000000
 81     USA00E2   0.000000
 82     USA00F1   0.000000
 83     USA00G2   0.000000
 84     USA00H1   0.000000
 85     USA00I1   0.000000
 86     USA00J1   0.000000
 87     USA00K1   0.000000
 88     USA00P1   0.000000
 89     USA00R1   0.000000
 90     USA00S1   0.007538
 91     USA00V1   0.000000
 92     USA0131   0.000000
 93     USA0161   0.000000
 94     USA01I1   0.000000
 95     USA01J2   0.000000
 96     USA01L1   0.000000
 97     USA01P1   0.000000
 98     USA01Q1   0.000000
 99     USA0202   0.000000
 100    USA0231   0.000000
 101    USA0281   0.000000
 102    USA0291   0.000000
 103    USA02A1   0.000000
 104    USA02B1   0.000000
 105    USA02H1   0.000000
 106    USA02P1   0.000000
 ...        ...        ...
 12497  USAZY41   0.000000
 12498  USAZY51   0.000000
 12499  USAZY61   0.000000
 12500  USAZY71   0.285714
 12501  USAZYI1  -0.159091
 12502  USAZYJ1   0.666667
 12503  USAZYK1   0.000000
 12504  USAZYM1   0.000000
 12505  USAZYR1  -0.252747
 12506  USAZYS1   0.000000
 12507  USAZYT1  -0.098039
 12508  USAZYV1  -0.153846
 12509  USAZYX1   0.014925
 12510  USAZZ41   0.043165
 12511  USAZZ51   0.000000
 12512  USAZZ61   0.000000
 12513  USAZZ71   0.000000
 12514  USAZZ81  -0.003021
 12515  USAZZ91   0.000000
 12516  USAZZA1  -0.176471
 12517  USAZZB1   0.000000
 12518  USAZZD1   8.599999
 12519  USAZZF1  -0.023256
 12520  USAZZI1   0.000000
 12521  USAZZJ1   0.005181
 12522  USAZZL1  -0.052632
 12523  USAZZP1   0.000000
 12524  USAZZR1   0.000000
 12525  USAZZX1   0.000000
 12526  USAZZY1  -0.061107
 
 [12450 rows x 2 columns], '20040413':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.003855
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1   0.001814
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161   0.026169
 95     USA01I1   0.000000
 96     USA01J2   0.000000
 97     USA01L1   0.000000
 98     USA01P1   0.000000
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1   0.000000
 106    USA02H1   0.000000
 107    USA02P1  -0.002793
 ...        ...        ...
 12497  USAZY41   0.000000
 12498  USAZY51   0.000000
 12499  USAZY61   0.000000
 12500  USAZY71  -0.111111
 12501  USAZYI1   0.027027
 12502  USAZYJ1   0.000000
 12503  USAZYK1   0.000000
 12504  USAZYM1   0.272727
 12505  USAZYR1  -0.102941
 12506  USAZYS1   0.000000
 12507  USAZYT1   0.000000
 12508  USAZYV1   0.000000
 12509  USAZYX1   0.020588
 12510  USAZZ41   0.400000
 12511  USAZZ51   0.000000
 12512  USAZZ61  -0.100000
 12513  USAZZ71   0.000000
 12514  USAZZ81  -0.009091
 12515  USAZZ91   0.000000
 12516  USAZZA1   0.000000
 12517  USAZZB1   0.000000
 12518  USAZZD1  -0.166667
 12519  USAZZF1  -0.047619
 12520  USAZZI1   0.000000
 12521  USAZZJ1   0.047184
 12522  USAZZL1   0.000000
 12523  USAZZP1   0.100000
 12524  USAZZR1   0.000000
 12525  USAZZX1   0.000000
 12526  USAZZY1  -0.012313
 
 [12449 rows x 2 columns], '20040414':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1   0.000000
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161  -0.014327
 95     USA01I1   0.000000
 96     USA01J2   0.000000
 97     USA01L1   0.000000
 98     USA01P1   0.000000
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1   0.018429
 106    USA02H1   0.000000
 107    USA02P1   0.000000
 ...        ...        ...
 12498  USAZY41   0.000000
 12499  USAZY51   0.000000
 12500  USAZY61  -0.450000
 12501  USAZY71   0.000000
 12502  USAZYI1   0.000000
 12503  USAZYJ1   0.000000
 12504  USAZYK1   0.000000
 12505  USAZYM1   0.000000
 12506  USAZYR1   0.131148
 12507  USAZYS1   0.000000
 12508  USAZYT1  -0.021739
 12509  USAZYV1   0.090909
 12510  USAZYX1  -0.005764
 12511  USAZZ41  -0.064039
 12512  USAZZ51   0.000000
 12513  USAZZ61   0.000000
 12514  USAZZ71   0.000000
 12515  USAZZ81  -0.002379
 12516  USAZZ91   0.000000
 12517  USAZZA1   0.000000
 12518  USAZZB1   0.000000
 12519  USAZZD1  -0.100000
 12520  USAZZF1   0.115000
 12521  USAZZI1   0.000000
 12522  USAZZJ1  -0.068010
 12523  USAZZL1   0.000000
 12524  USAZZP1   0.000000
 12525  USAZZR1   0.000000
 12526  USAZZX1   0.000000
 12527  USAZZY1  -0.016325
 
 [12450 rows x 2 columns], '20040415':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1   0.011767
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161   0.017442
 95     USA01I1   0.000000
 96     USA01J2   0.000000
 97     USA01L1   0.000000
 98     USA01P1  -0.071429
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1   0.000000
 106    USA02H1   0.000000
 107    USA02P1  -0.044818
 ...        ...        ...
 12494  USAZY41   0.000000
 12495  USAZY51   0.000000
 12496  USAZY61   0.818182
 12497  USAZY71  -0.125000
 12498  USAZYI1  -0.026316
 12499  USAZYJ1   0.000000
 12500  USAZYK1   0.000000
 12501  USAZYM1   0.000000
 12502  USAZYR1   0.014493
 12503  USAZYS1   0.000000
 12504  USAZYT1   0.088889
 12505  USAZYV1   0.000000
 12506  USAZYX1  -0.019324
 12507  USAZZ41   0.052632
 12508  USAZZ51   0.000000
 12509  USAZZ61   0.000000
 12510  USAZZ71   0.000000
 12511  USAZZ81  -0.000341
 12512  USAZZ91   0.000000
 12513  USAZZA1   0.000000
 12514  USAZZB1   0.000000
 12515  USAZZD1  -0.055556
 12516  USAZZF1  -0.013453
 12517  USAZZI1   0.000000
 12518  USAZZJ1   0.030868
 12519  USAZZL1   0.000000
 12520  USAZZP1   0.000000
 12521  USAZZR1   0.000000
 12522  USAZZX1   0.000000
 12523  USAZZY1   0.010863
 
 [12446 rows x 2 columns], '20040416':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1  -0.000447
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161   0.000000
 95     USA01I1   0.000000
 96     USA01J2   0.000000
 97     USA01L1   0.000000
 98     USA01P1  -0.011538
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1   0.000000
 106    USA02H1   0.000000
 107    USA02P1   0.000000
 ...        ...        ...
 12492  USAZY41   0.000000
 12493  USAZY51   0.000000
 12494  USAZY61   0.000000
 12495  USAZY71   0.000000
 12496  USAZYI1   0.054054
 12497  USAZYJ1   0.000000
 12498  USAZYK1   0.000000
 12499  USAZYM1   0.000000
 12500  USAZYR1  -0.085714
 12501  USAZYS1   0.000000
 12502  USAZYT1  -0.081633
 12503  USAZYV1   0.000000
 12504  USAZYX1   0.000000
 12505  USAZZ41   0.025000
 12506  USAZZ51   0.000000
 12507  USAZZ61   0.000000
 12508  USAZZ71   0.142857
 12509  USAZZ81   0.027257
 12510  USAZZ91   0.000000
 12511  USAZZA1   0.000000
 12512  USAZZB1   0.000000
 12513  USAZZD1  -0.058824
 12514  USAZZF1  -0.036364
 12515  USAZZI1   0.000000
 12516  USAZZJ1   0.078929
 12517  USAZZL1   0.022222
 12518  USAZZP1   0.000000
 12519  USAZZR1   0.000000
 12520  USAZZX1   0.000000
 12521  USAZZY1   0.029552
 
 [12444 rows x 2 columns], '20040419':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1  -0.005370
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161  -0.028571
 95     USA01I1   0.000000
 96     USA01J2   0.000000
 97     USA01L1   0.000000
 98     USA01P1   0.000000
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1   0.000000
 106    USA02H1   0.000000
 107    USA02P1   0.000000
 ...        ...        ...
 12494  USAZY41   0.000000
 12495  USAZY51   0.000000
 12496  USAZY61   0.000000
 12497  USAZY71   0.000000
 12498  USAZYI1  -0.076923
 12499  USAZYJ1  -0.450000
 12500  USAZYK1   0.000000
 12501  USAZYM1   0.000000
 12502  USAZYR1  -0.046875
 12503  USAZYS1   0.000000
 12504  USAZYT1   0.000000
 12505  USAZYV1   0.000000
 12506  USAZYX1   0.000000
 12507  USAZZ41   0.073171
 12508  USAZZ51   0.000000
 12509  USAZZ61   0.000000
 12510  USAZZ71   0.000000
 12511  USAZZ81   0.022554
 12512  USAZZ91   0.000000
 12513  USAZZA1   0.071429
 12514  USAZZB1   0.000000
 12515  USAZZD1   0.062500
 12516  USAZZF1  -0.004717
 12517  USAZZI1   0.000000
 12518  USAZZJ1   0.050390
 12519  USAZZL1  -0.021739
 12520  USAZZP1   0.000000
 12521  USAZZR1   0.000000
 12522  USAZZX1  -0.150000
 12523  USAZZY1  -0.021166
 
 [12446 rows x 2 columns], '20040420':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1   0.006074
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161   0.004412
 95     USA01I1   0.000000
 96     USA01J2   0.000000
 97     USA01L1   0.000000
 98     USA01P1  -0.011673
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1   0.000000
 106    USA02H1   0.000000
 107    USA02P1   0.017595
 ...        ...        ...
 12498  USAZY41   0.000000
 12499  USAZY51   0.000000
 12500  USAZY61   0.000000
 12501  USAZY71   0.000000
 12502  USAZYI1   0.000000
 12503  USAZYJ1   0.000000
 12504  USAZYK1   0.000000
 12505  USAZYM1   0.000000
 12506  USAZYR1  -0.016393
 12507  USAZYS1   0.000000
 12508  USAZYT1   0.000000
 12509  USAZYV1   0.000000
 12510  USAZYX1   0.000000
 12511  USAZZ41   0.068182
 12512  USAZZ51   0.000000
 12513  USAZZ61   0.000000
 12514  USAZZ71   0.250000
 12515  USAZZ81  -0.010380
 12516  USAZZ91   0.000000
 12517  USAZZA1   0.000000
 12518  USAZZB1   0.000000
 12519  USAZZD1  -0.058824
 12520  USAZZF1   0.000000
 12521  USAZZI1   0.000000
 12522  USAZZJ1  -0.012054
 12523  USAZZL1   0.000000
 12524  USAZZP1   0.272727
 12525  USAZZR1   0.000000
 12526  USAZZX1  -0.058824
 12527  USAZZY1  -0.051540
 
 [12450 rows x 2 columns], '20040421':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1  -0.008497
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161  -0.004392
 95     USA01I1   0.000000
 96     USA01J2   0.000000
 97     USA01L1   0.000000
 98     USA01P1   0.000000
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1   0.047619
 106    USA02H1   0.000000
 107    USA02P1   0.000000
 ...        ...        ...
 12502  USAZY41   0.000000
 12503  USAZY51   0.000000
 12504  USAZY61   0.000000
 12505  USAZY71   0.285714
 12506  USAZYI1  -0.027778
 12507  USAZYJ1   0.090909
 12508  USAZYK1   0.000000
 12509  USAZYM1   0.000000
 12510  USAZYR1  -0.016667
 12511  USAZYS1   0.000000
 12512  USAZYT1   0.000000
 12513  USAZYV1  -0.208333
 12514  USAZYX1   0.000000
 12515  USAZZ41  -0.148936
 12516  USAZZ51  -0.500000
 12517  USAZZ61   0.000000
 12518  USAZZ71   0.000000
 12519  USAZZ81  -0.010488
 12520  USAZZ91   0.000000
 12521  USAZZA1   0.000000
 12522  USAZZB1   0.000000
 12523  USAZZD1  -0.125000
 12524  USAZZF1  -0.052133
 12525  USAZZI1   0.000000
 12526  USAZZJ1  -0.250062
 12527  USAZZL1   0.073333
 12528  USAZZP1   0.000000
 12529  USAZZR1   0.000000
 12530  USAZZX1   0.125000
 12531  USAZZY1   0.048407
 
 [12454 rows x 2 columns], '20040422':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1   0.018268
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161   0.029412
 95     USA01I1   0.000000
 96     USA01J2   0.130490
 97     USA01L1   0.000000
 98     USA01P1   0.031496
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.068182
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1  -0.040455
 106    USA02H1   0.000000
 107    USA02P1   0.023055
 ...        ...        ...
 12503  USAZY41   0.000000
 12504  USAZY51   0.000000
 12505  USAZY61  -0.450000
 12506  USAZY71  -0.222222
 12507  USAZYI1   0.000000
 12508  USAZYJ1   0.000000
 12509  USAZYK1   0.000000
 12510  USAZYM1   0.000000
 12511  USAZYR1   0.118644
 12512  USAZYS1   0.000000
 12513  USAZYT1   0.000000
 12514  USAZYV1   0.000000
 12515  USAZYX1   0.004926
 12516  USAZZ41  -0.075000
 12517  USAZZ51   0.000000
 12518  USAZZ61   0.000000
 12519  USAZZ71   0.000000
 12520  USAZZ81   0.013581
 12521  USAZZ91   0.000000
 12522  USAZZA1   0.000000
 12523  USAZZB1   0.000000
 12524  USAZZD1   0.500000
 12525  USAZZF1  -0.025000
 12526  USAZZI1   0.000000
 12527  USAZZJ1  -0.006265
 12528  USAZZL1   0.000000
 12529  USAZZP1  -0.035714
 12530  USAZZR1   0.000000
 12531  USAZZX1   0.055556
 12532  USAZZY1   0.021746
 
 [12455 rows x 2 columns], '20040423':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1  -0.004208
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161   0.014286
 95     USA01I1   0.000000
 96     USA01J2   0.000000
 97     USA01L1   0.000000
 98     USA01P1   0.000000
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1   0.061109
 106    USA02H1   0.000000
 107    USA02P1   0.000000
 ...        ...        ...
 12503  USAZY41   0.000000
 12504  USAZY51  -0.083333
 12505  USAZY61   0.000000
 12506  USAZY71  -0.285714
 12507  USAZYI1   0.000000
 12508  USAZYJ1   0.000000
 12509  USAZYK1   0.000000
 12510  USAZYM1   0.000000
 12511  USAZYR1   0.015152
 12512  USAZYS1   0.000000
 12513  USAZYT1   0.044444
 12514  USAZYV1   0.000000
 12515  USAZYX1   0.019608
 12516  USAZZ41   0.000000
 12517  USAZZ51   0.000000
 12518  USAZZ61   0.000000
 12519  USAZZ71   0.000000
 12520  USAZZ81  -0.014052
 12521  USAZZ91   0.000000
 12522  USAZZA1   0.000000
 12523  USAZZB1   0.000000
 12524  USAZZD1  -0.047619
 12525  USAZZF1  -0.025641
 12526  USAZZI1   0.000000
 12527  USAZZJ1   0.050625
 12528  USAZZL1  -0.006211
 12529  USAZZP1  -0.166667
 12530  USAZZR1   0.000000
 12531  USAZZX1   0.000000
 12532  USAZZY1  -0.030321
 
 [12455 rows x 2 columns], '20040426':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1  -0.001112
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161   0.005634
 95     USA01I1   0.000000
 96     USA01J2   0.000000
 97     USA01L1   0.000000
 98     USA01P1   0.000000
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1   0.000000
 106    USA02H1   0.000000
 107    USA02P1   0.000000
 ...        ...        ...
 12503  USAZY41   0.000000
 12504  USAZY51   0.000000
 12505  USAZY61   0.000000
 12506  USAZY71   0.000000
 12507  USAZYI1   0.000000
 12508  USAZYJ1   0.000000
 12509  USAZYK1   0.000000
 12510  USAZYM1   0.000000
 12511  USAZYR1  -0.074627
 12512  USAZYS1   0.000000
 12513  USAZYT1  -0.063830
 12514  USAZYV1   0.105263
 12515  USAZYX1  -0.012500
 12516  USAZZ41  -0.027027
 12517  USAZZ51   0.000000
 12518  USAZZ61   0.000000
 12519  USAZZ71   0.000000
 12520  USAZZ81   0.013921
 12521  USAZZ91   0.000000
 12522  USAZZA1   0.000000
 12523  USAZZB1   0.000000
 12524  USAZZD1  -0.150000
 12525  USAZZF1   0.000000
 12526  USAZZI1   0.000000
 12527  USAZZJ1  -0.008972
 12528  USAZZL1   0.000000
 12529  USAZZP1  -0.111111
 12530  USAZZR1   0.000000
 12531  USAZZX1   0.000000
 12532  USAZZY1  -0.039387
 
 [12455 rows x 2 columns], '20040427':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1   0.006457
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161   0.015406
 95     USA01I1   0.000000
 96     USA01J2   0.000000
 97     USA01L1   0.000000
 98     USA01P1   0.000000
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1  -0.030804
 106    USA02H1   0.000000
 107    USA02P1   0.000000
 ...        ...        ...
 12504  USAZY41   0.000000
 12505  USAZY51   0.000000
 12506  USAZY61   0.000000
 12507  USAZY71   0.000000
 12508  USAZYI1   0.000000
 12509  USAZYJ1   0.000000
 12510  USAZYK1   0.000000
 12511  USAZYM1  -0.214286
 12512  USAZYR1   0.000000
 12513  USAZYS1   0.000000
 12514  USAZYT1   0.045455
 12515  USAZYV1   0.000000
 12516  USAZYX1  -0.001947
 12517  USAZZ41   0.000000
 12518  USAZZ51   0.000000
 12519  USAZZ61   0.444444
 12520  USAZZ71   0.000000
 12521  USAZZ81   0.011115
 12522  USAZZ91   0.000000
 12523  USAZZA1   0.000000
 12524  USAZZB1   0.000000
 12525  USAZZD1  -0.058824
 12526  USAZZF1   0.052632
 12527  USAZZI1   0.000000
 12528  USAZZJ1  -0.012270
 12529  USAZZL1   0.006250
 12530  USAZZP1  -0.150000
 12531  USAZZR1   0.000000
 12532  USAZZX1   0.000000
 12533  USAZZY1   0.015962
 
 [12456 rows x 2 columns], '20040428':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1  -0.015708
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161   0.023448
 95     USA01I1   0.000000
 96     USA01J2   0.000000
 97     USA01L1   0.000000
 98     USA01P1   0.000000
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1  -0.000460
 106    USA02H1   0.004147
 107    USA02P1   0.000000
 ...        ...        ...
 12503  USAZY41   0.000000
 12504  USAZY51   0.090909
 12505  USAZY61   0.000000
 12506  USAZY71   0.000000
 12507  USAZYI1  -0.057143
 12508  USAZYJ1   0.000000
 12509  USAZYK1   0.000000
 12510  USAZYM1   0.000000
 12511  USAZYR1   0.080645
 12512  USAZYS1   0.000000
 12513  USAZYT1  -0.043478
 12514  USAZYV1  -0.047619
 12515  USAZYX1  -0.005854
 12516  USAZZ41  -0.055556
 12517  USAZZ51   0.000000
 12518  USAZZ61  -0.307692
 12519  USAZZ71  -0.300000
 12520  USAZZ81  -0.028451
 12521  USAZZ91   0.000000
 12522  USAZZA1   0.000000
 12523  USAZZB1   0.000000
 12524  USAZZD1  -0.062500
 12525  USAZZF1   0.000000
 12526  USAZZI1   0.000000
 12527  USAZZJ1  -0.046111
 12528  USAZZL1   0.000000
 12529  USAZZP1   0.058824
 12530  USAZZR1   0.000000
 12531  USAZZX1  -0.210526
 12532  USAZZY1   0.005853
 
 [12455 rows x 2 columns], '20040429':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.099915
 81     USA0062   0.046653
 82     USA00E2   0.004550
 83     USA00F1   0.020631
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1  -0.058889
 87     USA00J1   0.000000
 88     USA00K1  -0.159184
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1   0.032367
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161  -0.013477
 95     USA01I1   0.078186
 96     USA01J2   0.000000
 97     USA01L1   0.040193
 98     USA01P1  -0.026718
 99     USA01Q1   0.037300
 100    USA0202   0.000000
 101    USA0231   0.054124
 102    USA0281  -0.029014
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1  -0.013365
 106    USA02H1  -0.089298
 107    USA02P1  -0.011268
 ...        ...        ...
 12502  USAZY41   0.000000
 12503  USAZY51   0.000000
 12504  USAZY61   0.000000
 12505  USAZY71   0.000000
 12506  USAZYI1  -0.060606
 12507  USAZYJ1   0.250000
 12508  USAZYK1   0.000000
 12509  USAZYM1   0.000000
 12510  USAZYR1   0.000000
 12511  USAZYS1   0.000000
 12512  USAZYT1  -0.068182
 12513  USAZYV1  -0.100000
 12514  USAZYX1   0.030422
 12515  USAZZ41   0.088235
 12516  USAZZ51   0.000000
 12517  USAZZ61   0.000000
 12518  USAZZ71   0.071429
 12519  USAZZ81   0.000998
 12520  USAZZ91   0.000000
 12521  USAZZA1   0.000000
 12522  USAZZB1   0.000000
 12523  USAZZD1  -0.066667
 12524  USAZZF1  -0.090000
 12525  USAZZI1   0.000000
 12526  USAZZJ1  -0.065745
 12527  USAZZL1  -0.089027
 12528  USAZZP1  -0.055556
 12529  USAZZR1   0.000000
 12530  USAZZX1   0.266667
 12531  USAZZY1  -0.015008
 
 [12454 rows x 2 columns], '20040430':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.020397
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1   0.080775
 92     USA00V1   0.000000
 93     USA0131  -0.039521
 94     USA0161  -0.033880
 95     USA01I1   0.000000
 96     USA01J2  -0.098664
 97     USA01L1   0.000000
 98     USA01P1   0.000000
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281  -0.035857
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1   0.000000
 106    USA02H1   0.000000
 107    USA02P1   0.000000
 ...        ...        ...
 12509  USAZY41   0.000000
 12510  USAZY51   0.000000
 12511  USAZY61   0.636364
 12512  USAZY71   0.000000
 12513  USAZYI1   0.000000
 12514  USAZYJ1   0.000000
 12515  USAZYK1  -0.500000
 12516  USAZYM1  -0.181818
 12517  USAZYR1  -0.074627
 12518  USAZYS1   0.000000
 12519  USAZYT1  -0.097561
 12520  USAZYV1   0.000000
 12521  USAZYX1  -0.014286
 12522  USAZZ41  -0.027027
 12523  USAZZ51   2.000000
 12524  USAZZ61   0.000000
 12525  USAZZ71   0.000000
 12526  USAZZ81   0.022274
 12527  USAZZ91  -0.998824
 12528  USAZZA1   0.066667
 12529  USAZZB1   0.000000
 12530  USAZZD1   0.071429
 12531  USAZZF1  -0.010989
 12532  USAZZI1   0.002475
 12533  USAZZJ1   0.029412
 12534  USAZZL1   0.011364
 12535  USAZZP1   0.058824
 12536  USAZZR1   3.066666
 12537  USAZZX1  -0.052632
 12538  USAZZY1   0.005286
 
 [12461 rows x 2 columns], '20040503':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1  -0.017836
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1  -0.022361
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161   0.000000
 95     USA01I1   0.000000
 96     USA01J2   0.000000
 97     USA01L1   0.000000
 98     USA01P1   0.000000
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1   0.000000
 106    USA02H1   0.000000
 107    USA02P1   0.000000
 ...        ...        ...
 12489  USAZY41   0.000000
 12490  USAZY51  -0.075000
 12491  USAZY61   0.000000
 12492  USAZY71   0.400000
 12493  USAZYI1  -0.290323
 12494  USAZYJ1   0.000000
 12495  USAZYK1   0.000000
 12496  USAZYM1   0.000000
 12497  USAZYR1   0.161290
 12498  USAZYS1   0.000000
 12499  USAZYT1  -0.081081
 12500  USAZYV1  -0.222222
 12501  USAZYX1   0.000000
 12502  USAZZ41  -0.055556
 12503  USAZZ51   0.000000
 12504  USAZZ61   0.000000
 12505  USAZZ71   0.000000
 12506  USAZZ81  -0.009756
 12507  USAZZ91   0.000000
 12508  USAZZA1   0.000000
 12509  USAZZB1   0.000000
 12510  USAZZD1   0.200000
 12511  USAZZF1   0.000000
 12512  USAZZI1   0.000000
 12513  USAZZJ1  -0.041543
 12514  USAZZL1   0.056180
 12515  USAZZP1   0.000000
 12516  USAZZR1   0.000000
 12517  USAZZX1   0.111111
 12518  USAZZY1   0.032168
 
 [12441 rows x 2 columns], '20040504':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1  -0.002421
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1   0.005976
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161  -0.000283
 95     USA01I1   0.000000
 96     USA01J2   0.027366
 97     USA01L1   0.000000
 98     USA01P1   0.000000
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1   0.004671
 106    USA02H1   0.000000
 107    USA02P1  -0.019943
 ...        ...        ...
 12489  USAZY41   0.000000
 12490  USAZY51   0.000000
 12491  USAZY61   0.000000
 12492  USAZY71  -0.285714
 12493  USAZYI1   0.000000
 12494  USAZYJ1  -0.266667
 12495  USAZYK1   0.000000
 12496  USAZYM1   0.000000
 12497  USAZYR1   0.000000
 12498  USAZYS1   0.000000
 12499  USAZYT1   0.000000
 12500  USAZYV1   0.142857
 12501  USAZYX1   0.006763
 12502  USAZZ41   0.029412
 12503  USAZZ51   0.000000
 12504  USAZZ61   0.000000
 12505  USAZZ71   0.000000
 12506  USAZZ81   0.018062
 12507  USAZZ91   0.000000
 12508  USAZZA1   0.000000
 12509  USAZZB1   0.000000
 12510  USAZZD1  -0.222222
 12511  USAZZF1   0.100000
 12512  USAZZI1   0.000000
 12513  USAZZJ1   0.066752
 12514  USAZZL1   0.000000
 12515  USAZZP1   0.000000
 12516  USAZZR1   0.000000
 12517  USAZZX1  -0.200000
 12518  USAZZY1   0.074272
 
 [12441 rows x 2 columns], '20040505':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1   0.006964
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161  -0.005658
 95     USA01I1   0.000000
 96     USA01J2   0.000000
 97     USA01L1   0.000000
 98     USA01P1   0.000000
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1   0.000000
 106    USA02H1   0.000000
 107    USA02P1   0.000000
 ...        ...        ...
 12489  USAZY41   0.000000
 12490  USAZY51   0.000000
 12491  USAZY61   0.000000
 12492  USAZY71   0.000000
 12493  USAZYI1   0.045455
 12494  USAZYJ1   0.000000
 12495  USAZYK1   0.000000
 12496  USAZYM1   0.000000
 12497  USAZYR1   0.069444
 12498  USAZYS1   0.000000
 12499  USAZYT1   0.088235
 12500  USAZYV1   0.250000
 12501  USAZYX1   0.009597
 12502  USAZZ41  -0.028571
 12503  USAZZ51  -0.666667
 12504  USAZZ61   0.000000
 12505  USAZZ71   0.000000
 12506  USAZZ81  -0.016774
 12507  USAZZ91   0.000000
 12508  USAZZA1   0.000000
 12509  USAZZB1   0.000000
 12510  USAZZD1   0.142857
 12511  USAZZF1  -0.015152
 12512  USAZZI1   0.000000
 12513  USAZZJ1  -0.010115
 12514  USAZZL1   0.000000
 12515  USAZZP1   0.000000
 12516  USAZZR1   0.000000
 12517  USAZZX1  -0.062500
 12518  USAZZY1  -0.020626
 
 [12441 rows x 2 columns], '20040506':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.002622
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1  -0.002238
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161   0.025605
 95     USA01I1   0.000000
 96     USA01J2   0.000000
 97     USA01L1   0.000000
 98     USA01P1   0.000000
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1  -0.023709
 106    USA02H1   0.000000
 107    USA02P1   0.000000
 ...        ...        ...
 12492  USAZY41   0.000000
 12493  USAZY51   0.000000
 12494  USAZY61   0.000000
 12495  USAZY71  -0.400000
 12496  USAZYI1   0.086957
 12497  USAZYJ1   0.000000
 12498  USAZYK1   0.000000
 12499  USAZYM1   0.000000
 12500  USAZYR1   0.064935
 12501  USAZYS1   0.000000
 12502  USAZYT1  -0.027027
 12503  USAZYV1   0.000000
 12504  USAZYX1  -0.001901
 12505  USAZZ41  -0.117647
 12506  USAZZ51   0.000000
 12507  USAZZ61   0.000000
 12508  USAZZ71   0.133333
 12509  USAZZ81  -0.001640
 12510  USAZZ91   0.000000
 12511  USAZZA1   0.000000
 12512  USAZZB1   0.000000
 12513  USAZZD1  -0.062500
 12514  USAZZF1  -0.102564
 12515  USAZZI1   0.000000
 12516  USAZZJ1  -0.055940
 12517  USAZZL1  -0.063830
 12518  USAZZP1  -0.444444
 12519  USAZZR1   0.000000
 12520  USAZZX1   0.000000
 12521  USAZZY1   0.002340
 
 [12444 rows x 2 columns], '20040507':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1  -0.002243
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161   0.004161
 95     USA01I1   0.000000
 96     USA01J2   0.000000
 97     USA01L1   0.000000
 98     USA01P1   0.000000
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1   0.000000
 106    USA02H1   0.000000
 107    USA02P1   0.000000
 ...        ...        ...
 12493  USAZY41   0.000000
 12494  USAZY51   0.000000
 12495  USAZY61   0.000000
 12496  USAZY71   0.000000
 12497  USAZYI1  -0.080000
 12498  USAZYJ1   0.000000
 12499  USAZYK1   0.000000
 12500  USAZYM1   0.000000
 12501  USAZYR1   0.048780
 12502  USAZYS1   0.000000
 12503  USAZYT1   0.013889
 12504  USAZYV1  -0.200000
 12505  USAZYX1   0.000000
 12506  USAZZ41   0.013333
 12507  USAZZ51   0.000000
 12508  USAZZ61   0.000000
 12509  USAZZ71   0.176471
 12510  USAZZ81   0.013566
 12511  USAZZ91   0.000000
 12512  USAZZA1   0.000000
 12513  USAZZB1   0.000000
 12514  USAZZD1  -0.066667
 12515  USAZZF1   0.000000
 12516  USAZZI1   0.000000
 12517  USAZZJ1  -0.055586
 12518  USAZZL1   0.068182
 12519  USAZZP1   0.800000
 12520  USAZZR1   0.000000
 12521  USAZZX1   0.000000
 12522  USAZZY1  -0.007782
 
 [12445 rows x 2 columns], '20040510':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1  -0.016551
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161  -0.012431
 95     USA01I1   0.000000
 96     USA01J2   0.000000
 97     USA01L1   0.000000
 98     USA01P1  -0.027451
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.012397
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1  -0.016667
 106    USA02H1   0.000000
 107    USA02P1   0.000000
 ...        ...        ...
 12494  USAZY41   0.000000
 12495  USAZY51   0.000000
 12496  USAZY61   0.000000
 12497  USAZY71   0.000000
 12498  USAZYI1   0.086957
 12499  USAZYJ1   0.000000
 12500  USAZYK1   0.000000
 12501  USAZYM1  -0.111111
 12502  USAZYR1  -0.110465
 12503  USAZYS1   0.000000
 12504  USAZYT1  -0.068493
 12505  USAZYV1  -0.062500
 12506  USAZYX1  -0.017143
 12507  USAZZ41   0.085526
 12508  USAZZ51   0.000000
 12509  USAZZ61   0.000000
 12510  USAZZ71   0.000000
 12511  USAZZ81  -0.015060
 12512  USAZZ91   0.000000
 12513  USAZZA1   0.000000
 12514  USAZZB1   0.000000
 12515  USAZZD1   0.000000
 12516  USAZZF1   0.000000
 12517  USAZZI1   0.000000
 12518  USAZZJ1  -0.017871
 12519  USAZZL1  -0.042553
 12520  USAZZP1   0.000000
 12521  USAZZR1   0.000000
 12522  USAZZX1   0.000000
 12523  USAZZY1  -0.017647
 
 [12446 rows x 2 columns], '20040511':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.003752
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1   0.006233
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161   0.000000
 95     USA01I1   0.000000
 96     USA01J2   0.000000
 97     USA01L1   0.000000
 98     USA01P1   0.000000
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1   0.016950
 106    USA02H1   0.000000
 107    USA02P1   0.000000
 ...        ...        ...
 12497  USAZY41   0.000000
 12498  USAZY51   0.000000
 12499  USAZY61   0.000000
 12500  USAZY71   0.333333
 12501  USAZYI1   0.120000
 12502  USAZYJ1   0.000000
 12503  USAZYK1   0.000000
 12504  USAZYM1  -0.250000
 12505  USAZYR1  -0.058824
 12506  USAZYS1   0.000000
 12507  USAZYT1  -0.117647
 12508  USAZYV1  -0.200000
 12509  USAZYX1   0.000000
 12510  USAZZ41   0.030303
 12511  USAZZ51   0.000000
 12512  USAZZ61  -0.111111
 12513  USAZZ71   0.000000
 12514  USAZZ81  -0.018688
 12515  USAZZ91   0.000000
 12516  USAZZA1   0.000000
 12517  USAZZB1   0.000000
 12518  USAZZD1  -0.142857
 12519  USAZZF1   0.000000
 12520  USAZZI1   0.000000
 12521  USAZZJ1  -0.080696
 12522  USAZZL1   0.022222
 12523  USAZZP1   0.000000
 12524  USAZZR1   0.000000
 12525  USAZZX1  -0.266667
 12526  USAZZY1   0.023154
 
 [12449 rows x 2 columns], '20040512':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1   0.008053
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161   0.000000
 95     USA01I1   0.000000
 96     USA01J2   0.000000
 97     USA01L1   0.000000
 98     USA01P1   0.000000
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1  -0.017620
 106    USA02H1   0.000000
 107    USA02P1   0.000000
 ...        ...        ...
 12497  USAZY41   0.000000
 12498  USAZY51   0.000000
 12499  USAZY61   0.000000
 12500  USAZY71  -0.250000
 12501  USAZYI1   0.142857
 12502  USAZYJ1   0.000000
 12503  USAZYK1   0.000000
 12504  USAZYM1   0.000000
 12505  USAZYR1  -0.041667
 12506  USAZYS1   0.000000
 12507  USAZYT1  -0.133333
 12508  USAZYV1   0.000000
 12509  USAZYX1   0.000000
 12510  USAZZ41  -0.058824
 12511  USAZZ51   0.000000
 12512  USAZZ61   0.000000
 12513  USAZZ71   0.000000
 12514  USAZZ81  -0.019044
 12515  USAZZ91   0.000000
 12516  USAZZA1   0.000000
 12517  USAZZB1   0.000000
 12518  USAZZD1  -0.083333
 12519  USAZZF1  -0.028571
 12520  USAZZI1   0.000000
 12521  USAZZJ1   0.004948
 12522  USAZZL1  -0.028261
 12523  USAZZP1   0.000000
 12524  USAZZR1   0.000000
 12525  USAZZX1   0.272727
 12526  USAZZY1   0.014436
 
 [12449 rows x 2 columns], '20040513':         Barrid  DlyReturn
 78     USA0001   0.001302
 79     USA0011   0.000000
 80     USA0031  -0.076087
 81     USA0062  -0.062016
 82     USA00E2   0.001812
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1  -0.008929
 86     USA00I1   0.000000
 87     USA00J1  -0.001340
 88     USA00K1   0.063107
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1  -0.001006
 92     USA00V1   0.000000
 93     USA0131   0.052369
 94     USA0161   0.004476
 95     USA01I1   0.000000
 96     USA01J2   0.000000
 97     USA01L1   0.029366
 98     USA01P1   0.008065
 99     USA01Q1  -0.011986
 100    USA0202   0.000000
 101    USA0231   0.014670
 102    USA0281  -0.008163
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1   0.020359
 106    USA02H1   0.020210
 107    USA02P1   0.017442
 ...        ...        ...
 12498  USAZY41   0.000000
 12499  USAZY51   0.000000
 12500  USAZY61   0.000000
 12501  USAZY71   0.666667
 12502  USAZYI1  -0.062500
 12503  USAZYJ1   0.000000
 12504  USAZYK1   1.000000
 12505  USAZYM1   0.000000
 12506  USAZYR1   0.101449
 12507  USAZYS1   0.000000
 12508  USAZYT1   0.346154
 12509  USAZYV1   0.000000
 12510  USAZYX1  -0.009690
 12511  USAZZ41  -0.018750
 12512  USAZZ51   0.000000
 12513  USAZZ61   0.000000
 12514  USAZZ71   0.000000
 12515  USAZZ81   0.017296
 12516  USAZZ91   0.000000
 12517  USAZZA1   0.000000
 12518  USAZZB1   0.000000
 12519  USAZZD1  -0.090909
 12520  USAZZF1   0.058824
 12521  USAZZI1   0.000000
 12522  USAZZJ1   0.033826
 12523  USAZZL1   0.062640
 12524  USAZZP1   0.000000
 12525  USAZZR1   0.000000
 12526  USAZZX1   0.000000
 12527  USAZZY1   0.007692
 
 [12450 rows x 2 columns], '20040514':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1   0.011506
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161   0.008076
 95     USA01I1   0.000000
 96     USA01J2   0.000000
 97     USA01L1   0.000000
 98     USA01P1   0.000000
 99     USA01Q1   0.000000
 100    USA0202   0.148668
 101    USA0231  -0.036145
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1  -0.009501
 106    USA02H1   0.000000
 107    USA02P1   0.014286
 ...        ...        ...
 12491  USAZY41   0.000000
 12492  USAZY51   0.009009
 12493  USAZY61   0.000000
 12494  USAZY71   0.000000
 12495  USAZYI1   0.066667
 12496  USAZYJ1   0.000000
 12497  USAZYK1   0.000000
 12498  USAZYM1   0.166667
 12499  USAZYR1  -0.006579
 12500  USAZYS1   0.000000
 12501  USAZYT1   0.114286
 12502  USAZYV1   0.000000
 12503  USAZYX1   0.037182
 12504  USAZZ41   0.000000
 12505  USAZZ51   0.000000
 12506  USAZZ61   0.000000
 12507  USAZZ71   0.000000
 12508  USAZZ81   0.003470
 12509  USAZZ91   0.000000
 12510  USAZZA1   0.000000
 12511  USAZZB1   0.000000
 12512  USAZZD1   0.000000
 12513  USAZZF1   0.000000
 12514  USAZZI1   0.000000
 12515  USAZZJ1  -0.229447
 12516  USAZZL1   0.010526
 12517  USAZZP1   0.111111
 12518  USAZZR1   0.000000
 12519  USAZZX1   0.000000
 12520  USAZZY1   0.022901
 
 [12443 rows x 2 columns], '20040517':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1  -0.008531
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161   0.000000
 95     USA01I1   0.000000
 96     USA01J2   0.000000
 97     USA01L1   0.000000
 98     USA01P1   0.000000
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1   0.000000
 106    USA02H1   0.000000
 107    USA02P1   0.000000
 ...        ...        ...
 12488  USAZY41   0.000000
 12489  USAZY51   0.000000
 12490  USAZY61   0.000000
 12491  USAZY71   0.000000
 12492  USAZYI1   0.031250
 12493  USAZYJ1   0.000000
 12494  USAZYK1   0.000000
 12495  USAZYM1   0.214286
 12496  USAZYR1  -0.006623
 12497  USAZYS1   0.000000
 12498  USAZYT1  -0.025641
 12499  USAZYV1   0.000000
 12500  USAZYX1   0.024528
 12501  USAZZ41   0.050955
 12502  USAZZ51   0.000000
 12503  USAZZ61   0.125000
 12504  USAZZ71  -0.250000
 12505  USAZZ81   0.002766
 12506  USAZZ91   0.000000
 12507  USAZZA1   0.000000
 12508  USAZZB1   0.000000
 12509  USAZZD1  -0.100000
 12510  USAZZF1  -0.111111
 12511  USAZZI1   0.000000
 12512  USAZZJ1  -0.036012
 12513  USAZZL1  -0.036458
 12514  USAZZP1  -0.100000
 12515  USAZZR1   0.000000
 12516  USAZZX1   0.000000
 12517  USAZZY1  -0.028358
 
 [12440 rows x 2 columns], '20040518':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1  -0.011268
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161  -0.027624
 95     USA01I1   0.000000
 96     USA01J2   0.000000
 97     USA01L1   0.000000
 98     USA01P1   0.000000
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1  -0.015827
 106    USA02H1   0.000000
 107    USA02P1   0.000000
 ...        ...        ...
 12488  USAZY41   0.000000
 12489  USAZY51   0.000000
 12490  USAZY61   0.000000
 12491  USAZY71  -0.200000
 12492  USAZYI1   0.030303
 12493  USAZYJ1   0.000000
 12494  USAZYK1   0.000000
 12495  USAZYM1   0.000000
 12496  USAZYR1  -0.106667
 12497  USAZYS1   0.000000
 12498  USAZYT1  -0.157895
 12499  USAZYV1   0.333333
 12500  USAZYX1   0.026703
 12501  USAZZ41  -0.030303
 12502  USAZZ51   0.000000
 12503  USAZZ61  -0.111111
 12504  USAZZ71   0.000000
 12505  USAZZ81  -0.013793
 12506  USAZZ91   0.000000
 12507  USAZZA1  -0.125000
 12508  USAZZB1   0.000000
 12509  USAZZD1   0.000000
 12510  USAZZF1   0.031250
 12511  USAZZI1  -0.061728
 12512  USAZZJ1   0.032897
 12513  USAZZL1   0.037838
 12514  USAZZP1  -0.166667
 12515  USAZZR1   0.000000
 12516  USAZZX1   0.142857
 12517  USAZZY1   0.029954
 
 [12440 rows x 2 columns], '20040519':         Barrid  DlyReturn
 78     USA0001   0.000000
 79     USA0011   0.000000
 80     USA0031   0.000000
 81     USA0062   0.000000
 82     USA00E2   0.000000
 83     USA00F1   0.000000
 84     USA00G2   0.000000
 85     USA00H1   0.000000
 86     USA00I1   0.000000
 87     USA00J1   0.000000
 88     USA00K1   0.000000
 89     USA00P1   0.000000
 90     USA00R1   0.000000
 91     USA00S1   0.001658
 92     USA00V1   0.000000
 93     USA0131   0.000000
 94     USA0161   0.005682
 95     USA01I1   0.000000
 96     USA01J2   0.000000
 97     USA01L1   0.000000
 98     USA01P1  -0.004000
 99     USA01Q1   0.000000
 100    USA0202   0.000000
 101    USA0231   0.000000
 102    USA0281   0.000000
 103    USA0291   0.000000
 104    USA02A1   0.000000
 105    USA02B1   0.000000
 106    USA02H1   0.000000
 107    USA02P1   0.000000
 ...        ...        ...
 12486  USAZY41   0.000000
 12487  USAZY51   0.071429
 12488  USAZY61   0.000000
 12489  USAZY71   0.500000
 12490  USAZYI1   0.000000
 12491  USAZYJ1   0.000000
 12492  USAZYK1   0.000000
 12493  USAZYM1   0.000000
 12494  USAZYR1   0.089552
 12495  USAZYS1   0.000000
 12496  USAZYT1  -0.281250
 12497  USAZYV1   0.500000
 12498  USAZYX1   0.026906
 12499  USAZZ41   0.000000
 12500  USAZZ51   0.000000
 12501  USAZZ61   0.000000
 12502  USAZZ71   0.400000
 12503  USAZZ81   0.018182
 12504  USAZZ91   0.000000
 12505  USAZZA1   0.000000
 12506  USAZZB1   0.000000
 12507  USAZZD1   0.333333
 12508  USAZZF1  -0.030303
 12509  USAZZI1   0.000000
 12510  USAZZJ1   0.000810
 12511  USAZZL1  -0.062500
 12512  USAZZP1   0.000000
 12513  USAZZR1   0.000000
 12514  USAZZX1  -0.312500
 12515  USAZZY1  -0.008203
 
 [12438 rows x 2 columns], '20040520':         Barrid  DlyReturn
 77     USA0001   0.000000
 78     USA0011   0.000000
 79     USA0031   0.000000
 80     USA0062   0.000000
 81     USA00E2   0.000000
 82     USA00F1   0.010922
 83     USA00G2   0.000000
 84     USA00H1   0.000000
 85     USA00I1   0.000000
 86     USA00J1   0.000000
 87     USA00K1   0.000000
 88     USA00P1   0.000000
 89     USA00R1   0.000000
 90     USA00S1   0.039098
 91     USA00V1   0.000000
 92     USA0131   0.007568
 93     USA0161   0.000000
 94     USA01I1   0.000000
 95     USA01J2   0.000000
 96     USA01L1  -0.007100
 97     USA01P1   0.000000
 98     USA01Q1   0.019064
 99     USA0202   0.000000
 100    USA0231   0.000000
 101    USA0281   0.024691
 102    USA0291   0.000000
 103    USA02A1   0.000000
 104    USA02B1   0.000000
 105    USA02H1   0.000000
 106    USA02P1   0.000000
 ...        ...        ...
 12486  USAZY41   0.000000
 12487  USAZY51   0.000000
 12488  USAZY61   0.000000
 12489  USAZY71  -0.500000
 12490  USAZYI1  -0.029412
 12491  USAZYJ1   0.000000
 12492  USAZYK1   0.000000
 12493  USAZYM1   0.000000
 12494  USAZYR1  -0.041096
 12495  USAZYS1   0.000000
 12496  USAZYT1   0.478261
 12497  USAZYV1  -0.375000
 12498  USAZYX1  -0.020961
 12499  USAZZ41  -0.031250
 12500  USAZZ51   0.000000
 12501  USAZZ61   0.000000
 12502  USAZZ71   0.190476
 12503  USAZZ81  -0.004121
 12504  USAZZ91   0.000000
 12505  USAZZA1   0.000000
 12506  USAZZB1   0.000000
 12507  USAZZD1  -0.166667
 12508  USAZZF1   0.000000
 12509  USAZZI1   0.000000
 12510  USAZZJ1  -0.009439
 12511  USAZZL1  -0.033333
 12512  USAZZP1   0.000000
 12513  USAZZR1   0.000000
 12514  USAZZX1   0.272727
 12515  USAZZY1   0.006767
 
 [12439 rows x 2 columns], '20040521':         Barrid  DlyReturn
 77     USA0001   0.000000
 78     USA0011   0.000000
 79     USA0031   0.000000
 80     USA0062   0.000000
 81     USA00E2   0.000000
 82     USA00F1   0.000000
 83     USA00G2   0.000000
 84     USA00H1   0.000000
 85     USA00I1   0.000000
 86     USA00J1   0.000000
 87     USA00K1   0.000000
 88     USA00P1   0.000000
 89     USA00R1   0.000000
 90     USA00S1   0.010153
 91     USA00V1   0.000000
 92     USA0131   0.000000
 93     USA0161  -0.006280
 94     USA01I1   0.000000
 95     USA01J2   0.000000
 96     USA01L1   0.000000
 97     USA01P1   0.000000
 98     USA01Q1   0.000000
 99     USA0202   0.000000
 100    USA0231   0.000000
 101    USA0281   0.000000
 102    USA0291   0.000000
 103    USA02A1   0.000000
 104    USA02B1   0.000000
 105    USA02H1   0.000000
 106    USA02P1   0.000000
 ...        ...        ...
 12486  USAZY41   0.000000
 12487  USAZY51   0.000000
 12488  USAZY61  -0.388889
 12489  USAZY71   0.000000
 12490  USAZYI1   0.000000
 12491  USAZYJ1   0.000000
 12492  USAZYK1   0.000000
 12493  USAZYM1   0.176471
 12494  USAZYR1   0.000000
 12495  USAZYS1   0.000000
 12496  USAZYT1  -0.117647
 12497  USAZYV1   0.000000
 12498  USAZYX1   0.008029
 12499  USAZZ41   0.000000
 12500  USAZZ51   0.000000
 12501  USAZZ61   0.000000
 12502  USAZZ71   0.000000
 12503  USAZZ81   0.007586
 12504  USAZZ91   0.000000
 12505  USAZZA1   0.000000
 12506  USAZZB1   0.000000
 12507  USAZZD1   0.200000
 12508  USAZZF1   0.000000
 12509  USAZZI1   0.000000
 12510  USAZZJ1   0.032399
 12511  USAZZL1   0.000000
 12512  USAZZP1   0.000000
 12513  USAZZR1   0.000000
 12514  USAZZX1   0.071429
 12515  USAZZY1   0.041449
 
 [12439 rows x 2 columns], '20040524':         Barrid  DlyReturn
 77     USA0001   0.000000
 78     USA0011   0.000000
 79     USA0031   0.000000
 80     USA0062   0.000000
 81     USA00E2   0.000000
 82     USA00F1   0.000000
 83     USA00G2   0.000000
 84     USA00H1   0.000000
 85     USA00I1   0.000000
 86     USA00J1   0.000000
 87     USA00K1   0.000000
 88     USA00P1   0.000000
 89     USA00R1   0.000000
 90     USA00S1  -0.001774
 91     USA00V1   0.000000
 92     USA0131   0.000000
 93     USA0161   0.046272
 94     USA01I1   0.000000
 95     USA01J2   0.000000
 96     USA01L1   0.000000
 97     USA01P1   0.020080
 98     USA01Q1   0.000000
 99     USA0202   0.000000
 100    USA0231   0.000000
 101    USA0281   0.000000
 102    USA0291   0.000000
 103    USA02A1   0.000000
 104    USA02B1   0.033139
 105    USA02H1   0.000000
 106    USA02P1   0.000000
 ...        ...        ...
 12485  USAZY41   0.000000
 12486  USAZY51   0.000000
 12487  USAZY61   0.272727
 12488  USAZY71   1.000000
 12489  USAZYI1   0.000000
 12490  USAZYJ1   0.000000
 12491  USAZYK1   9.000000
 12492  USAZYM1   0.000000
 12493  USAZYR1   0.014286
 12494  USAZYS1   0.000000
 12495  USAZYT1   0.100000
 12496  USAZYV1   0.000000
 12497  USAZYX1   0.003540
 12498  USAZZ41  -0.064516
 12499  USAZZ51   0.500000
 12500  USAZZ61  -0.125000
 12501  USAZZ71   0.000000
 12502  USAZZ81   0.000000
 12503  USAZZ91   0.000000
 12504  USAZZA1   0.000000
 12505  USAZZB1   0.000000
 12506  USAZZD1  -0.250000
 12507  USAZZF1  -0.156250
 12508  USAZZI1   0.000000
 12509  USAZZJ1   0.032437
 12510  USAZZL1   0.000000
 12511  USAZZP1   0.000000
 12512  USAZZR1   0.000000
 12513  USAZZX1  -0.266667
 12514  USAZZY1  -0.002868
 
 [12438 rows x 2 columns], '20040525':         Barrid  DlyReturn
 77     USA0001   0.000000
 78     USA0011   0.000000
 79     USA0031   0.000000
 80     USA0062   0.000000
 81     USA00E2   0.000000
 82     USA00F1   0.000000
 83     USA00G2   0.000000
 84     USA00H1   0.000000
 85     USA00I1   0.000000
 86     USA00J1   0.000000
 87     USA00K1   0.000000
 88     USA00P1   0.000000
 89     USA00R1   0.000000
 90     USA00S1   0.000000
 91     USA00V1   0.000000
 92     USA0131   0.000000
 93     USA0161  -0.007098
 94     USA01I1   0.000000
 95     USA01J2   0.000000
 96     USA01L1   0.000000
 97     USA01P1   0.000000
 98     USA01Q1   0.000000
 99     USA0202   0.000000
 100    USA0231   0.000000
 101    USA0281   0.000000
 102    USA0291   0.000000
 103    USA02A1   0.000000
 104    USA02B1   0.000000
 105    USA02H1   0.000000
 106    USA02P1   0.000000
 ...        ...        ...
 12485  USAZY41   0.000000
 12486  USAZY51   0.000000
 12487  USAZY61   0.000000
 12488  USAZY71   0.500000
 12489  USAZYI1   0.000000
 12490  USAZYJ1   0.000000
 12491  USAZYK1   0.000000
 12492  USAZYM1   0.000000
 12493  USAZYR1  -0.056338
 12494  USAZYS1   0.000000
 12495  USAZYT1  -0.181818
 12496  USAZYV1   0.000000
 12497  USAZYX1   0.000886
 12498  USAZZ41  -0.034483
 12499  USAZZ51   0.000000
 12500  USAZZ61   0.142857
 12501  USAZZ71   0.000000
 12502  USAZZ81   0.001027
 12503  USAZZ91   0.000000
 12504  USAZZA1   0.000000
 12505  USAZZB1   0.000000
 12506  USAZZD1   0.000000
 12507  USAZZF1   0.185185
 12508  USAZZI1   0.000000
 12509  USAZZJ1   0.027331
 12510  USAZZL1   0.103448
 12511  USAZZP1   0.000000
 12512  USAZZR1   0.000000
 12513  USAZZX1   0.090909
 12514  USAZZY1   0.065804
 
 [12438 rows x 2 columns], '20040526':         Barrid  DlyReturn
 77     USA0001   0.000000
 78     USA0011   0.000000
 79     USA0031   0.000000
 80     USA0062   0.017929
 81     USA00E2   0.000000
 82     USA00F1   0.000000
 83     USA00G2   0.000000
 84     USA00H1   0.000000
 85     USA00I1   0.000000
 86     USA00J1   0.000000
 87     USA00K1   0.000000
 88     USA00P1   0.000000
 89     USA00R1   0.000000
 90     USA00S1   0.040474
 91     USA00V1   0.000000
 92     USA0131   0.000000
 93     USA0161   0.000275
 94     USA01I1   0.000000
 95     USA01J2   0.000000
 96     USA01L1   0.000000
 97     USA01P1   0.000000
 98     USA01Q1   0.000000
 99     USA0202   0.000000
 100    USA0231   0.000000
 101    USA0281   0.000000
 102    USA0291   0.000000
 103    USA02A1   0.000000
 104    USA02B1   0.000000
 105    USA02H1   0.000000
 106    USA02P1   0.000000
 ...        ...        ...
 12485  USAZY41   0.000000
 12486  USAZY51   0.000000
 12487  USAZY61   0.000000
 12488  USAZY71   0.000000
 12489  USAZYI1   0.060606
 12490  USAZYJ1   0.636364
 12491  USAZYK1   0.000000
 12492  USAZYM1  -0.200000
 12493  USAZYR1   0.029851
 12494  USAZYS1   0.000000
 12495  USAZYT1   0.111111
 12496  USAZYV1   0.000000
 12497  USAZYX1   0.000000
 12498  USAZZ41  -0.035714
 12499  USAZZ51   0.000000
 12500  USAZZ61  -0.125000
 12501  USAZZ71   0.000000
 12502  USAZZ81  -0.006154
 12503  USAZZ91   0.000000
 12504  USAZZA1   0.000000
 12505  USAZZB1   0.000000
 12506  USAZZD1   0.000000
 12507  USAZZF1   0.062500
 12508  USAZZI1   0.000000
 12509  USAZZJ1   0.036300
 12510  USAZZL1   0.000000
 12511  USAZZP1   0.333333
 12512  USAZZR1   0.000000
 12513  USAZZX1   0.083333
 12514  USAZZY1  -0.015520
 
 [12438 rows x 2 columns], '20040527':         Barrid  DlyReturn
 77     USA0001   0.000000
 78     USA0011   0.000000
 79     USA0031   0.000000
 80     USA0062   0.000000
 81     USA00E2   0.000000
 82     USA00F1   0.000000
 83     USA00G2   0.000000
 84     USA00H1   0.000000
 85     USA00I1   0.000000
 86     USA00J1   0.000000
 87     USA00K1   0.000000
 88     USA00P1   0.000000
 89     USA00R1   0.000000
 90     USA00S1   0.012334
 91     USA00V1   0.000000
 92     USA0131   0.000000
 93     USA0161   0.022540
 94     USA01I1   0.000000
 95     USA01J2   0.000000
 96     USA01L1   0.000000
 97     USA01P1   0.000000
 98     USA01Q1   0.000000
 99     USA0202   0.000000
 100    USA0231   0.000000
 101    USA0281   0.000000
 102    USA0291   0.000000
 103    USA02A1   0.000000
 104    USA02B1  -0.010377
 105    USA02H1   0.000000
 106    USA02P1   0.000000
 ...        ...        ...
 12489  USAZY41   0.000000
 12490  USAZY51   0.000000
 12491  USAZY61  -0.214286
 12492  USAZY71  -0.666667
 12493  USAZYI1   0.000000
 12494  USAZYJ1   0.000000
 12495  USAZYK1   0.000000
 12496  USAZYM1   0.125000
 12497  USAZYR1   0.000000
 12498  USAZYS1   0.000000
 12499  USAZYT1   0.033333
 12500  USAZYV1   0.013333
 12501  USAZYX1   0.000000
 12502  USAZZ41   0.037037
 12503  USAZZ51   0.000000
 12504  USAZZ61   0.000000
 12505  USAZZ71  -0.280000
 12506  USAZZ81   0.021328
 12507  USAZZ91   0.000000
 12508  USAZZA1   0.000000
 12509  USAZZB1   0.000000
 12510  USAZZD1   0.111111
 12511  USAZZF1   0.070588
 12512  USAZZI1   0.000000
 12513  USAZZJ1   0.051583
 12514  USAZZL1  -0.010417
 12515  USAZZP1   0.000000
 12516  USAZZR1   0.000000
 12517  USAZZX1   0.000000
 12518  USAZZY1   0.010966
 
 [12442 rows x 2 columns], '20040528':         Barrid  DlyReturn
 77     USA0001   0.000000
 78     USA0011   0.000000
 79     USA0031   0.000000
 80     USA0062   0.000000
 81     USA00E2   0.000000
 82     USA00F1   0.000000
 83     USA00G2   0.000000
 84     USA00H1   0.000000
 85     USA00I1   0.000000
 86     USA00J1   0.000000
 87     USA00K1   0.000000
 88     USA00P1   0.000000
 89     USA00R1   0.000000
 90     USA00S1  -0.013496
 91     USA00V1   0.000000
 92     USA0131   0.000000
 93     USA0161  -0.005376
 94     USA01I1   0.000000
 95     USA01J2   0.000000
 96     USA01L1   0.000000
 97     USA01P1   0.000000
 98     USA01Q1   0.000000
 99     USA0202   0.000000
 100    USA0231   0.000000
 101    USA0281   0.000000
 102    USA0291   0.000000
 103    USA02A1   0.000000
 104    USA02B1  -0.010779
 105    USA02H1   0.000000
 106    USA02P1   0.000000
 ...        ...        ...
 12489  USAZY41   0.000000
 12490  USAZY51  -0.058333
 12491  USAZY61   0.000000
 12492  USAZY71   0.000000
 12493  USAZYI1   0.000000
 12494  USAZYJ1   0.000000
 12495  USAZYK1   0.000000
 12496  USAZYM1   0.111111
 12497  USAZYR1   0.000000
 12498  USAZYS1   0.000000
 12499  USAZYT1   0.290323
 12500  USAZYV1  -0.013158
 12501  USAZYX1  -0.004425
 12502  USAZZ41  -0.035714
 12503  USAZZ51   0.000000
 12504  USAZZ61   0.000000
 12505  USAZZ71   0.000000
 12506  USAZZ81  -0.009431
 12507  USAZZ91   0.000000
 12508  USAZZA1   0.000000
 12509  USAZZB1   0.000000
 12510  USAZZD1   0.000000
 12511  USAZZF1   0.153846
 12512  USAZZI1   0.000000
 12513  USAZZJ1   0.058179
 12514  USAZZL1   0.031579
 12515  USAZZP1  -0.400000
 12516  USAZZR1   0.000000
 12517  USAZZX1  -0.153846
 12518  USAZZY1  -0.002034
 
 [12442 rows x 2 columns], '20040601':         Barrid  DlyReturn
 76     USA0001   0.000000
 77     USA0011   0.000000
 78     USA0031   0.000000
 79     USA0062   0.000000
 80     USA00E2   0.000000
 81     USA00F1   0.000000
 82     USA00G2   0.000000
 83     USA00H1   0.000000
 84     USA00I1   0.000000
 85     USA00J1   0.000000
 86     USA00K1   0.000000
 87     USA00P1   0.000000
 88     USA00R1   0.000000
 89     USA00S1   0.007030
 90     USA00V1   0.000000
 91     USA0131   0.000000
 92     USA0161   0.005479
 93     USA01I1   0.000000
 94     USA01J2   0.000000
 95     USA01L1   0.000000
 96     USA01P1   0.027559
 97     USA01Q1   0.000000
 98     USA0202   0.000000
 99     USA0231   0.000000
 100    USA0281   0.000000
 101    USA0291   0.000000
 102    USA02A1   0.000000
 103    USA02B1   0.001429
 104    USA02H1   0.000000
 105    USA02P1   0.000000
 ...        ...        ...
 12484  USAZY41   0.000000
 12485  USAZY51   0.000000
 12486  USAZY61   0.000000
 12487  USAZY71   0.000000
 12488  USAZYI1  -0.057143
 12489  USAZYJ1   0.055556
 12490  USAZYK1   0.000000
 12491  USAZYM1  -0.200000
 12492  USAZYR1   0.043478
 12493  USAZYS1   0.000000
 12494  USAZYT1  -0.150000
 12495  USAZYV1   0.600000
 12496  USAZYX1   0.066667
 12497  USAZZ41   0.000000
 12498  USAZZ51   0.000000
 12499  USAZZ61   0.000000
 12500  USAZZ71   0.000000
 12501  USAZZ81  -0.002380
 12502  USAZZ91   0.000000
 12503  USAZZA1   0.000000
 12504  USAZZB1   0.000000
 12505  USAZZD1   0.000000
 12506  USAZZF1  -0.057143
 12507  USAZZI1   0.000000
 12508  USAZZJ1  -0.066408
 12509  USAZZL1  -0.061224
 12510  USAZZP1   0.000000
 12511  USAZZR1   0.000000
 12512  USAZZX1   0.000000
 12513  USAZZY1   0.016984
 
 [12438 rows x 2 columns], '20040602':         Barrid  DlyReturn
 76     USA0001   0.000000
 77     USA0011   0.000000
 78     USA0031   0.000000
 79     USA0062   0.000000
 80     USA00E2   0.000000
 81     USA00F1   0.000569
 82     USA00G2   0.000000
 83     USA00H1   0.000000
 84     USA00I1   0.000000
 85     USA00J1   0.000000
 86     USA00K1   0.000000
 87     USA00P1   0.000000
 88     USA00R1   0.000000
 89     USA00S1   0.000000
 90     USA00V1   0.000000
 91     USA0131   0.000000
 92     USA0161   0.014986
 93     USA01I1   0.000000
 94     USA01J2   0.000000
 95     USA01L1   0.000000
 96     USA01P1   0.000000
 97     USA01Q1   0.000000
 98     USA0202   0.000000
 99     USA0231   0.000000
 100    USA0281   0.000000
 101    USA0291   0.000000
 102    USA02A1   0.000000
 103    USA02B1  -0.024738
 104    USA02H1   0.000000
 105    USA02P1   0.000000
 ...        ...        ...
 12485  USAZY41   0.000000
 12486  USAZY51   0.106195
 12487  USAZY61   0.000000
 12488  USAZY71   1.000000
 12489  USAZYI1   0.090909
 12490  USAZYJ1   0.000000
 12491  USAZYK1   0.000000
 12492  USAZYM1   0.000000
 12493  USAZYR1  -0.055556
 12494  USAZYS1   0.000000
 12495  USAZYT1   0.088235
 12496  USAZYV1   0.000000
 12497  USAZYX1   0.000000
 12498  USAZZ41   0.000000
 12499  USAZZ51   0.000000
 12500  USAZZ61  -0.142857
 12501  USAZZ71  -0.277778
 12502  USAZZ81   0.003067
 12503  USAZZ91   0.000000
 12504  USAZZA1   0.000000
 12505  USAZZB1   0.000000
 12506  USAZZD1  -0.100000
 12507  USAZZF1  -0.015152
 12508  USAZZI1  -0.026316
 12509  USAZZJ1  -0.031409
 12510  USAZZL1   0.032609
 12511  USAZZP1   0.000000
 12512  USAZZR1   0.000000
 12513  USAZZX1  -0.090909
 12514  USAZZY1  -0.012358
 
 [12439 rows x 2 columns], '20040603':         Barrid  DlyReturn
 76     USA0001   0.000000
 77     USA0011   0.000000
 78     USA0031   0.000000
 79     USA0062   0.000000
 80     USA00E2   0.000000
 81     USA00F1   0.000000
 82     USA00G2   0.000000
 83     USA00H1   0.000000
 84     USA00I1   0.000000
 85     USA00J1   0.000000
 86     USA00K1   0.000000
 87     USA00P1   0.000000
 88     USA00R1   0.000000
 89     USA00S1   0.000000
 90     USA00V1   0.000000
 91     USA0131   0.000000
 92     USA0161   0.013960
 93     USA01I1   0.000000
 94     USA01J2   0.000000
 95     USA01L1   0.000000
 96     USA01P1   0.000000
 97     USA01Q1   0.000000
 98     USA0202   0.000000
 99     USA0231   0.000000
 100    USA0281   0.000000
 101    USA0291   0.000000
 102    USA02A1   0.000000
 103    USA02B1   0.007804
 104    USA02H1   0.000000
 105    USA02P1   0.000000
 ...        ...        ...
 12485  USAZY41   0.000000
 12486  USAZY51   0.000000
 12487  USAZY61   0.000000
 12488  USAZY71  -0.500000
 12489  USAZYI1   0.000000
 12490  USAZYJ1   0.063158
 12491  USAZYK1   0.000000
 12492  USAZYM1   0.500000
 12493  USAZYR1   0.014706
 12494  USAZYS1   0.000000
 12495  USAZYT1  -0.027027
 12496  USAZYV1  -0.250000
 12497  USAZYX1   0.000000
 12498  USAZZ41  -0.022222
 12499  USAZZ51   0.000000
 12500  USAZZ61   0.000000
 12501  USAZZ71   0.538462
 12502  USAZZ81  -0.002718
 12503  USAZZ91   0.000000
 12504  USAZZA1   0.000000
 12505  USAZZB1   0.000000
 12506  USAZZD1   0.111111
 12507  USAZZF1   0.000000
 12508  USAZZI1   0.000000
 12509  USAZZJ1  -0.045303
 12510  USAZZL1   0.000000
 12511  USAZZP1   0.000000
 12512  USAZZR1   0.000000
 12513  USAZZX1   0.000000
 12514  USAZZY1  -0.002029
 
 [12439 rows x 2 columns], '20040604':         Barrid  DlyReturn
 77     USA0001   0.000000
 78     USA0011   0.000000
 79     USA0031   0.000000
 80     USA0062   0.000000
 81     USA00E2   0.000000
 82     USA00F1   0.000000
 83     USA00G2   0.000000
 84     USA00H1   0.000000
 85     USA00I1   0.000000
 86     USA00J1   0.000000
 87     USA00K1   0.000000
 88     USA00P1   0.000000
 89     USA00R1   0.000000
 90     USA00S1   0.000000
 91     USA00V1   0.000000
 92     USA0131   0.000000
 93     USA0161  -0.007149
 94     USA01I1   0.000000
 95     USA01J2   0.000000
 96     USA01L1   0.000000
 97     USA01P1   0.000000
 98     USA01Q1   0.000000
 99     USA0202   0.000000
 100    USA0231   0.000000
 101    USA0281   0.000000
 102    USA0291   0.000000
 103    USA02A1   0.000000
 104    USA02B1   0.000000
 105    USA02H1   0.000000
 106    USA02P1   0.000000
 ...        ...        ...
 12487  USAZY41   0.000000
 12488  USAZY51  -0.104000
 12489  USAZY61   0.000000
 12490  USAZY71   1.000000
 12491  USAZYI1  -0.111111
 12492  USAZYJ1   0.000000
 12493  USAZYK1   0.000000
 12494  USAZYM1  -0.083333
 12495  USAZYR1   0.000000
 12496  USAZYS1   0.000000
 12497  USAZYT1   0.000000
 12498  USAZYV1  -0.111111
 12499  USAZYX1  -0.037500
 12500  USAZZ41  -0.007576
 12501  USAZZ51   0.000000
 12502  USAZZ61  -0.166667
 12503  USAZZ71  -0.100000
 12504  USAZZ81   0.008177
 12505  USAZZ91   0.000000
 12506  USAZZA1   0.000000
 12507  USAZZB1   0.000000
 12508  USAZZD1  -0.100000
 12509  USAZZF1   0.000000
 12510  USAZZI1   0.000000
 12511  USAZZJ1   0.003996
 12512  USAZZL1   0.000000
 12513  USAZZP1   0.000000
 12514  USAZZR1   0.000000
 12515  USAZZX1   0.300000
 12516  USAZZY1  -0.019993
 
 [12440 rows x 2 columns], '20040607':         Barrid  DlyReturn
 77     USA0001   0.000000
 78     USA0011   0.000000
 79     USA0031   0.000000
 80     USA0062   0.000000
 81     USA00E2  -0.012658
 82     USA00F1   0.061224
 83     USA00G2   0.000000
 84     USA00H1   0.000000
 85     USA00I1   0.151981
 86     USA00J1   0.000000
 87     USA00K1   0.000000
 88     USA00P1   0.000000
 89     USA00R1   0.000000
 90     USA00S1   0.000000
 91     USA00V1   0.000000
 92     USA0131   0.000000
 93     USA0161   0.033333
 94     USA01I1   0.000000
 95     USA01J2   0.000000
 96     USA01L1   0.000000
 97     USA01P1   0.000000
 98     USA01Q1   0.054422
 99     USA0202   0.000000
 100    USA0231   0.000000
 101    USA0281   0.042169
 102    USA0291   0.000000
 103    USA02A1   0.000000
 104    USA02B1   0.000000
 105    USA02H1   0.000000
 106    USA02P1   0.064789
 ...        ...        ...
 12487  USAZY41   0.000000
 12488  USAZY51   0.000000
 12489  USAZY61   0.000000
 12490  USAZY71   0.000000
 12491  USAZYI1  -0.250000
 12492  USAZYJ1   0.000000
 12493  USAZYK1   0.000000
 12494  USAZYM1  -0.181818
 12495  USAZYR1   0.014493
 12496  USAZYS1   0.000000
 12497  USAZYT1   0.194444
 12498  USAZYV1   0.125000
 12499  USAZYX1   0.000000
 12500  USAZZ41  -0.007634
 12501  USAZZ51   0.000000
 12502  USAZZ61   0.000000
 12503  USAZZ71   0.000000
 12504  USAZZ81   0.000338
 12505  USAZZ91   0.000000
 12506  USAZZA1   0.000000
 12507  USAZZB1   0.000000
 12508  USAZZD1   0.000000
 12509  USAZZF1   0.000000
 12510  USAZZI1   0.000000
 12511  USAZZJ1   0.015672
 12512  USAZZL1  -0.031579
 12513  USAZZP1   0.000000
 12514  USAZZR1   0.000000
 12515  USAZZX1  -0.076923
 12516  USAZZY1   0.020055
 
 [12440 rows x 2 columns], '20040608':         Barrid  DlyReturn
 77     USA0001   0.000000
 78     USA0011   0.000000
 79     USA0031   0.065546
 80     USA0062   0.000000
 81     USA00E2   0.000000
 82     USA00F1  -0.003394
 83     USA00G2   0.000000
 84     USA00H1   0.000000
 85     USA00I1   0.000000
 86     USA00J1   0.000000
 87     USA00K1   0.000000
 88     USA00P1   0.000000
 89     USA00R1   0.000000
 90     USA00S1   0.011321
 91     USA00V1   0.000000
 92     USA0131   0.000000
 93     USA0161   0.006452
 94     USA01I1   0.000000
 95     USA01J2   0.019978
 96     USA01L1   0.000000
 97     USA01P1   0.000000
 98     USA01Q1  -0.008065
 99     USA0202   0.000000
 100    USA0231   0.000000
 101    USA0281   0.000000
 102    USA0291   0.000000
 103    USA02A1   0.000000
 104    USA02B1  -0.002904
 105    USA02H1   0.000000
 106    USA02P1   0.002646
 ...        ...        ...
 12484  USAZY41   0.000000
 12485  USAZY51   0.000000
 12486  USAZY61   0.000000
 12487  USAZY71   0.000000
 12488  USAZYI1  -0.125000
 12489  USAZYJ1   0.000000
 12490  USAZYK1   0.000000
 12491  USAZYM1   0.222222
 12492  USAZYR1   0.000000
 12493  USAZYS1   0.000000
 12494  USAZYT1  -0.069767
 12495  USAZYV1   0.000000
 12496  USAZYX1  -0.006926
 12497  USAZZ41  -0.038462
 12498  USAZZ51   0.000000
 12499  USAZZ61  -0.400000
 12500  USAZZ71   0.111111
 12501  USAZZ81   0.003716
 12502  USAZZ91   0.000000
 12503  USAZZA1   0.000000
 12504  USAZZB1   0.000000
 12505  USAZZD1  -0.333333
 12506  USAZZF1   0.051282
 12507  USAZZI1   0.000000
 12508  USAZZJ1  -0.073230
 12509  USAZZL1   0.000000
 12510  USAZZP1   0.000000
 12511  USAZZR1   0.000000
 12512  USAZZX1   0.000000
 12513  USAZZY1  -0.011864
 
 [12437 rows x 2 columns], '20040609':         Barrid  DlyReturn
 77     USA0001   0.000000
 78     USA0011   0.000000
 79     USA0031   0.000000
 80     USA0062   0.000000
 81     USA00E2   0.000000
 82     USA00F1   0.000000
 83     USA00G2   0.000000
 84     USA00H1   0.000000
 85     USA00I1   0.000000
 86     USA00J1   0.075168
 87     USA00K1   0.000000
 88     USA00P1   0.000000
 89     USA00R1   0.000000
 90     USA00S1   0.000000
 91     USA00V1   0.000000
 92     USA0131   0.000000
 93     USA0161   0.003846
 94     USA01I1   0.000000
 95     USA01J2   0.000000
 96     USA01L1   0.000000
 97     USA01P1   0.057471
 98     USA01Q1   0.000000
 99     USA0202   0.000000
 100    USA0231   0.000000
 101    USA0281   0.000000
 102    USA0291   0.000000
 103    USA02A1   0.000000
 104    USA02B1   0.043690
 105    USA02H1   0.000000
 106    USA02P1  -0.034301
 ...        ...        ...
 12484  USAZY41   0.000000
 12485  USAZY51   0.000000
 12486  USAZY61   0.000000
 12487  USAZY71   0.000000
 12488  USAZYI1   0.000000
 12489  USAZYJ1  -0.405941
 12490  USAZYK1   0.000000
 12491  USAZYM1   0.000000
 12492  USAZYR1  -0.057143
 12493  USAZYS1   0.000000
 12494  USAZYT1  -0.125000
 12495  USAZYV1   0.000000
 12496  USAZYX1   0.000000
 12497  USAZZ41   0.000000
 12498  USAZZ51   0.000000
 12499  USAZZ61   0.000000
 12500  USAZZ71   0.000000
 12501  USAZZ81  -0.009761
 12502  USAZZ91   0.000000
 12503  USAZZA1   0.000000
 12504  USAZZB1   0.000000
 12505  USAZZD1   0.000000
 12506  USAZZF1   0.048780
 12507  USAZZI1   0.000000
 12508  USAZZJ1   0.042019
 12509  USAZZL1  -0.010870
 12510  USAZZP1   0.000000
 12511  USAZZR1   0.000000
 12512  USAZZX1   0.000000
 12513  USAZZY1  -0.032590
 
 [12437 rows x 2 columns], '20040610':         Barrid  DlyReturn
 77     USA0001   0.000000
 78     USA0011   0.000000
 79     USA0031   0.000000
 80     USA0062   0.000000
 81     USA00E2   0.000000
 82     USA00F1   0.000000
 83     USA00G2   0.000000
 84     USA00H1   0.000000
 85     USA00I1   0.000000
 86     USA00J1   0.000000
 87     USA00K1   0.000000
 88     USA00P1   0.000000
 89     USA00R1   0.000000
 90     USA00S1  -0.025746
 91     USA00V1   0.000000
 92     USA0131   0.000000
 93     USA0161   0.015326
 94     USA01I1   0.000000
 95     USA01J2   0.000000
 96     USA01L1   0.000000
 97     USA01P1   0.000000
 98     USA01Q1   0.000000
 99     USA0202   0.000000
 100    USA0231   0.000000
 101    USA0281   0.000000
 102    USA0291   0.000000
 103    USA02A1   0.010115
 104    USA02B1  -0.034884
 105    USA02H1   0.000000
 106    USA02P1   0.000000
 ...        ...        ...
 12485  USAZY41   0.000000
 12486  USAZY51   0.000000
 12487  USAZY61   0.000000
 12488  USAZY71   0.000000
 12489  USAZYI1  -0.095238
 12490  USAZYJ1   0.000000
 12491  USAZYK1   0.000000
 12492  USAZYM1   0.000000
 12493  USAZYR1   0.030303
 12494  USAZYS1   0.000000
 12495  USAZYT1   0.028571
 12496  USAZYV1   0.000000
 12497  USAZYX1   0.024412
 12498  USAZZ41   0.080000
 12499  USAZZ51   0.000000
 12500  USAZZ61   0.000000
 12501  USAZZ71   0.000000
 12502  USAZZ81   0.002719
 12503  USAZZ91   0.000000
 12504  USAZZA1   0.000000
 12505  USAZZB1   0.000000
 12506  USAZZD1   0.000000
 12507  USAZZF1   0.023256
 12508  USAZZI1   0.000000
 12509  USAZZJ1   0.061628
 12510  USAZZL1   0.000000
 12511  USAZZP1   0.000000
 12512  USAZZR1   0.000000
 12513  USAZZX1   0.000000
 12514  USAZZY1  -0.001773
 
 [12438 rows x 2 columns], '20040614':         Barrid  DlyReturn
 77     USA0001   0.000000
 78     USA0011   0.000000
 79     USA0031  -0.003943
 80     USA0062   0.093890
 81     USA00E2  -0.005495
 82     USA00F1  -0.022701
 83     USA00G2   0.000000
 84     USA00H1   0.000000
 85     USA00I1  -0.027692
 86     USA00J1   0.000000
 87     USA00K1   0.000000
 88     USA00P1   0.000000
 89     USA00R1   0.000000
 90     USA00S1   0.000000
 91     USA00V1   0.000000
 92     USA0131   0.000000
 93     USA0161   0.003755
 94     USA01I1  -0.018854
 95     USA01J2   0.000000
 96     USA01L1   0.010638
 97     USA01P1  -0.010870
 98     USA01Q1  -0.014910
 99     USA0202   0.000000
 100    USA0231   0.032500
 101    USA0281   0.000000
 102    USA0291   0.000000
 103    USA02A1   0.000000
 104    USA02B1   0.012048
 105    USA02H1   0.003668
 106    USA02P1   0.013661
 ...        ...        ...
 12484  USAZY41   0.000000
 12485  USAZY51   0.000000
 12486  USAZY61  -0.090909
 12487  USAZY71   0.000000
 12488  USAZYI1   0.263158
 12489  USAZYJ1   0.000000
 12490  USAZYK1   0.000000
 12491  USAZYM1   0.000000
 12492  USAZYR1   0.000000
 12493  USAZYS1   0.000000
 12494  USAZYT1  -0.027778
 12495  USAZYV1  -0.111111
 12496  USAZYX1   0.008511
 12497  USAZZ41   0.007407
 12498  USAZZ51   0.000000
 12499  USAZZ61   0.000000
 12500  USAZZ71   0.000000
 12501  USAZZ81   0.001695
 12502  USAZZ91   0.000000
 12503  USAZZA1   0.000000
 12504  USAZZB1   0.000000
 12505  USAZZD1   0.333333
 12506  USAZZF1   0.000000
 12507  USAZZI1   0.000000
 12508  USAZZJ1  -0.023650
 12509  USAZZL1   0.000000
 12510  USAZZP1   0.000000
 12511  USAZZR1   0.000000
 12512  USAZZX1   0.000000
 12513  USAZZY1  -0.009591
 
 [12437 rows x 2 columns], '20040615':         Barrid  DlyReturn
 77     USA0001   0.000000
 78     USA0011   0.000000
 79     USA0031   0.000000
 80     USA0062   0.000000
 81     USA00E2   0.000000
 82     USA00F1   0.000000
 83     USA00G2   0.000000
 84     USA00H1   0.000000
 85     USA00I1   0.000000
 86     USA00J1   0.000000
 87     USA00K1   0.000000
 88     USA00P1   0.000000
 89     USA00R1   0.000000
 90     USA00S1   0.000766
 91     USA00V1   0.000000
 92     USA0131   0.000000
 93     USA0161   0.028678
 94     USA01I1   0.000000
 95     USA01J2   0.000000
 96     USA01L1   0.000000
 97     USA01P1   0.010989
 98     USA01Q1   0.000000
 99     USA0202   0.000000
 100    USA0231   0.000000
 101    USA0281   0.000000
 102    USA0291   0.000000
 103    USA02A1   0.000000
 104    USA02B1   0.000000
 105    USA02H1   0.000000
 106    USA02P1   0.000000
 ...        ...        ...
 12480  USAZY41   0.000000
 12481  USAZY51   0.000000
 12482  USAZY61   0.000000
 12483  USAZY71  -0.333333
 12484  USAZYI1  -0.083333
 12485  USAZYJ1   0.833333
 12486  USAZYK1   0.000000
 12487  USAZYM1  -0.227273
 12488  USAZYR1   0.000000
 12489  USAZYS1   0.000000
 12490  USAZYT1   0.000000
 12491  USAZYV1   0.125000
 12492  USAZYX1   0.008439
 12493  USAZZ41  -0.007353
 12494  USAZZ51   0.000000
 12495  USAZZ61   0.666667
 12496  USAZZ71   0.000000
 12497  USAZZ81   0.002707
 12498  USAZZ91   0.000000
 12499  USAZZA1   0.000000
 12500  USAZZB1   0.000000
 12501  USAZZD1  -0.250000
 12502  USAZZF1   0.000000
 12503  USAZZI1   0.000000
 12504  USAZZJ1  -0.038170
 12505  USAZZL1   0.000000
 12506  USAZZP1   0.000000
 12507  USAZZR1   0.000000
 12508  USAZZX1   0.000000
 12509  USAZZY1  -0.003597
 
 [12433 rows x 2 columns], '20040616':         Barrid  DlyReturn
 77     USA0001   0.000000
 78     USA0011   0.000000
 79     USA0031   0.000000
 80     USA0062   0.000000
 81     USA00E2   0.000000
 82     USA00F1   0.000000
 83     USA00G2   0.000000
 84     USA00H1   0.000000
 85     USA00I1   0.000000
 86     USA00J1   0.000000
 87     USA00K1   0.000000
 88     USA00P1   0.000000
 89     USA00R1   0.000000
 90     USA00S1   0.000000
 91     USA00V1   0.000000
 92     USA0131   0.132075
 93     USA0161  -0.024242
 94     USA01I1   0.000000
 95     USA01J2  -0.036997
 96     USA01L1   0.000000
 97     USA01P1   0.000000
 98     USA01Q1  -0.008278
 99     USA0202   0.000000
 100    USA0231   0.000000
 101    USA0281   0.000000
 102    USA0291   0.000000
 103    USA02A1   0.000000
 104    USA02B1  -0.023810
 105    USA02H1   0.000000
 106    USA02P1   0.000000
 ...        ...        ...
 12480  USAZY41   0.000000
 12481  USAZY51   0.000000
 12482  USAZY61   0.000000
 12483  USAZY71   0.000000
 12484  USAZYI1   0.090909
 12485  USAZYJ1   0.000000
 12486  USAZYK1   0.000000
 12487  USAZYM1   0.058824
 12488  USAZYR1  -0.044118
 12489  USAZYS1   0.000000
 12490  USAZYT1   0.200000
 12491  USAZYV1   0.000000
 12492  USAZYX1   0.004184
 12493  USAZZ41   0.148148
 12494  USAZZ51   0.000000
 12495  USAZZ61  -0.200000
 12496  USAZZ71   0.000000
 12497  USAZZ81   0.002025
 12498  USAZZ91   0.000000
 12499  USAZZA1  -0.357143
 12500  USAZZB1   0.000000
 12501  USAZZD1   0.000000
 12502  USAZZF1  -0.045455
 12503  USAZZI1   0.000000
 12504  USAZZJ1   0.068430
 12505  USAZZL1   0.000000
 12506  USAZZP1   0.000000
 12507  USAZZR1   0.000000
 12508  USAZZX1   0.000000
 12509  USAZZY1  -0.015884
 
 [12433 rows x 2 columns], '20040617':         Barrid  DlyReturn
 77     USA0001   0.000000
 78     USA0011   0.000000
 79     USA0031   0.000000
 80     USA0062   0.000000
 81     USA00E2   0.000000
 82     USA00F1   0.000000
 83     USA00G2   0.000000
 84     USA00H1   0.000000
 85     USA00I1   0.000000
 86     USA00J1   0.000000
 87     USA00K1   0.000000
 88     USA00P1   0.000000
 89     USA00R1   0.000000
 90     USA00S1   0.000000
 91     USA00V1   0.000000
 92     USA0131   0.000000
 93     USA0161   0.011180
 94     USA01I1   0.000000
 95     USA01J2   0.000000
 96     USA01L1   0.000000
 97     USA01P1   0.000000
 98     USA01Q1   0.013356
 99     USA0202   0.000000
 100    USA0231   0.000000
 101    USA0281   0.000000
 102    USA0291   0.000000
 103    USA02A1   0.000000
 104    USA02B1   0.000000
 105    USA02H1   0.000000
 106    USA02P1   0.000000
 ...        ...        ...
 12480  USAZY41   0.000000
 12481  USAZY51   0.000000
 12482  USAZY61   0.000000
 12483  USAZY71   0.000000
 12484  USAZYI1  -0.041667
 12485  USAZYJ1  -0.090909
 12486  USAZYK1   0.000000
 12487  USAZYM1   0.000000
 12488  USAZYR1  -0.107692
 12489  USAZYS1   0.000000
 12490  USAZYT1  -0.047619
 12491  USAZYV1  -0.222222
 12492  USAZYX1   0.000000
 12493  USAZZ41  -0.129032
 12494  USAZZ51   0.000000
 12495  USAZZ61   0.000000
 12496  USAZZ71   0.000000
 12497  USAZZ81  -0.001684
 12498  USAZZ91   0.000000
 12499  USAZZA1   1.777778
 12500  USAZZB1   0.000000
 12501  USAZZD1   0.000000
 12502  USAZZF1   0.009524
 12503  USAZZI1   0.000000
 12504  USAZZJ1  -0.072381
 12505  USAZZL1  -0.010989
 12506  USAZZP1   0.000000
 12507  USAZZR1   0.000000
 12508  USAZZX1  -0.166667
 12509  USAZZY1  -0.001101
 
 [12433 rows x 2 columns], '20040618':         Barrid  DlyReturn
 77     USA0001   0.000000
 78     USA0011   0.000000
 79     USA0031   0.000000
 80     USA0062   0.000000
 81     USA00E2   0.000000
 82     USA00F1   0.000000
 83     USA00G2   0.000000
 84     USA00H1   0.000000
 85     USA00I1  -0.043249
 86     USA00J1   0.000000
 87     USA00K1   0.000000
 88     USA00P1   0.000000
 89     USA00R1   0.000000
 90     USA00S1   0.000000
 91     USA00V1   0.000000
 92     USA0131   0.000000
 93     USA0161  -0.001229
 94     USA01I1   0.000000
 95     USA01J2   0.000000
 96     USA01L1   0.000000
 97     USA01P1   0.021739
 98     USA01Q1   0.000000
 99     USA0202   0.129426
 100    USA0231   0.009685
 101    USA0281   0.000000
 102    USA0291   0.000000
 103    USA02A1   0.000000
 104    USA02B1   0.012195
 105    USA02H1   0.000000
 106    USA02P1   0.000000
 ...        ...        ...
 12481  USAZY41   0.000000
 12482  USAZY51   0.004464
 12483  USAZY61   0.000000
 12484  USAZY71   0.000000
 12485  USAZYI1   0.000000
 12486  USAZYJ1   0.150000
 12487  USAZYK1   0.000000
 12488  USAZYM1   0.000000
 12489  USAZYR1   0.120690
 12490  USAZYS1   0.000000
 12491  USAZYT1   0.125000
 12492  USAZYV1   0.000000
 12493  USAZYX1  -0.004167
 12494  USAZZ41  -0.074074
 12495  USAZZ51   0.000000
 12496  USAZZ61   0.000000
 12497  USAZZ71   0.000000
 12498  USAZZ81   0.017206
 12499  USAZZ91   0.000000
 12500  USAZZA1  -0.400000
 12501  USAZZB1   0.000000
 12502  USAZZD1   0.000000
 12503  USAZZF1   0.000000
 12504  USAZZI1   0.000000
 12505  USAZZJ1  -0.008984
 12506  USAZZL1   0.077778
 12507  USAZZP1   0.000000
 12508  USAZZR1   0.000000
 12509  USAZZX1   0.000000
 12510  USAZZY1  -0.003672
 
 [12434 rows x 2 columns], '20040621':         Barrid  DlyReturn
 77     USA0001   0.000000
 78     USA0011   0.000000
 79     USA0031   0.000000
 80     USA0062   0.000000
 81     USA00E2   0.000000
 82     USA00F1   0.000000
 83     USA00G2   0.000000
 84     USA00H1   0.000000
 85     USA00I1   0.000000
 86     USA00J1   0.000000
 87     USA00K1   0.000000
 88     USA00P1   0.000000
 89     USA00R1   0.000000
 90     USA00S1   0.000000
 91     USA00V1   0.000000
 92     USA0131   0.000000
 93     USA0161   0.006150
 94     USA01I1   0.000000
 95     USA01J2   0.000000
 96     USA01L1   0.000000
 97     USA01P1   0.000000
 98     USA01Q1   0.000000
 99     USA0202   0.000000
 100    USA0231   0.000000
 101    USA0281   0.000000
 102    USA0291   0.000000
 103    USA02A1   0.000000
 104    USA02B1  -0.012048
 105    USA02H1   0.000000
 106    USA02P1   0.000000
 ...        ...        ...
 12479  USAZY41   0.000000
 12480  USAZY51   0.000000
 12481  USAZY61   0.000000
 12482  USAZY71   0.000000
 12483  USAZYI1   0.000000
 12484  USAZYJ1   0.000000
 12485  USAZYK1   0.000000
 12486  USAZYM1   0.111111
 12487  USAZYR1  -0.107692
 12488  USAZYS1   0.000000
 12489  USAZYT1  -0.222222
 12490  USAZYV1   0.000000
 12491  USAZYX1   0.004184
 12492  USAZZ41   0.080000
 12493  USAZZ51   0.000000
 12494  USAZZ61   0.000000
 12495  USAZZ71   0.000000
 12496  USAZZ81   0.010282
 12497  USAZZ91   0.000000
 12498  USAZZA1   0.200000
 12499  USAZZB1   0.000000
 12500  USAZZD1   0.000000
 12501  USAZZF1  -0.023585
 12502  USAZZI1   0.000000
 12503  USAZZJ1   0.055167
 12504  USAZZL1   0.000000
 12505  USAZZP1   0.000000
 12506  USAZZR1   0.000000
 12507  USAZZX1   0.200000
 12508  USAZZY1  -0.020273
 
 [12432 rows x 2 columns], '20040622':         Barrid  DlyReturn
 77     USA0001   0.000000
 78     USA0011   0.000000
 79     USA0031   0.000000
 80     USA0062   0.000000
 81     USA00E2   0.000000
 82     USA00F1   0.000000
 83     USA00G2   0.000000
 84     USA00H1   0.000000
 85     USA00I1   0.000000
 86     USA00J1   0.000000
 87     USA00K1   0.000000
 88     USA00P1   0.000000
 89     USA00R1   0.000000
 90     USA00S1   0.000000
 91     USA00V1   0.000000
 92     USA0131   0.000000
 93     USA0161  -0.015403
 94     USA01I1   0.000000
 95     USA01J2   0.000000
 96     USA01L1   0.000000
 97     USA01P1   0.000000
 98     USA01Q1   0.000000
 99     USA0202   0.000000
 100    USA0231   0.000000
 101    USA0281   0.000000
 102    USA0291   0.000000
 103    USA02A1   0.000000
 104    USA02B1   0.000000
 105    USA02H1   0.000000
 106    USA02P1   0.000000
 ...        ...        ...
 12485  USAZY41   0.000000
 12486  USAZY51   0.000000
 12487  USAZY61   0.000000
 12488  USAZY71   0.000000
 12489  USAZYI1   0.000000
 12490  USAZYJ1  -0.121739
 12491  USAZYK1   0.000000
 12492  USAZYM1   0.000000
 12493  USAZYR1  -0.068966
 12494  USAZYS1   0.000000
 12495  USAZYT1   0.000000
 12496  USAZYV1   0.000000
 12497  USAZYX1   0.000000
 12498  USAZZ41  -0.111111
 12499  USAZZ51   0.000000
 12500  USAZZ61   0.000000
 12501  USAZZ71   0.000000
 12502  USAZZ81   0.010177
 12503  USAZZ91   0.000000
 12504  USAZZA1   0.111111
 12505  USAZZB1   0.000000
 12506  USAZZD1  -0.166667
 12507  USAZZF1   0.004831
 12508  USAZZI1   0.000000
 12509  USAZZJ1  -0.021846
 12510  USAZZL1  -0.072165
 12511  USAZZP1   0.000000
 12512  USAZZR1   0.000000
 12513  USAZZX1   0.000000
 12514  USAZZY1  -0.021821
 
 [12438 rows x 2 columns], '20040623':         Barrid  DlyReturn
 77     USA0001   0.000000
 78     USA0011   0.000000
 79     USA0031   0.000000
 80     USA0062   0.000000
 81     USA00E2  -0.006446
 82     USA00F1   0.000000
 83     USA00G2   0.000000
 84     USA00H1   0.000000
 85     USA00I1   0.000000
 86     USA00J1   0.000000
 87     USA00K1   0.000000
 88     USA00P1   0.000000
 89     USA00R1   0.000000
 90     USA00S1   0.029468
 91     USA00V1   0.000000
 92     USA0131   0.000000
 93     USA0161   0.000745
 94     USA01I1   0.000000
 95     USA01J2   0.000000
 96     USA01L1   0.000000
 97     USA01P1  -0.024823
 98     USA01Q1   0.000000
 99     USA0202   0.000000
 100    USA0231   0.000000
 101    USA0281   0.000000
 102    USA0291   0.000000
 103    USA02A1   0.000000
 104    USA02B1  -0.011708
 105    USA02H1   0.000000
 106    USA02P1   0.000000
 ...        ...        ...
 12485  USAZY41   0.000000
 12486  USAZY51   0.004444
 12487  USAZY61   0.000000
 12488  USAZY71   0.000000
 12489  USAZYI1   0.000000
 12490  USAZYJ1   0.000000
 12491  USAZYK1   0.000000
 12492  USAZYM1   0.000000
 12493  USAZYR1   0.057407
 12494  USAZYS1   0.000000
 12495  USAZYT1   0.000000
 12496  USAZYV1   0.142857
 12497  USAZYX1   0.000000
 12498  USAZZ41   0.083333
 12499  USAZZ51   0.000000
 12500  USAZZ61   0.000000
 12501  USAZZ71   0.000000
 12502  USAZZ81   0.043874
 12503  USAZZ91   0.000000
 12504  USAZZA1   0.000000
 12505  USAZZB1   0.000000
 12506  USAZZD1   0.000000
 12507  USAZZF1   0.009615
 12508  USAZZI1   0.000000
 12509  USAZZJ1  -0.016562
 12510  USAZZL1  -0.022222
 12511  USAZZP1   0.500000
 12512  USAZZR1   0.000000
 12513  USAZZX1  -0.166667
 12514  USAZZY1   0.017692
 
 [12438 rows x 2 columns], '20040624':         Barrid  DlyReturn
 77     USA0001   0.000000
 78     USA0011   0.000000
 79     USA0031   0.000000
 80     USA0062   0.000000
 81     USA00E2   0.000000
 82     USA00F1   0.000000
 83     USA00G2   0.000000
 84     USA00H1  -0.030030
 85     USA00I1   0.000000
 86     USA00J1   0.000000
 87     USA00K1   0.000000
 88     USA00P1   0.000000
 89     USA00R1   0.000000
 90     USA00S1   0.000000
 91     USA00V1   0.000000
 92     USA0131   0.000000
 93     USA0161   0.009926
 94     USA01I1   0.000000
 95     USA01J2   0.000000
 96     USA01L1   0.000000
 97     USA01P1   0.018182
 98     USA01Q1   0.000000
 99     USA0202   0.000000
 100    USA0231   0.000000
 101    USA0281   0.000000
 102    USA0291   0.000000
 103    USA02A1   0.000000
 104    USA02B1   0.028134
 105    USA02H1   0.000000
 106    USA02P1   0.003900
 ...        ...        ...
 12488  USAZY41   0.000000
 12489  USAZY51   0.000000
 12490  USAZY61   0.000000
 12491  USAZY71   0.000000
 12492  USAZYI1  -0.173913
 12493  USAZYJ1  -0.009901
 12494  USAZYK1   0.000000
 12495  USAZYM1   0.800000
 12496  USAZYR1  -0.001751
 12497  USAZYS1   0.000000
 12498  USAZYT1   0.000000
 12499  USAZYV1   0.000000
 12500  USAZYX1   0.000000
 12501  USAZZ41  -0.076923
 12502  USAZZ51   0.000000
 12503  USAZZ61   0.250000
 12504  USAZZ71   0.000000
 12505  USAZZ81  -0.015878
 12506  USAZZ91   0.000000
 12507  USAZZA1   0.000000
 12508  USAZZB1   0.000000
 12509  USAZZD1   0.200000
 12510  USAZZF1   0.000000
 12511  USAZZI1   0.000000
 12512  USAZZJ1   0.000000
 12513  USAZZL1   0.079545
 12514  USAZZP1   0.000000
 12515  USAZZR1   0.000000
 12516  USAZZX1   0.200000
 12517  USAZZY1  -0.005291
 
 [12441 rows x 2 columns], '20040625':         Barrid   DlyReturn
 77     USA0001    0.000000
 78     USA0011    0.000000
 79     USA0031    0.000000
 80     USA0062    0.024715
 81     USA00E2    0.000000
 82     USA00F1   -0.015099
 83     USA00G2    0.000000
 84     USA00H1    0.000000
 85     USA00I1    0.000000
 86     USA00J1    0.000000
 87     USA00K1    0.000000
 88     USA00P1    0.000000
 89     USA00R1    0.000000
 90     USA00S1    0.000000
 91     USA00V1    0.000000
 92     USA0131    0.000000
 93     USA0161    0.022113
 94     USA01I1    0.000000
 95     USA01J2    0.037288
 96     USA01L1    0.000000
 97     USA01P1    0.000000
 98     USA01Q1   -0.018122
 99     USA0202    0.000000
 100    USA0231    0.000000
 101    USA0281    0.000000
 102    USA0291    0.000000
 103    USA02A1    0.000000
 104    USA02B1    0.032166
 105    USA02H1    0.000000
 106    USA02P1    0.000000
 ...        ...         ...
 12492  USAZY41    0.000000
 12493  USAZY51    0.000000
 12494  USAZY61    0.000000
 12495  USAZY71    1.000000
 12496  USAZYI1    0.026316
 12497  USAZYJ1    0.000000
 12498  USAZYK1    0.000000
 12499  USAZYM1    0.277778
 12500  USAZYR1   -0.035088
 12501  USAZYS1  199.000000
 12502  USAZYT1    0.142857
 12503  USAZYV1   -0.062500
 12504  USAZYX1    0.000000
 12505  USAZZ41    0.000000
 12506  USAZZ51    0.000000
 12507  USAZZ61   -0.200000
 12508  USAZZ71    0.000000
 12509  USAZZ81   -0.012654
 12510  USAZZ91    0.000000
 12511  USAZZA1    0.000000
 12512  USAZZB1    0.000000
 12513  USAZZD1   -0.166667
 12514  USAZZF1   -0.023810
 12515  USAZZI1    0.000000
 12516  USAZZJ1   -0.020158
 12517  USAZZL1   -0.021053
 12518  USAZZP1    0.000000
 12519  USAZZR1    0.000000
 12520  USAZZX1    0.000000
 12521  USAZZY1    0.058131
 
 [12445 rows x 2 columns], '20040628':         Barrid  DlyReturn
 77     USA0001   0.000000
 78     USA0011   0.000000
 79     USA0031   0.000000
 80     USA0062   0.000000
 81     USA00E2   0.000000
 82     USA00F1   0.000000
 83     USA00G2   0.000000
 84     USA00H1   0.000000
 85     USA00I1   0.000000
 86     USA00J1   0.000000
 87     USA00K1   0.000000
 88     USA00P1   0.000000
 89     USA00R1   0.000000
 90     USA00S1   0.000000
 91     USA00V1   0.000000
 92     USA0131   0.000000
 93     USA0161  -0.003606
 94     USA01I1   0.000000
 95     USA01J2   0.000000
 96     USA01L1   0.000000
 97     USA01P1   0.000000
 98     USA01Q1   0.000000
 99     USA0202   0.000000
 100    USA0231   0.000000
 101    USA0281   0.000000
 102    USA0291   0.000000
 103    USA02A1   0.000000
 104    USA02B1   0.000000
 105    USA02H1   0.000000
 106    USA02P1   0.000000
 ...        ...        ...
 12491  USAZY41   0.000000
 12492  USAZY51   0.000000
 12493  USAZY61   0.000000
 12494  USAZY71  -0.250000
 12495  USAZYI1  -0.025641
 12496  USAZYJ1   0.010000
 12497  USAZYK1   0.000000
 12498  USAZYM1  -0.347826
 12499  USAZYR1   0.036364
 12500  USAZYS1   0.000000
 12501  USAZYT1  -0.100000
 12502  USAZYV1   0.000000
 12503  USAZYX1   0.011667
 12504  USAZZ41   0.041667
 12505  USAZZ51   0.000000
 12506  USAZZ61   0.000000
 12507  USAZZ71   0.000000
 12508  USAZZ81   0.015059
 12509  USAZZ91   0.000000
 12510  USAZZA1   0.000000
 12511  USAZZB1   0.000000
 12512  USAZZD1   0.000000
 12513  USAZZF1  -0.024390
 12514  USAZZI1   0.000000
 12515  USAZZJ1  -0.069792
 12516  USAZZL1  -0.075269
 12517  USAZZP1   0.000000
 12518  USAZZR1   0.000000
 12519  USAZZX1   0.000000
 12520  USAZZY1  -0.048833
 
 [12444 rows x 2 columns], '20040629':         Barrid  DlyReturn
 77     USA0001   0.000000
 78     USA0011   0.000000
 79     USA0031   0.000000
 80     USA0062   0.000000
 81     USA00E2   0.000000
 82     USA00F1   0.000000
 83     USA00G2   0.000000
 84     USA00H1   0.000000
 85     USA00I1   0.000000
 86     USA00J1   0.000000
 87     USA00K1   0.000000
 88     USA00P1   0.000000
 89     USA00R1   0.000000
 90     USA00S1   0.000000
 91     USA00V1   0.000000
 92     USA0131   0.000000
 93     USA0161  -0.022919
 94     USA01I1   0.000270
 95     USA01J2   0.000000
 96     USA01L1   0.000000
 97     USA01P1   0.000000
 98     USA01Q1   0.000000
 99     USA0202   0.000000
 100    USA0231   0.000000
 101    USA0281   0.000000
 102    USA0291   0.000000
 103    USA02A1   0.000000
 104    USA02B1   0.000000
 105    USA02H1   0.000000
 106    USA02P1   0.000000
 ...        ...        ...
 12493  USAZY41   0.000000
 12494  USAZY51  -0.022124
 12495  USAZY61   0.000000
 12496  USAZY71   0.000000
 12497  USAZYI1   0.000000
 12498  USAZYJ1  -0.049505
 12499  USAZYK1   0.000000
 12500  USAZYM1   0.333333
 12501  USAZYR1   0.087719
 12502  USAZYS1  -0.995000
 12503  USAZYT1  -0.027778
 12504  USAZYV1   0.066667
 12505  USAZYX1   0.032949
 12506  USAZZ41  -0.120000
 12507  USAZZ51   0.000000
 12508  USAZZ61   0.000000
 12509  USAZZ71   0.100000
 12510  USAZZ81  -0.011364
 12511  USAZZ91   0.000000
 12512  USAZZA1   0.000000
 12513  USAZZB1   0.000000
 12514  USAZZD1   0.000000
 12515  USAZZF1   0.000000
 12516  USAZZI1   0.000000
 12517  USAZZJ1   0.044233
 12518  USAZZL1   0.011628
 12519  USAZZP1   0.000000
 12520  USAZZR1   0.000000
 12521  USAZZX1   0.000000
 12522  USAZZY1   0.001510
 
 [12446 rows x 2 columns], '20040630':         Barrid  DlyReturn
 77     USA0001   0.000000
 78     USA0011   0.000000
 79     USA0031   0.000000
 80     USA0062   0.016698
 81     USA00E2   0.000000
 82     USA00F1   0.001179
 83     USA00G2   0.020909
 84     USA00H1   0.000000
 85     USA00I1   0.000000
 86     USA00J1   0.000000
 87     USA00K1   0.000000
 88     USA00P1   0.000000
 89     USA00R1   0.000000
 90     USA00S1   0.000000
 91     USA00V1   0.000000
 92     USA0131   0.000000
 93     USA0161   0.013827
 94     USA01I1   0.000000
 95     USA01J2   0.000000
 96     USA01L1   0.000000
 97     USA01P1   0.000000
 98     USA01Q1   0.000000
 99     USA0202   0.000000
 100    USA0231   0.000000
 101    USA0281   0.000000
 102    USA0291   0.000000
 103    USA02A1   0.000000
 104    USA02B1   0.002791
 105    USA02H1   0.000000
 106    USA02P1   0.000000
 ...        ...        ...
 12508  USAZY41   0.000000
 12509  USAZY51   0.031674
 12510  USAZY61   0.000000
 12511  USAZY71   0.000000
 12512  USAZYI1  -0.210526
 12513  USAZYJ1   0.000000
 12514  USAZYK1  -0.950000
 12515  USAZYM1  -0.250000
 12516  USAZYR1  -0.016129
 12517  USAZYS1   0.000000
 12518  USAZYT1  -0.114286
 12519  USAZYV1   0.062500
 12520  USAZYX1   0.052632
 12521  USAZZ41   0.136364
 12522  USAZZ51   0.000000
 12523  USAZZ61   0.000000
 12524  USAZZ71   0.000000
 12525  USAZZ81  -0.002874
 12526  USAZZ91   0.000000
 12527  USAZZA1  -0.025000
 12528  USAZZB1   0.000000
 12529  USAZZD1   0.000000
 12530  USAZZF1  -0.075000
 12531  USAZZI1   0.040541
 12532  USAZZJ1   0.101877
 12533  USAZZL1  -0.091954
 12534  USAZZP1   0.000000
 12535  USAZZR1   0.000000
 12536  USAZZX1   0.000000
 12537  USAZZY1  -0.012816
 
 [12461 rows x 2 columns], '20040701':         Barrid  DlyReturn
 77     USA0001   0.000000
 78     USA0011   0.000000
 79     USA0031   0.000000
 80     USA0062   0.000000
 81     USA00E2   0.000000
 82     USA00F1   0.000000
 83     USA00G2   0.000000
 84     USA00H1   0.000000
 85     USA00I1   0.000000
 86     USA00J1   0.000000
 87     USA00K1   0.000000
 88     USA00P1   0.000000
 89     USA00R1   0.000000
 90     USA00S1  -0.014870
 91     USA00V1   0.000000
 92     USA0131   0.012500
 93     USA0161   0.003653
 94     USA01I1   0.000000
 95     USA01J2   0.000000
 96     USA01L1   0.000000
 97     USA01P1   0.000000
 98     USA01Q1   0.000000
 99     USA0202   0.000000
 100    USA0231   0.000000
 101    USA0281   0.000000
 102    USA0291   0.000000
 103    USA02A1   0.000000
 104    USA02B1   0.000000
 105    USA02H1   0.000000
 106    USA02P1   0.032345
 ...        ...        ...
 12495  USAZY41   0.000000
 12496  USAZY51   0.000000
 12497  USAZY61   0.000000
 12498  USAZY71   0.333333
 12499  USAZYI1  -0.133333
 12500  USAZYJ1   0.000000
 12501  USAZYK1   0.000000
 12502  USAZYM1   0.000000
 12503  USAZYR1   0.032787
 12504  USAZYS1   0.000000
 12505  USAZYT1  -0.032258
 12506  USAZYV1   0.000000
 12507  USAZYX1   0.094697
 12508  USAZZ41   0.040000
 12509  USAZZ51   0.000000
 12510  USAZZ61   0.000000
 12511  USAZZ71   0.590909
 12512  USAZZ81  -0.004483
 12513  USAZZ91   0.000000
 12514  USAZZA1   0.000000
 12515  USAZZB1   0.000000
 12516  USAZZD1   0.000000
 12517  USAZZF1   0.000000
 12518  USAZZI1   0.000000
 12519  USAZZJ1  -0.006813
 12520  USAZZL1   0.012658
 12521  USAZZP1   0.000000
 12522  USAZZR1   0.000000
 12523  USAZZX1   0.083333
 12524  USAZZY1   0.006491
 
 [12448 rows x 2 columns], '20040702':         Barrid  DlyReturn
 77     USA0001   0.000000
 78     USA0011   0.000000
 79     USA0031   0.000000
 80     USA0062   0.000000
 81     USA00E2   0.000000
 82     USA00F1   0.000000
 83     USA00G2   0.000000
 84     USA00H1   0.000000
 85     USA00I1   0.000000
 86     USA00J1   0.000000
 87     USA00K1   0.000000
 88     USA00P1   0.000000
 89     USA00R1   0.000000
 90     USA00S1   0.000000
 91     USA00V1   0.000000
 92     USA0131   0.000000
 93     USA0161  -0.017229
 94     USA01I1   0.000000
 95     USA01J2   0.000000
 96     USA01L1   0.000000
 97     USA01P1   0.000000
 98     USA01Q1   0.000000
 99     USA0202   0.000000
 100    USA0231   0.000000
 101    USA0281   0.000000
 102    USA0291   0.000000
 103    USA02A1   0.000000
 104    USA02B1  -0.023655
 105    USA02H1   0.000000
 106    USA02P1   0.000000
 ...        ...        ...
 12493  USAZY41   0.000000
 12494  USAZY51  -0.013158
 12495  USAZY61   0.000000
 12496  USAZY71   0.000000
 12497  USAZYI1   0.000000
 12498  USAZYJ1   0.000000
 12499  USAZYK1   0.000000
 12500  USAZYM1   0.133333
 12501  USAZYR1  -0.031746
 12502  USAZYS1   0.000000
 12503  USAZYT1   0.166667
 12504  USAZYV1  -0.176471
 12505  USAZYX1   0.017993
 12506  USAZZ41  -0.153846
 12507  USAZZ51   0.000000
 12508  USAZZ61   0.000000
 12509  USAZZ71   0.000000
 12510  USAZZ81   0.014796
 12511  USAZZ91   0.000000
 12512  USAZZA1   0.000000
 12513  USAZZB1   0.000000
 12514  USAZZD1   0.000000
 12515  USAZZF1   0.027027
 12516  USAZZI1   0.000000
 12517  USAZZJ1   0.013229
 12518  USAZZL1   0.187500
 12519  USAZZP1   0.000000
 12520  USAZZR1   0.000000
 12521  USAZZX1   0.000000
 12522  USAZZY1  -0.004173
 
 [12446 rows x 2 columns], '20040706':         Barrid  DlyReturn
 76     USA0001   0.000000
 77     USA0011   0.000000
 78     USA0031   0.000000
 79     USA0062   0.000000
 80     USA00E2   0.000000
 81     USA00F1   0.000000
 82     USA00G2   0.000000
 83     USA00H1   0.000000
 84     USA00I1   0.000000
 85     USA00J1   0.000000
 86     USA00K1   0.000000
 87     USA00P1   0.000000
 88     USA00R1   0.000000
 89     USA00S1   0.002642
 90     USA00V1   0.000000
 91     USA0131   0.000000
 92     USA0161  -0.015400
 93     USA01I1   0.000000
 94     USA01J2   0.000000
 95     USA01L1   0.000000
 96     USA01P1  -0.050000
 97     USA01Q1   0.006711
 98     USA0202   0.000000
 99     USA0231  -0.007194
 100    USA0281   0.000000
 101    USA0291   0.000000
 102    USA02A1   0.000000
 103    USA02B1   0.000000
 104    USA02H1   0.000000
 105    USA02P1   0.000000
 ...        ...        ...
 12494  USAZY41   0.000000
 12495  USAZY51   0.004444
 12496  USAZY61   0.000000
 12497  USAZY71   0.000000
 12498  USAZYI1   0.153846
 12499  USAZYJ1   0.000000
 12500  USAZYK1   0.000000
 12501  USAZYM1  -0.117647
 12502  USAZYR1  -0.016393
 12503  USAZYS1   0.000000
 12504  USAZYT1  -0.142857
 12505  USAZYV1   0.000000
 12506  USAZYX1   0.071380
 12507  USAZZ41   0.000000
 12508  USAZZ51   0.000000
 12509  USAZZ61   0.000000
 12510  USAZZ71   0.057143
 12511  USAZZ81  -0.003170
 12512  USAZZ91   0.000000
 12513  USAZZA1   0.025641
 12514  USAZZB1   0.000000
 12515  USAZZD1   0.000000
 12516  USAZZF1  -0.052632
 12517  USAZZI1   0.000000
 12518  USAZZJ1  -0.153530
 12519  USAZZL1  -0.115789
 12520  USAZZP1   0.000000
 12521  USAZZR1   0.000000
 12522  USAZZX1  -0.230769
 12523  USAZZY1   0.024762
 
 [12448 rows x 2 columns], '20040707':         Barrid  DlyReturn
 76     USA0001   0.000000
 77     USA0011   0.000000
 78     USA0031   0.000000
 79     USA0062   0.000000
 80     USA00E2   0.000000
 81     USA00F1   0.000000
 82     USA00G2   0.000000
 83     USA00H1   0.000000
 84     USA00I1   0.000000
 85     USA00J1   0.000000
 86     USA00K1   0.000000
 87     USA00P1   0.000000
 88     USA00R1   0.000000
 89     USA00S1   0.000000
 90     USA00V1   0.000000
 91     USA0131   0.000000
 92     USA0161   0.000000
 93     USA01I1   0.000000
 94     USA01J2   0.000000
 95     USA01L1   0.000000
 96     USA01P1   0.000000
 97     USA01Q1   0.000000
 98     USA0202   0.000000
 99     USA0231   0.000000
 100    USA0281   0.000000
 101    USA0291   0.000000
 102    USA02A1   0.000000
 103    USA02B1   0.000000
 104    USA02H1   0.000000
 105    USA02P1   0.000000
 ...        ...        ...
 12495  USAZY41   0.000000
 12496  USAZY51  -0.004425
 12497  USAZY61   0.000000
 12498  USAZY71   0.000000
 12499  USAZYI1  -0.066667
 12500  USAZYJ1   0.000000
 12501  USAZYK1   0.000000
 12502  USAZYM1   0.000000
 12503  USAZYR1  -0.066667
 12504  USAZYS1   0.000000
 12505  USAZYT1  -0.100000
 12506  USAZYV1   0.000000
 12507  USAZYX1   0.005711
 12508  USAZZ41  -0.045455
 12509  USAZZ51   0.000000
 12510  USAZZ61   0.000000
 12511  USAZZ71   0.216216
 12512  USAZZ81  -0.004134
 12513  USAZZ91   0.000000
 12514  USAZZA1   0.000000
 12515  USAZZB1   0.000000
 12516  USAZZD1   0.000000
 12517  USAZZF1   0.000000
 12518  USAZZI1   0.000000
 12519  USAZZJ1  -0.009212
 12520  USAZZL1   0.107143
 12521  USAZZP1   0.000000
 12522  USAZZR1   0.000000
 12523  USAZZX1   0.000000
 12524  USAZZY1   0.012639
 
 [12449 rows x 2 columns], '20040708':         Barrid  DlyReturn
 76     USA0001   0.000000
 77     USA0011   0.000000
 78     USA0031   0.000000
 79     USA0062   0.000000
 80     USA00E2   0.000000
 81     USA00F1   0.000000
 82     USA00G2   0.000000
 83     USA00H1   0.000000
 84     USA00I1   0.000000
 85     USA00J1   0.000000
 86     USA00K1   0.000000
 87     USA00P1   0.000000
 88     USA00R1   0.000000
 89     USA00S1   0.000000
 90     USA00V1   0.000000
 91     USA0131   0.000000
 92     USA0161   0.007692
 93     USA01I1   0.000000
 94     USA01J2   0.000000
 95     USA01L1   0.000000
 96     USA01P1   0.000000
 97     USA01Q1   0.000000
 98     USA0202   0.000000
 99     USA0231   0.000000
 100    USA0281   0.000000
 101    USA0291   0.000000
 102    USA02A1   0.000000
 103    USA02B1   0.000000
 104    USA02H1   0.000000
 105    USA02P1   0.000000
 ...        ...        ...
 12496  USAZY41   0.000000
 12497  USAZY51   0.048889
 12498  USAZY61   0.000000
 12499  USAZY71  -0.250000
 12500  USAZYI1   0.142857
 12501  USAZYJ1   0.052083
 12502  USAZYK1   0.000000
 12503  USAZYM1   0.000000
 12504  USAZYR1  -0.017857
 12505  USAZYS1   0.000000
 12506  USAZYT1   0.111111
 12507  USAZYV1   0.285714
 12508  USAZYX1  -0.022082
 12509  USAZZ41   0.000000
 12510  USAZZ51   0.000000
 12511  USAZZ61   0.000000
 12512  USAZZ71   0.133333
 12513  USAZZ81   0.002235
 12514  USAZZ91   0.000000
 12515  USAZZA1   0.000000
 12516  USAZZB1   0.000000
 12517  USAZZD1   0.000000
 12518  USAZZF1  -0.083333
 12519  USAZZI1   0.000000
 12520  USAZZJ1  -0.000505
 12521  USAZZL1  -0.129032
 12522  USAZZP1   0.000000
 12523  USAZZR1   0.000000
 12524  USAZZX1   0.000000
 12525  USAZZY1  -0.005874
 
 [12450 rows x 2 columns], '20040709':         Barrid  DlyReturn
 76     USA0001   0.000000
 77     USA0011   0.000000
 78     USA0031   0.000000
 79     USA0062   0.000000
 80     USA00E2   0.000000
 81     USA00F1   0.000000
 82     USA00G2   0.000000
 83     USA00H1   0.000000
 84     USA00I1   0.000000
 85     USA00J1   0.000000
 86     USA00K1   0.000000
 87     USA00P1   0.000000
 88     USA00R1   0.000000
 89     USA00S1   0.000000
 90     USA00V1   0.000000
 91     USA0131   0.000000
 92     USA0161   0.012977
 93     USA01I1   0.000000
 94     USA01J2   0.000000
 95     USA01L1   0.000000
 96     USA01P1   0.000000
 97     USA01Q1   0.000000
 98     USA0202   0.000000
 99     USA0231   0.000000
 100    USA0281   0.000000
 101    USA0291   0.000000
 102    USA02A1   0.000000
 103    USA02B1  -0.048931
 104    USA02H1   0.000000
 105    USA02P1   0.000000
 ...        ...        ...
 12498  USAZY41   0.000000
 12499  USAZY51   0.033898
 12500  USAZY61   0.000000
 12501  USAZY71   0.000000
 12502  USAZYI1  -0.187500
 12503  USAZYJ1   0.000000
 12504  USAZYK1   0.000000
 12505  USAZYM1   0.000000
 12506  USAZYR1   0.018182
 12507  USAZYS1   0.000000
 12508  USAZYT1  -0.066667
 12509  USAZYV1  -0.111111
 12510  USAZYX1  -0.136774
 12511  USAZZ41   0.047619
 12512  USAZZ51   0.000000
 12513  USAZZ61   0.000000
 12514  USAZZ71  -0.019608
 12515  USAZZ81   0.009557
 12516  USAZZ91   0.000000
 12517  USAZZA1   0.000000
 12518  USAZZB1   0.000000
 12519  USAZZD1  -0.200000
 12520  USAZZF1   0.060606
 12521  USAZZI1  -0.038961
 12522  USAZZJ1   0.040092
 12523  USAZZL1   0.000000
 12524  USAZZP1   0.000000
 12525  USAZZR1   0.000000
 12526  USAZZX1   0.000000
 12527  USAZZY1  -0.002954
 
 [12452 rows x 2 columns], '20040712':         Barrid  DlyReturn
 76     USA0001   0.000000
 77     USA0011   0.000000
 78     USA0031   0.000000
 79     USA0062   0.000000
 80     USA00E2   0.000000
 81     USA00F1   0.000000
 82     USA00G2   0.000000
 83     USA00H1   0.000000
 84     USA00I1   0.000000
 85     USA00J1   0.000000
 86     USA00K1   0.000000
 87     USA00P1   0.000000
 88     USA00R1   0.000000
 89     USA00S1   0.019947
 90     USA00V1   0.000000
 91     USA0131   0.000000
 92     USA0161  -0.001507
 93     USA01I1   0.000000
 94     USA01J2   0.000000
 95     USA01L1   0.000000
 96     USA01P1   0.000000
 97     USA01Q1   0.000000
 98     USA0202   0.000000
 99     USA0231   0.000000
 100    USA0281   0.000000
 101    USA0291   0.000000
 102    USA02A1   0.000000
 103    USA02B1   0.000000
 104    USA02H1   0.000000
 105    USA02P1   0.000000
 ...        ...        ...
 12495  USAZY41   0.000000
 12496  USAZY51   0.000000
 12497  USAZY61   0.000000
 12498  USAZY71   0.000000
 12499  USAZYI1   0.076923
 12500  USAZYJ1   0.000000
 12501  USAZYK1   0.000000
 12502  USAZYM1   0.000000
 12503  USAZYR1  -0.053571
 12504  USAZYS1   0.000000
 12505  USAZYT1  -0.035714
 12506  USAZYV1  -0.125000
 12507  USAZYX1  -0.017190
 12508  USAZZ41  -0.090909
 12509  USAZZ51   0.000000
 12510  USAZZ61   0.000000
 12511  USAZZ71   0.000000
 12512  USAZZ81   0.004733
 12513  USAZZ91   0.000000
 12514  USAZZA1   0.000000
 12515  USAZZB1   0.000000
 12516  USAZZD1   0.000000
 12517  USAZZF1  -0.057143
 12518  USAZZI1   0.000000
 12519  USAZZJ1   0.029118
 12520  USAZZL1   0.012346
 12521  USAZZP1   0.000000
 12522  USAZZR1   0.000000
 12523  USAZZX1  -0.100000
 12524  USAZZY1   0.005185
 
 [12449 rows x 2 columns], '20040713':         Barrid  DlyReturn
 76     USA0001   0.000000
 77     USA0011   0.000000
 78     USA0031   0.003742
 79     USA0062   0.000000
 80     USA00E2   0.000000
 81     USA00F1   0.000000
 82     USA00G2   0.000000
 83     USA00H1   0.000000
 84     USA00I1   0.000000
 85     USA00J1   0.000000
 86     USA00K1   0.000000
 87     USA00P1   0.000000
 88     USA00R1   0.000000
 89     USA00S1   0.000000
 90     USA00V1   0.000000
 91     USA0131   0.000000
 92     USA0161   0.006289
 93     USA01I1   0.000000
 94     USA01J2   0.000000
 95     USA01L1   0.000000
 96     USA01P1   0.000000
 97     USA01Q1   0.000000
 98     USA0202   0.000000
 99     USA0231   0.000000
 100    USA0281   0.000000
 101    USA0291   0.000000
 102    USA02A1   0.000000
 103    USA02B1   0.016484
 104    USA02H1   0.000000
 105    USA02P1   0.000000
 ...        ...        ...
 12495  USAZY41   0.000000
 12496  USAZY51   0.000000
 12497  USAZY61   0.000000
 12498  USAZY71  -0.333333
 12499  USAZYI1  -0.285714
 12500  USAZYJ1   0.000000
 12501  USAZYK1   0.000000
 12502  USAZYM1   0.000000
 12503  USAZYR1   0.037736
 12504  USAZYS1   0.000000
 12505  USAZYT1   0.111111
 12506  USAZYV1  -0.071429
 12507  USAZYX1   0.019772
 12508  USAZZ41  -0.100000
 12509  USAZZ51  -0.333333
 12510  USAZZ61  -0.250000
 12511  USAZZ71  -0.040000
 12512  USAZZ81  -0.013772
 12513  USAZZ91   0.000000
 12514  USAZZA1   0.000000
 12515  USAZZB1   0.000000
 12516  USAZZD1   0.250000
 12517  USAZZF1  -0.030303
 12518  USAZZI1   0.000000
 12519  USAZZJ1  -0.003773
 12520  USAZZL1  -0.004878
 12521  USAZZP1   0.000000
 12522  USAZZR1   0.000000
 12523  USAZZX1   0.000000
 12524  USAZZY1   0.014738
 
 [12449 rows x 2 columns], '20040714':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1   0.000000
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161   0.001500
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1   0.000000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1   0.000000
 103    USA02H1   0.000000
 104    USA02P1   0.000000
 ...        ...        ...
 12494  USAZY41   0.000000
 12495  USAZY51   0.008197
 12496  USAZY61   0.000000
 12497  USAZY71   0.000000
 12498  USAZYI1   0.000000
 12499  USAZYJ1   0.000000
 12500  USAZYK1   0.000000
 12501  USAZYM1   0.066667
 12502  USAZYR1  -0.090909
 12503  USAZYS1   0.000000
 12504  USAZYT1   0.200000
 12505  USAZYV1  -0.076923
 12506  USAZYX1   0.022371
 12507  USAZZ41  -0.055556
 12508  USAZZ51   0.000000
 12509  USAZZ61   0.333333
 12510  USAZZ71  -0.145833
 12511  USAZZ81   0.006321
 12512  USAZZ91   0.000000
 12513  USAZZA1   0.000000
 12514  USAZZB1   0.000000
 12515  USAZZD1  -0.200000
 12516  USAZZF1   0.000000
 12517  USAZZI1   0.000000
 12518  USAZZJ1   0.038410
 12519  USAZZL1   0.102941
 12520  USAZZP1  -0.444444
 12521  USAZZR1   0.000000
 12522  USAZZX1   0.000000
 12523  USAZZY1  -0.015977
 
 [12449 rows x 2 columns], '20040715':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.026316
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1   0.000000
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161  -0.032701
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1   0.000000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1   0.011302
 103    USA02H1   0.000000
 104    USA02P1   0.028721
 ...        ...        ...
 12488  USAZY41   0.000000
 12489  USAZY51   0.000000
 12490  USAZY61   0.000000
 12491  USAZY71   0.000000
 12492  USAZYI1   0.000000
 12493  USAZYJ1   0.000000
 12494  USAZYK1   1.000000
 12495  USAZYM1  -0.250000
 12496  USAZYR1  -0.020000
 12497  USAZYS1   0.000000
 12498  USAZYT1   0.111111
 12499  USAZYV1   0.166667
 12500  USAZYX1  -0.002918
 12501  USAZZ41   0.058824
 12502  USAZZ51   0.000000
 12503  USAZZ61   0.000000
 12504  USAZZ71   0.000000
 12505  USAZZ81  -0.016772
 12506  USAZZ91   0.000000
 12507  USAZZA1   0.050000
 12508  USAZZB1   0.000000
 12509  USAZZD1   0.250000
 12510  USAZZF1   0.000000
 12511  USAZZI1   0.000000
 12512  USAZZJ1  -0.039854
 12513  USAZZL1   0.033333
 12514  USAZZP1   0.000000
 12515  USAZZR1   0.000000
 12516  USAZZX1   1.000000
 12517  USAZZY1   0.019557
 
 [12443 rows x 2 columns], '20040716':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031  -0.076010
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1   0.000000
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161   0.000000
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1  -0.015038
 96     USA01Q1   0.000000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1   0.000000
 103    USA02H1   0.000000
 104    USA02P1   0.002538
 ...        ...        ...
 12488  USAZY41   0.000000
 12489  USAZY51   0.000000
 12490  USAZY61   0.000000
 12491  USAZY71   0.000000
 12492  USAZYI1   0.000000
 12493  USAZYJ1   0.287129
 12494  USAZYK1   0.000000
 12495  USAZYM1   0.000000
 12496  USAZYR1   0.000000
 12497  USAZYS1   0.000000
 12498  USAZYT1   0.000000
 12499  USAZYV1  -0.142857
 12500  USAZYX1   0.008778
 12501  USAZZ41  -0.055556
 12502  USAZZ51   0.000000
 12503  USAZZ61  -0.250000
 12504  USAZZ71   0.000000
 12505  USAZZ81   0.049565
 12506  USAZZ91   0.000000
 12507  USAZZA1  -0.047619
 12508  USAZZB1   1.166667
 12509  USAZZD1   0.000000
 12510  USAZZF1   0.000000
 12511  USAZZI1   0.000000
 12512  USAZZJ1   0.011937
 12513  USAZZL1   0.000000
 12514  USAZZP1   0.000000
 12515  USAZZR1   0.000000
 12516  USAZZX1  -0.111111
 12517  USAZZY1   0.007239
 
 [12443 rows x 2 columns], '20040719':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1   0.000000
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161   0.029161
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1   0.000000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1   0.000000
 103    USA02H1   0.000000
 104    USA02P1   0.000000
 ...        ...        ...
 12486  USAZY41   0.000000
 12487  USAZY51   0.000000
 12488  USAZY61   0.000000
 12489  USAZY71   0.000000
 12490  USAZYI1   0.200000
 12491  USAZYJ1  -0.123077
 12492  USAZYK1   8.999998
 12493  USAZYM1   0.000000
 12494  USAZYR1   0.000000
 12495  USAZYS1   0.000000
 12496  USAZYT1   0.000000
 12497  USAZYV1   0.000000
 12498  USAZYX1   0.033358
 12499  USAZZ41   0.000000
 12500  USAZZ51   0.000000
 12501  USAZZ61   0.000000
 12502  USAZZ71  -0.146341
 12503  USAZZ81  -0.016253
 12504  USAZZ91   0.000000
 12505  USAZZA1   0.000000
 12506  USAZZB1   0.000000
 12507  USAZZD1  -0.200000
 12508  USAZZF1   0.000000
 12509  USAZZI1   0.000000
 12510  USAZZJ1  -0.037534
 12511  USAZZL1  -0.032258
 12512  USAZZP1   0.000000
 12513  USAZZR1   0.000000
 12514  USAZZX1  -0.375000
 12515  USAZZY1   0.003953
 
 [12441 rows x 2 columns], '20040720':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.002571
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1  -0.028413
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161  -0.022066
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1   0.000000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1   0.000000
 103    USA02H1   0.000000
 104    USA02P1   0.000000
 ...        ...        ...
 12487  USAZY41   0.000000
 12488  USAZY51   0.000000
 12489  USAZY61   0.000000
 12490  USAZY71   0.000000
 12491  USAZYI1   0.291667
 12492  USAZYJ1  -0.061404
 12493  USAZYK1  -0.960000
 12494  USAZYM1   0.250000
 12495  USAZYR1  -0.020408
 12496  USAZYS1   0.000000
 12497  USAZYT1   0.000000
 12498  USAZYV1   0.000000
 12499  USAZYX1   0.000000
 12500  USAZZ41  -0.105882
 12501  USAZZ51   0.000000
 12502  USAZZ61   0.000000
 12503  USAZZ71   0.028571
 12504  USAZZ81  -0.001559
 12505  USAZZ91   0.000000
 12506  USAZZA1   0.000000
 12507  USAZZB1   0.000000
 12508  USAZZD1   0.000000
 12509  USAZZF1  -0.031250
 12510  USAZZI1   0.000000
 12511  USAZZJ1  -0.025070
 12512  USAZZL1   0.011111
 12513  USAZZP1   0.000000
 12514  USAZZR1   0.000000
 12515  USAZZX1   1.000000
 12516  USAZZY1   0.002147
 
 [12442 rows x 2 columns], '20040721':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1   0.000000
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161   0.002564
 92     USA01I1   0.000000
 93     USA01J2   0.020662
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1   0.000000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1   0.015549
 103    USA02H1   0.000000
 104    USA02P1   0.000000
 ...        ...        ...
 12487  USAZY41   0.000000
 12488  USAZY51   0.000000
 12489  USAZY61   0.000000
 12490  USAZY71   1.000000
 12491  USAZYI1  -0.032258
 12492  USAZYJ1   0.000000
 12493  USAZYK1   0.000000
 12494  USAZYM1   0.000000
 12495  USAZYR1   0.000000
 12496  USAZYS1   0.000000
 12497  USAZYT1   0.025000
 12498  USAZYV1   0.050000
 12499  USAZYX1   0.002105
 12500  USAZZ41   0.052632
 12501  USAZZ51   0.000000
 12502  USAZZ61   0.000000
 12503  USAZZ71   0.000000
 12504  USAZZ81  -0.018108
 12505  USAZZ91   0.000000
 12506  USAZZA1   0.000000
 12507  USAZZB1   0.000000
 12508  USAZZD1   0.000000
 12509  USAZZF1   0.006452
 12510  USAZZI1   0.000000
 12511  USAZZJ1  -0.042571
 12512  USAZZL1  -0.010989
 12513  USAZZP1   0.000000
 12514  USAZZR1   0.000000
 12515  USAZZX1   0.000000
 12516  USAZZY1  -0.023214
 
 [12442 rows x 2 columns], '20040722':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1   0.000000
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161  -0.033248
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1  -0.057252
 96     USA01Q1   0.000000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1   0.039234
 103    USA02H1   0.000000
 104    USA02P1   0.000000
 ...        ...        ...
 12492  USAZY41   0.000000
 12493  USAZY51   0.000000
 12494  USAZY61   0.000000
 12495  USAZY71   0.000000
 12496  USAZYI1   0.000000
 12497  USAZYJ1  -0.205607
 12498  USAZYK1   0.000000
 12499  USAZYM1   0.000000
 12500  USAZYR1  -0.104167
 12501  USAZYS1   0.000000
 12502  USAZYT1  -0.024390
 12503  USAZYV1   0.000000
 12504  USAZYX1  -0.012605
 12505  USAZZ41   0.037500
 12506  USAZZ51   0.000000
 12507  USAZZ61   0.000000
 12508  USAZZ71  -0.027778
 12509  USAZZ81  -0.002544
 12510  USAZZ91   0.000000
 12511  USAZZA1  -0.150000
 12512  USAZZB1   0.000000
 12513  USAZZD1  -0.250000
 12514  USAZZF1  -0.038462
 12515  USAZZI1   0.000000
 12516  USAZZJ1   0.004775
 12517  USAZZL1   0.000000
 12518  USAZZP1   0.000000
 12519  USAZZR1   0.000000
 12520  USAZZX1   0.000000
 12521  USAZZY1  -0.012431
 
 [12447 rows x 2 columns], '20040723':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1   0.000000
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161   0.000000
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1   0.000000
 97     USA0202  -0.037838
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1  -0.013812
 103    USA02H1   0.000000
 104    USA02P1   0.000000
 ...        ...        ...
 12495  USAZY41   0.000000
 12496  USAZY51   0.000000
 12497  USAZY61   0.000000
 12498  USAZY71   0.000000
 12499  USAZYI1   0.133333
 12500  USAZYJ1   0.000000
 12501  USAZYK1   0.000000
 12502  USAZYM1   0.000000
 12503  USAZYR1  -0.023256
 12504  USAZYS1   0.000000
 12505  USAZYT1   0.050000
 12506  USAZYV1   0.000000
 12507  USAZYX1  -0.029787
 12508  USAZZ41   0.084337
 12509  USAZZ51   0.000000
 12510  USAZZ61   0.000000
 12511  USAZZ71  -0.142857
 12512  USAZZ81  -0.007969
 12513  USAZZ91   0.000000
 12514  USAZZA1   0.000000
 12515  USAZZB1   0.000000
 12516  USAZZD1   0.000000
 12517  USAZZF1   0.000000
 12518  USAZZI1   0.000000
 12519  USAZZJ1   0.031779
 12520  USAZZL1  -0.033333
 12521  USAZZP1   0.000000
 12522  USAZZR1   0.000000
 12523  USAZZX1   0.000000
 12524  USAZZY1  -0.022584
 
 [12450 rows x 2 columns], '20040726':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062  -0.014599
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1   0.000000
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161   0.010582
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1   0.000000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1   0.008870
 103    USA02H1   0.000000
 104    USA02P1   0.000000
 ...        ...        ...
 12494  USAZY41   0.000000
 12495  USAZY51   0.000000
 12496  USAZY61   0.000000
 12497  USAZY71  -0.375000
 12498  USAZYI1   0.000000
 12499  USAZYJ1   0.529412
 12500  USAZYK1   0.000000
 12501  USAZYM1   0.000000
 12502  USAZYR1  -0.095238
 12503  USAZYS1   0.000000
 12504  USAZYT1   0.095238
 12505  USAZYV1  -0.206349
 12506  USAZYX1  -0.000731
 12507  USAZZ41  -0.111111
 12508  USAZZ51   0.000000
 12509  USAZZ61  -0.333333
 12510  USAZZ71   0.333333
 12511  USAZZ81  -0.009961
 12512  USAZZ91   0.000000
 12513  USAZZA1   0.000000
 12514  USAZZB1   0.000000
 12515  USAZZD1   0.000000
 12516  USAZZF1   0.000000
 12517  USAZZI1   0.000000
 12518  USAZZJ1   0.000000
 12519  USAZZL1   0.022989
 12520  USAZZP1   0.000000
 12521  USAZZR1   0.000000
 12522  USAZZX1  -0.250000
 12523  USAZZY1  -0.010985
 
 [12449 rows x 2 columns], '20040727':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1   0.000000
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161  -0.003927
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1   0.000000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1   0.000000
 103    USA02H1   0.000000
 104    USA02P1  -0.030380
 ...        ...        ...
 12496  USAZY41   0.000000
 12497  USAZY51   0.000000
 12498  USAZY61   0.000000
 12499  USAZY71  -0.200000
 12500  USAZYI1  -0.117647
 12501  USAZYJ1   0.000000
 12502  USAZYK1   0.000000
 12503  USAZYM1  -0.133333
 12504  USAZYR1   0.052632
 12505  USAZYS1   0.000000
 12506  USAZYT1  -0.152174
 12507  USAZYV1   0.000000
 12508  USAZYX1  -0.005121
 12509  USAZZ41   0.125000
 12510  USAZZ51   0.000000
 12511  USAZZ61   0.000000
 12512  USAZZ71   0.000000
 12513  USAZZ81  -0.010386
 12514  USAZZ91   0.000000
 12515  USAZZA1   0.176471
 12516  USAZZB1   0.000000
 12517  USAZZD1  -0.333333
 12518  USAZZF1   0.000000
 12519  USAZZI1   0.081081
 12520  USAZZJ1  -0.008636
 12521  USAZZL1  -0.056180
 12522  USAZZP1   0.000000
 12523  USAZZR1   0.000000
 12524  USAZZX1   0.000000
 12525  USAZZY1   0.020682
 
 [12451 rows x 2 columns], '20040728':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.010558
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1   0.000000
 89     USA00V1   0.000000
 90     USA0131  -0.012346
 91     USA0161   0.072273
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1  -0.028340
 96     USA01Q1   0.000000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281  -0.042389
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1   0.000000
 103    USA02H1   0.004639
 104    USA02P1   0.000000
 ...        ...        ...
 12497  USAZY41   0.000000
 12498  USAZY51   0.000000
 12499  USAZY61   0.000000
 12500  USAZY71   0.000000
 12501  USAZYI1  -0.200000
 12502  USAZYJ1   0.000000
 12503  USAZYK1   0.000000
 12504  USAZYM1   0.000000
 12505  USAZYR1   0.025000
 12506  USAZYS1   0.000000
 12507  USAZYT1   0.025641
 12508  USAZYV1   0.000000
 12509  USAZYX1   0.000000
 12510  USAZZ41   0.000000
 12511  USAZZ51   0.000000
 12512  USAZZ61   0.000000
 12513  USAZZ71   0.000000
 12514  USAZZ81  -0.006232
 12515  USAZZ91   0.000000
 12516  USAZZA1   0.000000
 12517  USAZZB1   0.000000
 12518  USAZZD1   0.000000
 12519  USAZZF1   0.000000
 12520  USAZZI1   0.000000
 12521  USAZZJ1  -0.046748
 12522  USAZZL1   0.023810
 12523  USAZZP1   0.000000
 12524  USAZZR1   0.000000
 12525  USAZZX1   0.000000
 12526  USAZZY1  -0.001876
 
 [12452 rows x 2 columns], '20040729':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1   0.000000
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161   0.000000
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1   0.000000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1   0.000000
 103    USA02H1   0.000000
 104    USA02P1   0.000000
 ...        ...        ...
 12498  USAZY41   0.000000
 12499  USAZY51   0.000000
 12500  USAZY61   0.000000
 12501  USAZY71   0.500000
 12502  USAZYI1   0.166667
 12503  USAZYJ1   0.000000
 12504  USAZYK1   0.000000
 12505  USAZYM1   0.000000
 12506  USAZYR1   0.000000
 12507  USAZYS1   0.000000
 12508  USAZYT1   0.125000
 12509  USAZYV1   0.000000
 12510  USAZYX1   0.005882
 12511  USAZZ41  -0.166667
 12512  USAZZ51   0.000000
 12513  USAZZ61   1.000000
 12514  USAZZ71   0.000000
 12515  USAZZ81  -0.005941
 12516  USAZZ91   0.000000
 12517  USAZZA1   0.000000
 12518  USAZZB1   0.000000
 12519  USAZZD1   0.000000
 12520  USAZZF1   0.160000
 12521  USAZZI1  -0.050000
 12522  USAZZJ1   0.083460
 12523  USAZZL1   0.023256
 12524  USAZZP1   0.000000
 12525  USAZZR1   0.000000
 12526  USAZZX1   0.000000
 12527  USAZZY1   0.010902
 
 [12453 rows x 2 columns], '20040730':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1   0.000000
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161   0.004902
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1   0.054167
 96     USA01Q1   0.000000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291  -0.131217
 101    USA02A1   0.000000
 102    USA02B1   0.000000
 103    USA02H1   0.000000
 104    USA02P1   0.020888
 ...        ...        ...
 12506  USAZY41   0.000000
 12507  USAZY51   0.000000
 12508  USAZY61   0.000000
 12509  USAZY71   0.000000
 12510  USAZYI1  -0.071429
 12511  USAZYJ1   0.000000
 12512  USAZYK1   0.000000
 12513  USAZYM1   0.000000
 12514  USAZYR1   0.024390
 12515  USAZYS1   0.000000
 12516  USAZYT1  -0.066667
 12517  USAZYV1   0.000000
 12518  USAZYX1   0.005117
 12519  USAZZ41   0.066667
 12520  USAZZ51   0.000000
 12521  USAZZ61  -0.500000
 12522  USAZZ71   0.000000
 12523  USAZZ81   0.007636
 12524  USAZZ91   0.000000
 12525  USAZZA1   0.000000
 12526  USAZZB1   0.000000
 12527  USAZZD1   0.000000
 12528  USAZZF1  -0.022989
 12529  USAZZI1   0.013158
 12530  USAZZJ1   0.082935
 12531  USAZZL1   0.000000
 12532  USAZZP1   0.000000
 12533  USAZZR1   0.000000
 12534  USAZZX1   0.000000
 12535  USAZZY1   0.006322
 
 [12461 rows x 2 columns], '20040802':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1   0.000000
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161  -0.003659
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1  -0.019763
 96     USA01Q1   0.000000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1  -0.028227
 103    USA02H1   0.000000
 104    USA02P1   0.000000
 ...        ...        ...
 12500  USAZY41   0.000000
 12501  USAZY51   0.000000
 12502  USAZY61   0.000000
 12503  USAZY71  -0.166667
 12504  USAZYI1   0.000000
 12505  USAZYJ1   0.730769
 12506  USAZYK1   0.000000
 12507  USAZYM1   0.000000
 12508  USAZYR1  -0.023810
 12509  USAZYS1   0.000000
 12510  USAZYT1  -0.119048
 12511  USAZYV1   0.000000
 12512  USAZYX1  -0.018182
 12513  USAZZ41   0.000000
 12514  USAZZ51   0.000000
 12515  USAZZ61   0.000000
 12516  USAZZ71  -0.125000
 12517  USAZZ81   0.018122
 12518  USAZZ91   0.000000
 12519  USAZZA1   0.000000
 12520  USAZZB1  -0.230769
 12521  USAZZD1   0.000000
 12522  USAZZF1   0.058824
 12523  USAZZI1  -0.038961
 12524  USAZZJ1  -0.049325
 12525  USAZZL1   0.000000
 12526  USAZZP1   1.480000
 12527  USAZZR1   0.000000
 12528  USAZZX1  -0.200000
 12529  USAZZY1   0.039911
 
 [12455 rows x 2 columns], '20040803':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.022222
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1   0.000000
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161   0.030600
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1  -0.130000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291  -0.010962
 101    USA02A1   0.000000
 102    USA02B1   0.071429
 103    USA02H1   0.000000
 104    USA02P1  -0.002558
 ...        ...        ...
 12497  USAZY41   0.000000
 12498  USAZY51   0.000000
 12499  USAZY61   0.000000
 12500  USAZY71   0.000000
 12501  USAZYI1   0.000000
 12502  USAZYJ1   0.066667
 12503  USAZYK1   0.000000
 12504  USAZYM1   0.000000
 12505  USAZYR1   0.024390
 12506  USAZYS1   0.000000
 12507  USAZYT1   0.000000
 12508  USAZYV1  -0.100000
 12509  USAZYX1   0.000000
 12510  USAZZ41  -0.075000
 12511  USAZZ51   0.000000
 12512  USAZZ61   0.000000
 12513  USAZZ71   0.000000
 12514  USAZZ81  -0.000971
 12515  USAZZ91   0.000000
 12516  USAZZA1   0.000000
 12517  USAZZB1   0.000000
 12518  USAZZD1   0.000000
 12519  USAZZF1   0.000000
 12520  USAZZI1   0.000000
 12521  USAZZJ1   0.078372
 12522  USAZZL1   0.043182
 12523  USAZZP1  -0.193548
 12524  USAZZR1   0.000000
 12525  USAZZX1  -0.166667
 12526  USAZZY1  -0.010306
 
 [12452 rows x 2 columns], '20040804':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062  -0.010870
 79     USA00E2   0.000000
 80     USA00F1   0.008245
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1   0.000000
 89     USA00V1   0.000000
 90     USA0131   0.067708
 91     USA0161  -0.002375
 92     USA01I1   0.000000
 93     USA01J2  -0.070664
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1   0.017241
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.032193
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1   0.000000
 103    USA02H1   0.000000
 104    USA02P1   0.015385
 ...        ...        ...
 12497  USAZY41   0.000000
 12498  USAZY51   0.000000
 12499  USAZY61   0.000000
 12500  USAZY71   0.000000
 12501  USAZYI1  -0.076923
 12502  USAZYJ1   0.000000
 12503  USAZYK1   1.500000
 12504  USAZYM1   0.000000
 12505  USAZYR1   0.000000
 12506  USAZYS1   0.000000
 12507  USAZYT1  -0.027027
 12508  USAZYV1  -0.333333
 12509  USAZYX1  -0.004444
 12510  USAZZ41   0.081081
 12511  USAZZ51   0.000000
 12512  USAZZ61   0.000000
 12513  USAZZ71   0.000000
 12514  USAZZ81   0.002958
 12515  USAZZ91   0.000000
 12516  USAZZA1   0.000000
 12517  USAZZB1   0.000000
 12518  USAZZD1   0.000000
 12519  USAZZF1   0.000000
 12520  USAZZI1   0.000000
 12521  USAZZJ1   0.016460
 12522  USAZZL1   0.000000
 12523  USAZZP1   0.000000
 12524  USAZZR1   0.000000
 12525  USAZZX1  -0.100000
 12526  USAZZY1   0.017953
 
 [12452 rows x 2 columns], '20040805':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.025641
 79     USA00E2   0.000000
 80     USA00F1   0.009346
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.002873
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1   0.000000
 89     USA00V1   0.000000
 90     USA0131   0.015610
 91     USA0161  -0.011905
 92     USA01I1  -0.342203
 93     USA01J2   0.008065
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1   0.018832
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.027290
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1   0.000000
 103    USA02H1   0.000000
 104    USA02P1   0.017677
 ...        ...        ...
 12499  USAZY41   0.000000
 12500  USAZY51   0.000000
 12501  USAZY61   0.000000
 12502  USAZY71   0.000000
 12503  USAZYI1   0.000000
 12504  USAZYJ1   0.000000
 12505  USAZYK1   0.000000
 12506  USAZYM1   0.000000
 12507  USAZYR1  -0.047619
 12508  USAZYS1   0.000000
 12509  USAZYT1  -0.027778
 12510  USAZYV1   0.000000
 12511  USAZYX1   0.003720
 12512  USAZZ41   0.250000
 12513  USAZZ51   0.000000
 12514  USAZZ61   0.000000
 12515  USAZZ71   0.000000
 12516  USAZZ81  -0.002949
 12517  USAZZ91   0.000000
 12518  USAZZA1   0.000000
 12519  USAZZB1   0.000000
 12520  USAZZD1   0.500000
 12521  USAZZF1  -0.050000
 12522  USAZZI1   0.000000
 12523  USAZZJ1   0.015197
 12524  USAZZL1  -0.041394
 12525  USAZZP1   0.000000
 12526  USAZZR1   0.000000
 12527  USAZZX1  -0.111111
 12528  USAZZY1  -0.037037
 
 [12454 rows x 2 columns], '20040806':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062  -0.039286
 79     USA00E2   0.000000
 80     USA00F1  -0.016204
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1   0.000000
 89     USA00V1   0.000000
 90     USA0131  -0.028818
 91     USA0161  -0.036145
 92     USA01I1   0.000000
 93     USA01J2  -0.022857
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1  -0.005545
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281  -0.017078
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1   0.000000
 103    USA02H1   0.000000
 104    USA02P1  -0.024814
 ...        ...        ...
 12501  USAZY41   0.000000
 12502  USAZY51   0.000000
 12503  USAZY61   0.000000
 12504  USAZY71   0.000000
 12505  USAZYI1  -0.166667
 12506  USAZYJ1   0.000000
 12507  USAZYK1   0.000000
 12508  USAZYM1   0.000000
 12509  USAZYR1   0.000000
 12510  USAZYS1   0.000000
 12511  USAZYT1   0.000000
 12512  USAZYV1   0.000000
 12513  USAZYX1   0.000000
 12514  USAZZ41  -0.050000
 12515  USAZZ51   0.000000
 12516  USAZZ61   0.000000
 12517  USAZZ71   0.000000
 12518  USAZZ81   0.002300
 12519  USAZZ91   0.000000
 12520  USAZZA1   0.000000
 12521  USAZZB1   0.000000
 12522  USAZZD1   0.000000
 12523  USAZZF1   0.023392
 12524  USAZZI1   0.000000
 12525  USAZZJ1  -0.000491
 12526  USAZZL1   0.000000
 12527  USAZZP1   0.000000
 12528  USAZZR1   0.000000
 12529  USAZZX1   0.000000
 12530  USAZZY1   0.031868
 
 [12456 rows x 2 columns], '20040809':         Barrid   DlyReturn
 75     USA0001    0.000000
 76     USA0011    0.000000
 77     USA0031   -0.005128
 78     USA0062   -0.024164
 79     USA00E2   -0.027804
 80     USA00F1   -0.027059
 81     USA00G2    0.000000
 82     USA00H1    0.000000
 83     USA00I1   -0.206174
 84     USA00J1    0.000000
 85     USA00K1    0.000000
 86     USA00P1    0.000000
 87     USA00R1    0.000000
 88     USA00S1   -0.024687
 89     USA00V1    0.000000
 90     USA0131    0.000000
 91     USA0161   -0.024750
 92     USA01I1   -0.010112
 93     USA01J2    0.000000
 94     USA01L1    0.081203
 95     USA01P1   -0.024194
 96     USA01Q1   -0.026022
 97     USA0202    0.000000
 98     USA0231    0.000000
 99     USA0281   -0.038610
 100    USA0291    0.000000
 101    USA02A1    0.000000
 102    USA02B1   -0.066667
 103    USA02H1    0.032895
 104    USA02P1   -0.025445
 ...        ...         ...
 12500  USAZY41    0.000000
 12501  USAZY51    0.000000
 12502  USAZY61    0.000000
 12503  USAZY71    0.000000
 12504  USAZYI1    0.000000
 12505  USAZYJ1   -0.145833
 12506  USAZYK1    0.000000
 12507  USAZYM1    0.538462
 12508  USAZYR1    0.025000
 12509  USAZYS1    0.000000
 12510  USAZYT1    0.228571
 12511  USAZYV1    0.000000
 12512  USAZYX1   -0.032617
 12513  USAZZ41    0.000000
 12514  USAZZ51    0.000000
 12515  USAZZ61    0.000000
 12516  USAZZ71    0.000000
 12517  USAZZ81   -0.004262
 12518  USAZZ91  849.000000
 12519  USAZZA1    0.000000
 12520  USAZZB1    0.000000
 12521  USAZZD1   -0.333333
 12522  USAZZF1   -0.057143
 12523  USAZZI1    0.000000
 12524  USAZZJ1   -0.032163
 12525  USAZZL1    0.056818
 12526  USAZZP1    0.000000
 12527  USAZZR1    0.000000
 12528  USAZZX1    0.000000
 12529  USAZZY1   -0.041889
 
 [12455 rows x 2 columns], '20040810':         Barrid  DlyReturn
 75     USA0001   0.000443
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.019048
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1   0.000000
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161   0.000000
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1   0.000000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1   0.026190
 103    USA02H1   0.000000
 104    USA02P1   0.000000
 ...        ...        ...
 12501  USAZY41   0.000000
 12502  USAZY51   0.000000
 12503  USAZY61   0.000000
 12504  USAZY71   0.000000
 12505  USAZYI1   0.000000
 12506  USAZYJ1  -0.024390
 12507  USAZYK1   0.000000
 12508  USAZYM1   0.000000
 12509  USAZYR1  -0.024390
 12510  USAZYS1   0.000000
 12511  USAZYT1   0.000000
 12512  USAZYV1   0.000000
 12513  USAZYX1   0.000000
 12514  USAZZ41   0.000000
 12515  USAZZ51   0.000000
 12516  USAZZ61   0.000000
 12517  USAZZ71  -0.457143
 12518  USAZZ81  -0.000659
 12519  USAZZ91   0.000000
 12520  USAZZA1   0.000000
 12521  USAZZB1   0.000000
 12522  USAZZD1   0.500000
 12523  USAZZF1   0.060606
 12524  USAZZI1   0.000000
 12525  USAZZJ1   0.000254
 12526  USAZZL1  -0.010753
 12527  USAZZP1  -0.450000
 12528  USAZZR1   0.000000
 12529  USAZZX1   0.000000
 12530  USAZZY1   0.010745
 
 [12456 rows x 2 columns], '20040811':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.000000
 79     USA00E2   0.004087
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1   0.000000
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161   0.025378
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1   0.013359
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1   0.046404
 103    USA02H1   0.000000
 104    USA02P1   0.000000
 ...        ...        ...
 12504  USAZY41   0.000000
 12505  USAZY51   0.000000
 12506  USAZY61   0.000000
 12507  USAZY71   0.000000
 12508  USAZYI1   0.000000
 12509  USAZYJ1   0.000000
 12510  USAZYK1   0.000000
 12511  USAZYM1  -0.100000
 12512  USAZYR1  -0.112500
 12513  USAZYS1   0.000000
 12514  USAZYT1  -0.023256
 12515  USAZYV1   0.333333
 12516  USAZYX1   0.000000
 12517  USAZZ41  -0.157895
 12518  USAZZ51   0.000000
 12519  USAZZ61   0.000000
 12520  USAZZ71  -0.473684
 12521  USAZZ81  -0.002965
 12522  USAZZ91   0.000000
 12523  USAZZA1  -0.100000
 12524  USAZZB1   0.000000
 12525  USAZZD1   0.000000
 12526  USAZZF1   0.028571
 12527  USAZZI1   0.000000
 12528  USAZZJ1   0.048187
 12529  USAZZL1   0.000000
 12530  USAZZP1   0.000000
 12531  USAZZR1   0.000000
 12532  USAZZX1   0.125000
 12533  USAZZY1  -0.019795
 
 [12459 rows x 2 columns], '20040812':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1   0.045950
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161   0.000000
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1  -0.107438
 96     USA01Q1   0.000000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1  -0.008869
 103    USA02H1   0.000000
 104    USA02P1   0.000000
 ...        ...        ...
 12507  USAZY41   0.000000
 12508  USAZY51   0.016260
 12509  USAZY61   0.000000
 12510  USAZY71   0.000000
 12511  USAZYI1   0.400000
 12512  USAZYJ1   0.000000
 12513  USAZYK1   0.000000
 12514  USAZYM1   0.000000
 12515  USAZYR1   0.070423
 12516  USAZYS1   0.000000
 12517  USAZYT1  -0.071429
 12518  USAZYV1   0.500000
 12519  USAZYX1  -0.005364
 12520  USAZZ41   0.062500
 12521  USAZZ51   0.000000
 12522  USAZZ61   0.000000
 12523  USAZZ71   0.000000
 12524  USAZZ81  -0.002313
 12525  USAZZ91  -0.998824
 12526  USAZZA1   0.111111
 12527  USAZZB1   0.000000
 12528  USAZZD1   0.000000
 12529  USAZZF1  -0.072222
 12530  USAZZI1   0.000000
 12531  USAZZJ1  -0.050327
 12532  USAZZL1  -0.032609
 12533  USAZZP1   0.000000
 12534  USAZZR1   0.000000
 12535  USAZZX1   0.000000
 12536  USAZZY1  -0.018325
 
 [12462 rows x 2 columns], '20040813':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1   0.000000
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161  -0.003412
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1   0.013889
 96     USA01Q1   0.000000
 97     USA0202  -0.191011
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1  -0.008949
 103    USA02H1   0.008493
 104    USA02P1   0.000000
 ...        ...        ...
 12502  USAZY41   0.000000
 12503  USAZY51   0.000000
 12504  USAZY61   0.000000
 12505  USAZY71   0.000000
 12506  USAZYI1   0.000000
 12507  USAZYJ1   0.000000
 12508  USAZYK1   0.000000
 12509  USAZYM1   0.000000
 12510  USAZYR1   0.026316
 12511  USAZYS1   0.000000
 12512  USAZYT1   0.153846
 12513  USAZYV1   0.000000
 12514  USAZYX1   0.001541
 12515  USAZZ41   0.058824
 12516  USAZZ51   0.000000
 12517  USAZZ61   0.000000
 12518  USAZZ71   0.000000
 12519  USAZZ81   0.000331
 12520  USAZZ91   0.000000
 12521  USAZZA1   0.250000
 12522  USAZZB1   0.000000
 12523  USAZZD1   0.000000
 12524  USAZZF1   0.047904
 12525  USAZZI1  -0.037838
 12526  USAZZJ1   0.022675
 12527  USAZZL1  -0.056180
 12528  USAZZP1  -0.090909
 12529  USAZZR1   0.000000
 12530  USAZZX1   0.000000
 12531  USAZZY1  -0.013333
 
 [12457 rows x 2 columns], '20040816':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1   0.000000
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161   0.000000
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1   0.000000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1   0.000000
 103    USA02H1   0.000000
 104    USA02P1   0.000000
 ...        ...        ...
 12501  USAZY41   0.000000
 12502  USAZY51  -0.008000
 12503  USAZY61   0.000000
 12504  USAZY71   0.000000
 12505  USAZYI1   0.000000
 12506  USAZYJ1   0.000000
 12507  USAZYK1   0.000000
 12508  USAZYM1  -0.277778
 12509  USAZYR1  -0.051282
 12510  USAZYS1   0.000000
 12511  USAZYT1  -0.133333
 12512  USAZYV1   0.166667
 12513  USAZYX1  -0.007692
 12514  USAZZ41  -0.055556
 12515  USAZZ51   0.000000
 12516  USAZZ61   0.000000
 12517  USAZZ71   0.000000
 12518  USAZZ81  -0.001656
 12519  USAZZ91   0.000000
 12520  USAZZA1  -0.320000
 12521  USAZZB1   0.000000
 12522  USAZZD1   0.000000
 12523  USAZZF1  -0.200000
 12524  USAZZI1   0.000000
 12525  USAZZJ1  -0.069258
 12526  USAZZL1   0.035714
 12527  USAZZP1   0.000000
 12528  USAZZR1   0.000000
 12529  USAZZX1   0.555556
 12530  USAZZY1   0.023938
 
 [12456 rows x 2 columns], '20040817':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1   0.000000
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161   0.036272
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1   0.000000
 97     USA0202   0.079167
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1   0.000000
 103    USA02H1   0.000000
 104    USA02P1   0.000000
 ...        ...        ...
 12500  USAZY41   0.000000
 12501  USAZY51  -0.028226
 12502  USAZY61   0.000000
 12503  USAZY71   0.000000
 12504  USAZYI1  -0.285714
 12505  USAZYJ1   0.000000
 12506  USAZYK1   4.000000
 12507  USAZYM1   0.000000
 12508  USAZYR1  -0.054054
 12509  USAZYS1   0.000000
 12510  USAZYT1   0.000000
 12511  USAZYV1  -0.214286
 12512  USAZYX1   0.000000
 12513  USAZZ41   0.176471
 12514  USAZZ51   0.000000
 12515  USAZZ61   0.000000
 12516  USAZZ71  -0.400000
 12517  USAZZ81  -0.006633
 12518  USAZZ91   0.000000
 12519  USAZZA1   0.000000
 12520  USAZZB1   0.000000
 12521  USAZZD1   0.000000
 12522  USAZZF1   0.107143
 12523  USAZZI1   0.000000
 12524  USAZZJ1   0.107334
 12525  USAZZL1  -0.039080
 12526  USAZZP1   0.000000
 12527  USAZZR1   0.000000
 12528  USAZZX1  -0.285714
 12529  USAZZY1   0.012821
 
 [12455 rows x 2 columns], '20040818':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.007255
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1   0.000000
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161  -0.024064
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1   0.036530
 96     USA01Q1   0.000000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1   0.043793
 103    USA02H1   0.000000
 104    USA02P1   0.000000
 ...        ...        ...
 12499  USAZY41   0.000000
 12500  USAZY51   0.153527
 12501  USAZY61   0.000000
 12502  USAZY71   0.000000
 12503  USAZYI1   0.100000
 12504  USAZYJ1   0.000000
 12505  USAZYK1   0.000000
 12506  USAZYM1   0.000000
 12507  USAZYR1   0.057143
 12508  USAZYS1   0.000000
 12509  USAZYT1   0.076923
 12510  USAZYV1   0.363636
 12511  USAZYX1   0.000000
 12512  USAZZ41  -0.100000
 12513  USAZZ51   0.000000
 12514  USAZZ61   0.000000
 12515  USAZZ71   0.000000
 12516  USAZZ81   0.003005
 12517  USAZZ91   0.000000
 12518  USAZZA1   0.058824
 12519  USAZZB1   0.000000
 12520  USAZZD1   0.000000
 12521  USAZZF1   0.064516
 12522  USAZZI1   0.000000
 12523  USAZZJ1   0.070341
 12524  USAZZL1  -0.043062
 12525  USAZZP1   0.000000
 12526  USAZZR1   0.000000
 12527  USAZZX1   0.000000
 12528  USAZZY1   0.013775
 
 [12454 rows x 2 columns], '20040819':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.048110
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1  -0.023753
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161   0.000000
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1   0.000000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1   0.000000
 103    USA02H1   0.000000
 104    USA02P1   0.000000
 ...        ...        ...
 12500  USAZY41   0.000000
 12501  USAZY51   0.007194
 12502  USAZY61   0.000000
 12503  USAZY71   0.000000
 12504  USAZYI1   0.000000
 12505  USAZYJ1   0.000000
 12506  USAZYK1   0.000000
 12507  USAZYM1   0.000000
 12508  USAZYR1  -0.135135
 12509  USAZYS1   0.000000
 12510  USAZYT1   0.071429
 12511  USAZYV1  -0.266667
 12512  USAZYX1   0.003876
 12513  USAZZ41  -0.111111
 12514  USAZZ51   0.000000
 12515  USAZZ61   0.000000
 12516  USAZZ71   0.000000
 12517  USAZZ81  -0.002996
 12518  USAZZ91   0.000000
 12519  USAZZA1   0.000000
 12520  USAZZB1   0.000000
 12521  USAZZD1   0.000000
 12522  USAZZF1   0.018182
 12523  USAZZI1   0.000000
 12524  USAZZJ1   0.063911
 12525  USAZZL1  -0.062500
 12526  USAZZP1  -0.300000
 12527  USAZZR1   0.000000
 12528  USAZZX1   0.000000
 12529  USAZZY1  -0.011385
 
 [12455 rows x 2 columns], '20040820':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1   0.000000
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161  -0.003736
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1   0.005650
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1   0.022923
 103    USA02H1   0.000000
 104    USA02P1   0.000000
 ...        ...        ...
 12500  USAZY41   0.000000
 12501  USAZY51   0.000000
 12502  USAZY61   0.000000
 12503  USAZY71   0.000000
 12504  USAZYI1  -0.181818
 12505  USAZYJ1   0.000000
 12506  USAZYK1  -0.800000
 12507  USAZYM1   0.000000
 12508  USAZYR1   0.000000
 12509  USAZYS1   0.000000
 12510  USAZYT1   0.022222
 12511  USAZYV1   0.000000
 12512  USAZYX1   0.019305
 12513  USAZZ41   0.000000
 12514  USAZZ51   0.000000
 12515  USAZZ61   0.000000
 12516  USAZZ71   0.000000
 12517  USAZZ81  -0.005008
 12518  USAZZ91   0.000000
 12519  USAZZA1   0.000000
 12520  USAZZB1   0.000000
 12521  USAZZD1   0.333333
 12522  USAZZF1   0.000000
 12523  USAZZI1   0.000000
 12524  USAZZJ1  -0.030567
 12525  USAZZL1  -0.013333
 12526  USAZZP1   0.000000
 12527  USAZZR1   0.000000
 12528  USAZZX1   0.000000
 12529  USAZZY1   0.017088
 
 [12455 rows x 2 columns], '20040823':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1   0.000000
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161   0.020250
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1   0.000000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1   0.014800
 103    USA02H1   0.000000
 104    USA02P1   0.000000
 ...        ...        ...
 12501  USAZY41   0.000000
 12502  USAZY51   0.000000
 12503  USAZY61   0.000000
 12504  USAZY71   0.000000
 12505  USAZYI1   0.111111
 12506  USAZYJ1   0.000000
 12507  USAZYK1   0.000000
 12508  USAZYM1   0.000000
 12509  USAZYR1  -0.062500
 12510  USAZYS1   0.000000
 12511  USAZYT1   0.021739
 12512  USAZYV1   0.000000
 12513  USAZYX1   0.000000
 12514  USAZZ41   0.000000
 12515  USAZZ51   0.000000
 12516  USAZZ61   0.000000
 12517  USAZZ71   0.000000
 12518  USAZZ81   0.004027
 12519  USAZZ91   0.000000
 12520  USAZZA1   0.000000
 12521  USAZZB1   0.000000
 12522  USAZZD1  -0.250000
 12523  USAZZF1   0.041667
 12524  USAZZI1  -0.157303
 12525  USAZZJ1   0.008321
 12526  USAZZL1  -0.013514
 12527  USAZZP1   0.000000
 12528  USAZZR1   0.000000
 12529  USAZZX1   0.000000
 12530  USAZZY1  -0.016801
 
 [12456 rows x 2 columns], '20040824':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1   0.000000
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161   0.010782
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1   0.000000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1   0.012500
 103    USA02H1   0.000000
 104    USA02P1   0.000000
 ...        ...        ...
 12500  USAZY41   0.000000
 12501  USAZY51   0.000000
 12502  USAZY61   0.000000
 12503  USAZY71   0.000000
 12504  USAZYI1  -0.100000
 12505  USAZYJ1  -0.100000
 12506  USAZYK1   0.000000
 12507  USAZYM1   0.000000
 12508  USAZYR1   0.016667
 12509  USAZYS1   0.000000
 12510  USAZYT1   0.080851
 12511  USAZYV1   0.272727
 12512  USAZYX1   0.000000
 12513  USAZZ41   0.000000
 12514  USAZZ51   0.000000
 12515  USAZZ61   0.000000
 12516  USAZZ71   0.000000
 12517  USAZZ81  -0.007353
 12518  USAZZ91   0.000000
 12519  USAZZA1   0.000000
 12520  USAZZB1   0.000000
 12521  USAZZD1   0.000000
 12522  USAZZF1  -0.028571
 12523  USAZZI1   0.000000
 12524  USAZZJ1   0.075353
 12525  USAZZL1  -0.082192
 12526  USAZZP1   0.000000
 12527  USAZZR1   0.000000
 12528  USAZZX1  -0.100000
 12529  USAZZY1  -0.004458
 
 [12455 rows x 2 columns], '20040825':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1   0.000000
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161   0.018182
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1   0.000000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1   0.000000
 103    USA02H1   0.000000
 104    USA02P1   0.000000
 ...        ...        ...
 12499  USAZY41   0.000000
 12500  USAZY51  -0.032143
 12501  USAZY61   0.000000
 12502  USAZY71   0.000000
 12503  USAZYI1   0.111111
 12504  USAZYJ1   0.000000
 12505  USAZYK1   4.000000
 12506  USAZYM1   0.000000
 12507  USAZYR1   0.000000
 12508  USAZYS1   0.000000
 12509  USAZYT1   0.043307
 12510  USAZYV1   0.000000
 12511  USAZYX1   0.000000
 12512  USAZZ41   0.000000
 12513  USAZZ51   0.000000
 12514  USAZZ61   0.000000
 12515  USAZZ71   0.000000
 12516  USAZZ81  -0.004377
 12517  USAZZ91   0.000000
 12518  USAZZA1   0.000000
 12519  USAZZB1   0.000000
 12520  USAZZD1  -0.333333
 12521  USAZZF1   0.000000
 12522  USAZZI1   0.000000
 12523  USAZZJ1   0.114701
 12524  USAZZL1   0.029851
 12525  USAZZP1   0.000000
 12526  USAZZR1   0.000000
 12527  USAZZX1   0.000000
 12528  USAZZY1  -0.004478
 
 [12454 rows x 2 columns], '20040826':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.021953
 79     USA00E2   0.000000
 80     USA00F1   0.022809
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1   0.000000
 89     USA00V1   0.000000
 90     USA0131   0.035099
 91     USA0161   0.020238
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1   0.039648
 96     USA01Q1   0.005618
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.032129
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1   0.000000
 103    USA02H1   0.000000
 104    USA02P1   0.031332
 ...        ...        ...
 12500  USAZY41   0.000000
 12501  USAZY51   0.000000
 12502  USAZY61   0.000000
 12503  USAZY71  -0.200000
 12504  USAZYI1  -0.100000
 12505  USAZYJ1   0.000000
 12506  USAZYK1   0.000000
 12507  USAZYM1   0.000000
 12508  USAZYR1   0.114754
 12509  USAZYS1   0.000000
 12510  USAZYT1   0.037736
 12511  USAZYV1   0.000000
 12512  USAZYX1   0.000000
 12513  USAZZ41   0.000000
 12514  USAZZ51   0.000000
 12515  USAZZ61   0.000000
 12516  USAZZ71   0.666667
 12517  USAZZ81   0.011160
 12518  USAZZ91   0.000000
 12519  USAZZA1   0.000000
 12520  USAZZB1   0.000000
 12521  USAZZD1   0.000000
 12522  USAZZF1  -0.088235
 12523  USAZZI1   0.000000
 12524  USAZZJ1  -0.006341
 12525  USAZZL1   0.014493
 12526  USAZZP1   0.000000
 12527  USAZZR1   0.000000
 12528  USAZZX1   0.555556
 12529  USAZZY1  -0.006372
 
 [12455 rows x 2 columns], '20040827':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.019672
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1  -0.089498
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1   0.000000
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161  -0.001167
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1   0.000000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1  -0.008230
 103    USA02H1   0.000000
 104    USA02P1   0.000000
 ...        ...        ...
 12500  USAZY41   0.000000
 12501  USAZY51   0.000000
 12502  USAZY61   0.000000
 12503  USAZY71   0.000000
 12504  USAZYI1   0.000000
 12505  USAZYJ1   0.055556
 12506  USAZYK1   0.000000
 12507  USAZYM1   0.000000
 12508  USAZYR1   0.000000
 12509  USAZYS1   0.000000
 12510  USAZYT1   0.000000
 12511  USAZYV1  -0.285714
 12512  USAZYX1  -0.011364
 12513  USAZZ41   0.187500
 12514  USAZZ51   0.000000
 12515  USAZZ61   0.000000
 12516  USAZZ71   0.000000
 12517  USAZZ81   0.010368
 12518  USAZZ91   0.000000
 12519  USAZZA1   0.000000
 12520  USAZZB1   0.000000
 12521  USAZZD1   0.000000
 12522  USAZZF1   0.032258
 12523  USAZZI1   0.000000
 12524  USAZZJ1   0.014038
 12525  USAZZL1  -0.071429
 12526  USAZZP1   0.000000
 12527  USAZZR1   0.000000
 12528  USAZZX1  -0.285714
 12529  USAZZY1  -0.003772
 
 [12455 rows x 2 columns], '20040830':         Barrid  DlyReturn
 75     USA0001   0.000000
 76     USA0011   0.000000
 77     USA0031   0.000000
 78     USA0062   0.000000
 79     USA00E2   0.000000
 80     USA00F1   0.000000
 81     USA00G2   0.000000
 82     USA00H1   0.000000
 83     USA00I1   0.000000
 84     USA00J1   0.000000
 85     USA00K1   0.000000
 86     USA00P1   0.000000
 87     USA00R1   0.000000
 88     USA00S1   0.000000
 89     USA00V1   0.000000
 90     USA0131   0.000000
 91     USA0161  -0.001168
 92     USA01I1   0.000000
 93     USA01J2   0.000000
 94     USA01L1   0.000000
 95     USA01P1   0.000000
 96     USA01Q1   0.000000
 97     USA0202   0.000000
 98     USA0231   0.000000
 99     USA0281   0.000000
 100    USA0291   0.000000
 101    USA02A1   0.000000
 102    USA02B1  -0.002075
 103    USA02H1   0.000000
 104    USA02P1   0.000000
 ...        ...        ...
 12499  USAZY41   0.000000
 12500  USAZY51   0.000000
 12501  USAZY61   0.000000
 12502  USAZY71   0.000000
 12503  USAZYI1   0.111111
 12504  USAZYJ1   0.000000
 12505  USAZYK1   0.000000
 12506  USAZYM1   0.000000
 12507  USAZYR1   0.088235
 12508  USAZYS1   0.000000
 12509  USAZYT1   0.018182
 12510  USAZYV1   0.400000
 12511  USAZYX1  -0.003861
 12512  USAZZ41  -0.105263
 12513  USAZZ51   0.000000
 12514  USAZZ61   0.000000
 12515  USAZZ71   0.000000
 12516  USAZZ81   0.000993
 12517  USAZZ91   0.000000
 12518  USAZZA1   0.000000
 12519  USAZZB1   0.000000
 12520  USAZZD1   0.500000
 12521  USAZZF1   0.000000
 12522  USAZZI1   0.000000
 12523  USAZZJ1  -0.082524
 12524  USAZZL1   0.076923
 12525  USAZZP1   0.000000
 12526  USAZZR1   0.000000
 12527  USAZZX1   0.000000
 12528  USAZZY1   0.003408
 
 [12454 rows x 2 columns], '20040831':         Barrid  DlyReturn
 73     USA0001   0.000000
 74     USA0011   0.000000
 75     USA0031   0.000000
 76     USA0062  -0.022018
 77     USA00E2   0.000000
 78     USA00F1  -0.011737
 79     USA00G2   0.000000
 80     USA00H1   0.000000
 81     USA00I1   0.001023
 82     USA00J1   0.000000
 83     USA00K1   0.000000
 84     USA00P1   0.000000
 85     USA00R1   0.000000
 86     USA00S1   0.000000
 87     USA00V1   0.000000
 88     USA0131  -0.008621
 89     USA0161   0.000000
 90     USA01I1   0.000000
 91     USA01J2   0.000000
 92     USA01L1   0.005158
 93     USA01P1   0.000000
 94     USA01Q1  -0.016760
 95     USA0202   0.000000
 96     USA0231   0.000000
 97     USA0281  -0.023346
 98     USA0291   0.000000
 99     USA02A1   0.000000
 100    USA02B1   0.000000
 101    USA02H1   0.000000
 102    USA02P1  -0.005063
 ...        ...        ...
 12505  USAZY41   0.000000
 12506  USAZY51   0.000000
 12507  USAZY61   0.000000
 12508  USAZY71   0.000000
 12509  USAZYI1  -0.100000
 12510  USAZYJ1   0.000000
 12511  USAZYK1  -0.980000
 12512  USAZYM1   0.000000
 12513  USAZYR1   0.000000
 12514  USAZYS1   0.000000
 12515  USAZYT1  -0.125000
 12516  USAZYV1   0.000000
 12517  USAZYX1  -0.021705
 12518  USAZZ41   0.117647
 12519  USAZZ51   0.000000
 12520  USAZZ61   0.500000
 12521  USAZZ71  -0.400000
 12522  USAZZ81   0.000661
 12523  USAZZ91   0.000000
 12524  USAZZA1   0.000000
 12525  USAZZB1   0.000000
 12526  USAZZD1   0.000000
 12527  USAZZF1   0.012500
 12528  USAZZI1   0.000000
 12529  USAZZJ1   0.037821
 12530  USAZZL1   0.042857
 12531  USAZZP1   0.000000
 12532  USAZZR1   0.000000
 12533  USAZZX1  -0.100000
 12534  USAZZY1  -0.004906
 
 [12462 rows x 2 columns], '20040901':         Barrid  DlyReturn
 73     USA0001   0.000000
 74     USA0011   0.000000
 75     USA0031   0.000000
 76     USA0062   0.015009
 77     USA00E2   0.000000
 78     USA00F1   0.010159
 79     USA00G2   0.000000
 80     USA00H1   0.000000
 81     USA00I1   0.000000
 82     USA00J1   0.000000
 83     USA00K1   0.000000
 84     USA00P1   0.000000
 85     USA00R1   0.000000
 86     USA00S1   0.000000
 87     USA00V1   0.000000
 88     USA0131   0.014493
 89     USA0161  -0.001170
 90     USA01I1   0.000000
 91     USA01J2   0.031579
 92     USA01L1   0.000000
 93     USA01P1  -0.021186
 94     USA01Q1   0.018939
 95     USA0202   0.000000
 96     USA0231   0.000000
 97     USA0281   0.017928
 98     USA0291   0.000000
 99     USA02A1   0.000000
 100    USA02B1   0.018711
 101    USA02H1   0.000000
 102    USA02P1   0.010178
 ...        ...        ...
 12477  USAZY41   0.000000
 12478  USAZY51   0.000000
 12479  USAZY61   0.000000
 12480  USAZY71   0.000000
 12481  USAZYI1   0.111111
 12482  USAZYJ1   0.000000
 12483  USAZYK1   0.000000
 12484  USAZYM1   0.000000
 12485  USAZYR1  -0.108108
 12486  USAZYS1   0.000000
 12487  USAZYT1  -0.061224
 12488  USAZYV1   0.000000
 12489  USAZYX1  -0.019017
 12490  USAZZ41   0.000000
 12491  USAZZ51   0.000000
 12492  USAZZ61  -0.333333
 12493  USAZZ71   0.000000
 12494  USAZZ81  -0.004296
 12495  USAZZ91   0.000000
 12496  USAZZA1   0.000000
 12497  USAZZB1   0.000000
 12498  USAZZD1  -0.333333
 12499  USAZZF1  -0.012346
 12500  USAZZI1   0.000000
 12501  USAZZJ1  -0.096299
 12502  USAZZL1   0.095890
 12503  USAZZP1   0.000000
 12504  USAZZR1   0.000000
 12505  USAZZX1   0.111111
 12506  USAZZY1  -0.006447
 
 [12434 rows x 2 columns], '20040902':         Barrid  DlyReturn
 73     USA0001   0.000000
 74     USA0011   0.000000
 75     USA0031   0.000000
 76     USA0062   0.000000
 77     USA00E2   0.000000
 78     USA00F1   0.000000
 79     USA00G2   0.000000
 80     USA00H1   0.000000
 81     USA00I1   0.000000
 82     USA00J1   0.000000
 83     USA00K1   0.000000
 84     USA00P1   0.000000
 85     USA00R1   0.000000
 86     USA00S1   0.000000
 87     USA00V1   0.000000
 88     USA0131   0.000000
 89     USA0161  -0.006557
 90     USA01I1   0.000000
 91     USA01J2   0.000000
 92     USA01L1   0.000000
 93     USA01P1   0.000000
 94     USA01Q1   0.000000
 95     USA0202   0.000000
 96     USA0231   0.000000
 97     USA0281   0.000000
 98     USA0291   0.000000
 99     USA02A1   0.000000
 100    USA02B1   0.000000
 101    USA02H1   0.000000
 102    USA02P1   0.000000
 ...        ...        ...
 12476  USAZY41   0.000000
 12477  USAZY51   0.000000
 12478  USAZY61   0.000000
 12479  USAZY71   0.000000
 12480  USAZYI1  -0.100000
 12481  USAZYJ1   0.000000
 12482  USAZYK1  49.000000
 12483  USAZYM1   0.000000
 12484  USAZYR1   0.009091
 12485  USAZYS1   0.000000
 12486  USAZYT1   0.000000
 12487  USAZYV1   0.000000
 12488  USAZYX1  -0.002423
 12489  USAZZ41   0.000000
 12490  USAZZ51   0.000000
 12491  USAZZ61   0.000000
 12492  USAZZ71   0.000000
 12493  USAZZ81   0.002323
 12494  USAZZ91   0.000000
 12495  USAZZA1   0.111111
 12496  USAZZB1   0.000000
 12497  USAZZD1   0.500000
 12498  USAZZF1   0.125000
 12499  USAZZI1   0.000000
 12500  USAZZJ1  -0.027998
 12501  USAZZL1   0.000000
 12502  USAZZP1   0.000000
 12503  USAZZR1   0.000000
 12504  USAZZX1  -0.200000
 12505  USAZZY1  -0.007634
 
 [12433 rows x 2 columns], '20040903':         Barrid  DlyReturn
 73     USA0001   0.000000
 74     USA0011   0.000000
 75     USA0031   0.000000
 76     USA0062   0.000000
 77     USA00E2   0.000000
 78     USA00F1   0.000000
 79     USA00G2   0.000000
 80     USA00H1   0.000000
 81     USA00I1   0.000000
 82     USA00J1   0.000000
 83     USA00K1   0.000000
 84     USA00P1   0.000000
 85     USA00R1   0.000000
 86     USA00S1   0.000000
 87     USA00V1   0.000000
 88     USA0131   0.000000
 89     USA0161   0.033711
 90     USA01I1   0.000000
 91     USA01J2   0.000000
 92     USA01L1   0.000000
 93     USA01P1   0.000000
 94     USA01Q1   0.000000
 95     USA0202   0.000000
 96     USA0231   0.000000
 97     USA0281   0.000000
 98     USA0291   0.000000
 99     USA02A1   0.000000
 100    USA02B1   0.000000
 101    USA02H1   0.000000
 102    USA02P1   0.000000
 ...        ...        ...
 12478  USAZY41   0.000000
 12479  USAZY51   0.000000
 12480  USAZY61   0.000000
 12481  USAZY71   0.000000
 12482  USAZYI1   0.000000
 12483  USAZYJ1  -0.052632
 12484  USAZYK1   0.000000
 12485  USAZYM1   0.000000
 12486  USAZYR1   0.051051
 12487  USAZYS1   0.000000
 12488  USAZYT1   0.065217
 12489  USAZYV1   0.000000
 12490  USAZYX1   0.012146
 12491  USAZZ41   0.000000
 12492  USAZZ51   0.000000
 12493  USAZZ61   0.500000
 12494  USAZZ71   0.666667
 12495  USAZZ81  -0.002318
 12496  USAZZ91   0.000000
 12497  USAZZA1   0.000000
 12498  USAZZB1   0.000000
 12499  USAZZD1   0.000000
 12500  USAZZF1   0.055556
 12501  USAZZI1   0.000000
 12502  USAZZJ1  -0.005804
 12503  USAZZL1   0.000000
 12504  USAZZP1   0.000000
 12505  USAZZR1   0.000000
 12506  USAZZX1  -0.125000
 12507  USAZZY1  -0.003462
 
 [12435 rows x 2 columns], '20040907':         Barrid  DlyReturn
 73     USA0001   0.000000
 74     USA0011   0.000000
 75     USA0031   0.000000
 76     USA0062   0.000000
 77     USA00E2   0.000000
 78     USA00F1   0.000000
 79     USA00G2   0.000000
 80     USA00H1   0.000000
 81     USA00I1   0.000000
 82     USA00J1   0.000000
 83     USA00K1   0.000000
 84     USA00P1   0.000000
 85     USA00R1   0.000000
 86     USA00S1   0.000000
 87     USA00V1   0.000000
 88     USA0131   0.000000
 89     USA0161   0.000000
 90     USA01I1   0.000000
 91     USA01J2   0.000000
 92     USA01L1   0.000000
 93     USA01P1   0.000000
 94     USA01Q1   0.000000
 95     USA0202   0.000000
 96     USA0231   0.000000
 97     USA0281   0.000000
 98     USA0291   0.000000
 99     USA02A1   0.000000
 100    USA02B1   0.000413
 101    USA02H1   0.000000
 102    USA02P1   0.000000
 ...        ...        ...
 12480  USAZY41   0.000000
 12481  USAZY51   0.000000
 12482  USAZY61   0.000000
 12483  USAZY71   0.000000
 12484  USAZYI1   0.000000
 12485  USAZYJ1   0.000000
 12486  USAZYK1   0.000000
 12487  USAZYM1   0.000000
 12488  USAZYR1   0.028571
 12489  USAZYS1   0.000000
 12490  USAZYT1   0.040816
 12491  USAZYV1   0.000000
 12492  USAZYX1   0.000800
 12493  USAZZ41   0.000000
 12494  USAZZ51   0.000000
 12495  USAZZ61  -0.333333
 12496  USAZZ71   0.000000
 12497  USAZZ81  -0.015931
 12498  USAZZ91   0.000000
 12499  USAZZA1   0.000000
 12500  USAZZB1   0.000000
 12501  USAZZD1   0.000000
 12502  USAZZF1   0.000000
 12503  USAZZI1   0.000000
 12504  USAZZJ1   0.049081
 12505  USAZZL1   0.015000
 12506  USAZZP1   0.000000
 12507  USAZZR1   0.000000
 12508  USAZZX1   0.000000
 12509  USAZZY1  -0.011964
 
 [12437 rows x 2 columns], '20040908':         Barrid  DlyReturn
 73     USA0001   0.000000
 74     USA0011   0.000000
 75     USA0031   0.000000
 76     USA0062   0.000000
 77     USA00E2   0.000000
 78     USA00F1   0.000000
 79     USA00G2   0.000000
 80     USA00H1   0.000000
 81     USA00I1   0.000000
 82     USA00J1   0.000000
 83     USA00K1   0.000000
 84     USA00P1   0.000000
 85     USA00R1   0.000000
 86     USA00S1   0.000000
 87     USA00V1   0.000000
 88     USA0131   0.000000
 89     USA0161   0.015055
 90     USA01I1   0.000000
 91     USA01J2   0.000000
 92     USA01L1   0.000000
 93     USA01P1   0.000000
 94     USA01Q1   0.000000
 95     USA0202   0.000000
 96     USA0231   0.000000
 97     USA0281   0.000000
 98     USA0291   0.000000
 99     USA02A1   0.000000
 100    USA02B1   0.011979
 101    USA02H1   0.000000
 102    USA02P1   0.000000
 ...        ...        ...
 12482  USAZY41   0.000000
 12483  USAZY51   0.000000
 12484  USAZY61   0.300000
 12485  USAZY71   0.000000
 12486  USAZYI1  -0.111111
 12487  USAZYJ1   0.111111
 12488  USAZYK1   0.000000
 12489  USAZYM1   0.000000
 12490  USAZYR1  -0.027778
 12491  USAZYS1   0.000000
 12492  USAZYT1  -0.156863
 12493  USAZYV1  -0.285714
 12494  USAZYX1   0.007194
 12495  USAZZ41  -0.052632
 12496  USAZZ51   0.000000
 12497  USAZZ61   0.000000
 12498  USAZZ71   0.000000
 12499  USAZZ81   0.000337
 12500  USAZZ91   0.000000
 12501  USAZZA1   0.000000
 12502  USAZZB1   0.000000
 12503  USAZZD1   0.000000
 12504  USAZZF1  -0.047368
 12505  USAZZI1   0.000000
 12506  USAZZJ1   0.001031
 12507  USAZZL1   0.000000
 12508  USAZZP1   0.000000
 12509  USAZZR1   0.000000
 12510  USAZZX1   0.285714
 12511  USAZZY1  -0.001953
 
 [12439 rows x 2 columns], '20040909':         Barrid  DlyReturn
 73     USA0001   0.000000
 74     USA0011   0.000000
 75     USA0031   0.000000
 76     USA0062   0.000000
 77     USA00E2   0.000000
 78     USA00F1   0.000000
 79     USA00G2   0.000000
 80     USA00H1   0.000000
 81     USA00I1   0.000000
 82     USA00J1   0.000000
 83     USA00K1  -0.023069
 84     USA00P1   0.000000
 85     USA00R1   0.000000
 86     USA00S1  -0.015667
 87     USA00V1   0.000000
 88     USA0131   0.000000
 89     USA0161  -0.014607
 90     USA01I1   0.000000
 91     USA01J2   0.000000
 92     USA01L1   0.000000
 93     USA01P1   0.000000
 94     USA01Q1   0.000000
 95     USA0202   0.000000
 96     USA0231   0.000000
 97     USA0281   0.000000
 98     USA0291   0.000000
 99     USA02A1   0.000000
 100    USA02B1  -0.020408
 101    USA02H1   0.000000
 102    USA02P1   0.000000
 ...        ...        ...
 12481  USAZY41   0.000000
 12482  USAZY51   0.000000
 12483  USAZY61   0.000000
 12484  USAZY71   0.000000
 12485  USAZYI1   0.000000
 12486  USAZYJ1  -0.150000
 12487  USAZYK1   0.000000
 12488  USAZYM1   0.000000
 12489  USAZYR1  -0.048571
 12490  USAZYS1   0.000000
 12491  USAZYT1   0.000000
 12492  USAZYV1  -0.200000
 12493  USAZYX1  -0.003968
 12494  USAZZ41   0.111111
 12495  USAZZ51   0.000000
 12496  USAZZ61   0.000000
 12497  USAZZ71   0.000000
 12498  USAZZ81  -0.003034
 12499  USAZZ91   0.000000
 12500  USAZZA1   0.000000
 12501  USAZZB1   0.000000
 12502  USAZZD1   0.000000
 12503  USAZZF1  -0.005525
 12504  USAZZI1   0.000000
 12505  USAZZJ1  -0.024912
 12506  USAZZL1   0.000000
 12507  USAZZP1   0.000000
 12508  USAZZR1   0.000000
 12509  USAZZX1   0.000000
 12510  USAZZY1   0.032094
 
 [12438 rows x 2 columns], '20040910':         Barrid  DlyReturn
 73     USA0001   0.000000
 74     USA0011   0.000000
 75     USA0031   0.013666
 76     USA0062   0.022687
 77     USA00E2   0.090562
 78     USA00F1   0.014118
 79     USA00G2   0.000000
 80     USA00H1   0.000000
 81     USA00I1   0.023611
 82     USA00J1   0.000000
 83     USA00K1   0.000000
 84     USA00P1   0.000000
 85     USA00R1   0.000000
 86     USA00S1  -0.020186
 87     USA00V1   0.000000
 88     USA0131   0.023810
 89     USA0161  -0.007982
 90     USA01I1   0.031782
 91     USA01J2   0.000000
 92     USA01L1   0.052851
 93     USA01P1   0.038961
 94     USA01Q1   0.000000
 95     USA0202   0.000000
 96     USA0231   0.038647
 97     USA0281   0.005871
 98     USA0291   0.000000
 99     USA02A1   0.000000
 100    USA02B1   0.000000
 101    USA02H1   0.085614
 102    USA02P1   0.015113
 ...        ...        ...
 12481  USAZY41   0.000000
 12482  USAZY51  -0.107011
 12483  USAZY61   0.000000
 12484  USAZY71   0.000000
 12485  USAZYI1  -0.375000
 12486  USAZYJ1   0.000000
 12487  USAZYK1   0.000000
 12488  USAZYM1   0.000000
 12489  USAZYR1  -0.009009
 12490  USAZYS1   0.000000
 12491  USAZYT1  -0.023256
 12492  USAZYV1   0.000000
 12493  USAZYX1   0.002390
 12494  USAZZ41  -0.250000
 12495  USAZZ51   0.000000
 12496  USAZZ61   0.000000
 12497  USAZZ71   0.000000
 12498  USAZZ81   0.000338
 12499  USAZZ91   0.000000
 12500  USAZZA1   0.000000
 12501  USAZZB1   0.000000
 12502  USAZZD1   0.000000
 12503  USAZZF1   0.055556
 12504  USAZZI1   0.000000
 12505  USAZZJ1   0.047720
 12506  USAZZL1  -0.014778
 12507  USAZZP1   0.000000
 12508  USAZZR1   0.000000
 12509  USAZZX1  -0.222222
 12510  USAZZY1  -0.018582
 
 [12438 rows x 2 columns], '20040913':         Barrid  DlyReturn
 73     USA0001   0.000000
 74     USA0011   0.000000
 75     USA0031   0.000000
 76     USA0062   0.000000
 77     USA00E2   0.000000
 78     USA00F1   0.000000
 79     USA00G2   0.000000
 80     USA00H1   0.000000
 81     USA00I1   0.000000
 82     USA00J1   0.000000
 83     USA00K1   0.000000
 84     USA00P1   0.000000
 85     USA00R1   0.000000
 86     USA00S1   0.000000
 87     USA00V1   0.000000
 88     USA0131   0.000000
 89     USA0161   0.009195
 90     USA01I1   0.000000
 91     USA01J2   0.000000
 92     USA01L1   0.000000
 93     USA01P1   0.037500
 94     USA01Q1   0.000000
 95     USA0202   0.000000
 96     USA0231   0.000000
 97     USA0281   0.000000
 98     USA0291   0.000000
 99     USA02A1   0.000000
 100    USA02B1   0.006250
 101    USA02H1   0.000000
 102    USA02P1   0.000000
 ...        ...        ...
 12480  USAZY41   0.000000
 12481  USAZY51   0.000000
 12482  USAZY61   0.000000
 12483  USAZY71   0.000000
 12484  USAZYI1   0.600000
 12485  USAZYJ1   0.000000
 12486  USAZYK1   0.000000
 12487  USAZYM1   0.000000
 12488  USAZYR1   0.000000
 12489  USAZYS1   0.000000
 12490  USAZYT1   0.000000
 12491  USAZYV1   0.000000
 12492  USAZYX1   0.000000
 12493  USAZZ41   0.000000
 12494  USAZZ51   0.000000
 12495  USAZZ61   0.000000
 12496  USAZZ71   0.000000
 12497  USAZZ81  -0.008452
 12498  USAZZ91   0.000000
 12499  USAZZA1  -0.100000
 12500  USAZZB1   0.000000
 12501  USAZZD1   0.000000
 12502  USAZZF1   0.026316
 12503  USAZZI1   0.333333
 12504  USAZZJ1   0.051189
 12505  USAZZL1   0.000000
 12506  USAZZP1   0.000000
 12507  USAZZR1   0.000000
 12508  USAZZX1   0.142857
 12509  USAZZY1  -0.003091
 
 [12437 rows x 2 columns], '20040914':         Barrid  DlyReturn
 73     USA0001   0.000000
 74     USA0011   0.000000
 75     USA0031   0.000000
 76     USA0062   0.000000
 77     USA00E2   0.000000
 78     USA00F1   0.000000
 79     USA00G2   0.000000
 80     USA00H1   0.000000
 81     USA00I1   0.000000
 82     USA00J1   0.000000
 83     USA00K1   0.047228
 84     USA00P1   0.000000
 85     USA00R1   0.000000
 86     USA00S1   0.000000
 87     USA00V1   0.000000
 88     USA0131   0.000000
 89     USA0161   0.000000
 90     USA01I1   0.000000
 91     USA01J2   0.000000
 92     USA01L1   0.000000
 93     USA01P1   0.000000
 94     USA01Q1   0.000000
 95     USA0202   0.000000
 96     USA0231   0.009302
 97     USA0281   0.000000
 98     USA0291   0.000000
 99     USA02A1   0.000000
 100    USA02B1   0.000000
 101    USA02H1   0.000000
 102    USA02P1   0.007444
 ...        ...        ...
 12481  USAZY41   0.000000
 12482  USAZY51   0.000000
 12483  USAZY61  -0.230769
 12484  USAZY71   0.250000
 12485  USAZYI1   0.000000
 12486  USAZYJ1   0.000000
 12487  USAZYK1   0.000000
 12488  USAZYM1   0.923077
 12489  USAZYR1   0.009091
 12490  USAZYS1   0.000000
 12491  USAZYT1   0.000000
 12492  USAZYV1   0.125000
 12493  USAZYX1  -0.014308
 12494  USAZZ41   0.066667
 12495  USAZZ51   0.500000
 12496  USAZZ61   0.000000
 12497  USAZZ71   0.000000
 12498  USAZZ81  -0.001023
 12499  USAZZ91   0.000000
 12500  USAZZA1   0.000000
 12501  USAZZB1   0.000000
 12502  USAZZD1  -0.333333
 12503  USAZZF1   0.000000
 12504  USAZZI1  -0.175000
 12505  USAZZJ1  -0.001342
 12506  USAZZL1   0.000000
 12507  USAZZP1   0.142857
 12508  USAZZR1   0.000000
 12509  USAZZX1   0.000000
 12510  USAZZY1   0.004264
 
 [12438 rows x 2 columns], '20040915':         Barrid  DlyReturn
 73     USA0001   0.000000
 74     USA0011   0.000000
 75     USA0031   0.000000
 76     USA0062   0.000000
 77     USA00E2   0.000000
 78     USA00F1   0.000000
 79     USA00G2   0.000000
 80     USA00H1   0.000000
 81     USA00I1   0.000000
 82     USA00J1   0.000000
 83     USA00K1   0.000000
 84     USA00P1   0.000000
 85     USA00R1   0.000000
 86     USA00S1   0.000000
 87     USA00V1   0.000000
 88     USA0131   0.000000
 89     USA0161   0.002278
 90     USA01I1   0.000000
 91     USA01J2   0.000000
 92     USA01L1   0.000000
 93     USA01P1  -0.044177
 94     USA01Q1   0.000000
 95     USA0202   0.000000
 96     USA0231   0.000000
 97     USA0281   0.000000
 98     USA0291   0.000000
 99     USA02A1   0.000000
 100    USA02B1   0.008696
 101    USA02H1   0.000000
 102    USA02P1   0.000000
 ...        ...        ...
 12473  USAZY41   0.000000
 12474  USAZY51   0.000000
 12475  USAZY61   0.000000
 12476  USAZY71   0.000000
 12477  USAZYI1   0.000000
 12478  USAZYJ1   0.000000
 12479  USAZYK1   0.000000
 12480  USAZYM1   0.000000
 12481  USAZYR1  -0.009009
 12482  USAZYS1   0.000000
 12483  USAZYT1  -0.023810
 12484  USAZYV1  -0.333333
 12485  USAZYX1  -0.001613
 12486  USAZZ41   0.000000
 12487  USAZZ51   0.000000
 12488  USAZZ61   0.000000
 12489  USAZZ71   0.000000
 12490  USAZZ81  -0.017406
 12491  USAZZ91   0.000000
 12492  USAZZA1   0.000000
 12493  USAZZB1   0.000000
 12494  USAZZD1   0.000000
 12495  USAZZF1  -0.025641
 12496  USAZZI1   0.000000
 12497  USAZZJ1  -0.052601
 12498  USAZZL1   0.000000
 12499  USAZZP1   0.000000
 12500  USAZZR1   0.000000
 12501  USAZZX1   0.250000
 12502  USAZZY1  -0.009649
 
 [12430 rows x 2 columns], '20040916':         Barrid  DlyReturn
 73     USA0001   0.000000
 74     USA0011   0.000000
 75     USA0031   0.000000
 76     USA0062   0.000000
 77     USA00E2   0.000000
 78     USA00F1   0.000000
 79     USA00G2   0.000000
 80     USA00H1   0.000000
 81     USA00I1   0.000000
 82     USA00J1   0.000000
 83     USA00K1   0.000000
 84     USA00P1   0.000000
 85     USA00R1   0.000000
 86     USA00S1   0.000000
 87     USA00V1   0.000000
 88     USA0131   0.000000
 89     USA0161  -0.004318
 90     USA01I1   0.000000
 91     USA01J2   0.000000
 92     USA01L1   0.000000
 93     USA01P1   0.000000
 94     USA01Q1   0.000000
 95     USA0202   0.000000
 96     USA0231   0.000000
 97     USA0281   0.000000
 98     USA0291   0.000000
 99     USA02A1   0.000000
 100    USA02B1   0.034483
 101    USA02H1   0.000000
 102    USA02P1   0.000000
 ...        ...        ...
 12472  USAZY41   0.000000
 12473  USAZY51   0.000000
 12474  USAZY61   0.000000
 12475  USAZY71  -0.200000
 12476  USAZYI1   0.000000
 12477  USAZYJ1   0.000000
 12478  USAZYK1   0.000000
 12479  USAZYM1   0.000000
 12480  USAZYR1   0.000000
 12481  USAZYS1   0.000000
 12482  USAZYT1   0.341463
 12483  USAZYV1   0.166667
 12484  USAZYX1   0.001616
 12485  USAZZ41   0.000000
 12486  USAZZ51   0.000000
 12487  USAZZ61   0.000000
 12488  USAZZ71  -0.400000
 12489  USAZZ81   0.006600
 12490  USAZZ91   0.000000
 12491  USAZZA1   0.388889
 12492  USAZZB1   0.000000
 12493  USAZZD1   0.000000
 12494  USAZZF1   0.000000
 12495  USAZZI1   0.000000
 12496  USAZZJ1   0.062209
 12497  USAZZL1   0.000000
 12498  USAZZP1   0.000000
 12499  USAZZR1   0.000000
 12500  USAZZX1   0.000000
 12501  USAZZY1  -0.005846
 
 [12429 rows x 2 columns], '20040917':         Barrid  DlyReturn
 73     USA0001   0.000000
 74     USA0011   0.000000
 75     USA0031   0.000000
 76     USA0062   0.000000
 77     USA00E2   0.000000
 78     USA00F1   0.000000
 79     USA00G2   0.000000
 80     USA00H1   0.000000
 81     USA00I1   0.000000
 82     USA00J1   0.000000
 83     USA00K1   0.000000
 84     USA00P1   0.000000
 85     USA00R1   0.000000
 86     USA00S1   0.000000
 87     USA00V1   0.000000
 88     USA0131   0.000000
 89     USA0161   0.015750
 90     USA01I1   0.044004
 91     USA01J2   0.000000
 92     USA01L1   0.000000
 93     USA01P1   0.000000
 94     USA01Q1   0.000000
 95     USA0202   0.000000
 96     USA0231  -0.009217
 97     USA0281   0.000000
 98     USA0291   0.000000
 99     USA02A1   0.000000
 100    USA02B1   0.031746
 101    USA02H1   0.000000
 102    USA02P1   0.000000
 ...        ...        ...
 12473  USAZY41   0.000000
 12474  USAZY51   0.000000
 12475  USAZY61   0.000000
 12476  USAZY71   0.000000
 12477  USAZYI1   0.250000
 12478  USAZYJ1   0.000000
 12479  USAZYK1   0.000000
 12480  USAZYM1   0.000000
 12481  USAZYR1   0.000000
 12482  USAZYS1   0.000000
 12483  USAZYT1   0.181818
 12484  USAZYV1   0.000000
 12485  USAZYX1   0.000000
 12486  USAZZ41  -0.112500
 12487  USAZZ51   0.000000
 12488  USAZZ61   0.000000
 12489  USAZZ71   0.000000
 12490  USAZZ81   0.005176
 12491  USAZZ91   0.000000
 12492  USAZZA1   0.000000
 12493  USAZZB1   0.000000
 12494  USAZZD1   0.000000
 12495  USAZZF1   0.000000
 12496  USAZZI1   0.000000
 12497  USAZZJ1  -0.003815
 12498  USAZZL1   0.025000
 12499  USAZZP1   0.000000
 12500  USAZZR1   0.000000
 12501  USAZZX1  -0.200000
 12502  USAZZY1   0.012152
 
 [12430 rows x 2 columns], '20040920':         Barrid  DlyReturn
 73     USA0001   0.000000
 74     USA0011   0.000000
 75     USA0031   0.000000
 76     USA0062   0.000000
 77     USA00E2   0.000000
 78     USA00F1   0.000000
 79     USA00G2   0.000000
 80     USA00H1   0.000000
 81     USA00I1   0.000000
 82     USA00J1   0.000000
 83     USA00K1   0.000000
 84     USA00P1   0.000000
 85     USA00R1   0.000000
 86     USA00S1   0.000000
 87     USA00V1   0.000000
 88     USA0131   0.000000
 89     USA0161   0.005843
 90     USA01I1   0.000000
 91     USA01J2   0.000000
 92     USA01L1   0.000000
 93     USA01P1   0.000000
 94     USA01Q1   0.000000
 95     USA0202   0.000000
 96     USA0231   0.000000
 97     USA0281   0.000000
 98     USA0291   0.000000
 99     USA02A1   0.000000
 100    USA02B1   0.003846
 101    USA02H1   0.000000
 102    USA02P1   0.000000
 ...        ...        ...
 12473  USAZY41   0.000000
 12474  USAZY51   0.000000
 12475  USAZY61   0.000000
 12476  USAZY71   0.000000
 12477  USAZYI1   0.800000
 12478  USAZYJ1   0.000000
 12479  USAZYK1   0.000000
 12480  USAZYM1   0.000000
 12481  USAZYR1   0.060606
 12482  USAZYS1   0.000000
 12483  USAZYT1  -0.138462
 12484  USAZYV1   0.000000
 12485  USAZYX1   0.008065
 12486  USAZZ41   0.000000
 12487  USAZZ51   0.000000
 12488  USAZZ61   0.000000
 12489  USAZZ71   0.000000
 12490  USAZZ81  -0.014418
 12491  USAZZ91   0.000000
 12492  USAZZA1   0.000000
 12493  USAZZB1   0.000000
 12494  USAZZD1   0.000000
 12495  USAZZF1   0.015789
 12496  USAZZI1   0.000000
 12497  USAZZJ1  -0.048832
 12498  USAZZL1   0.000000
 12499  USAZZP1   0.000000
 12500  USAZZR1   0.000000
 12501  USAZZX1   0.000000
 12502  USAZZY1  -0.031758
 
 [12430 rows x 2 columns], '20040921':         Barrid  DlyReturn
 73     USA0001   0.000000
 74     USA0011   0.000000
 75     USA0031   0.000000
 76     USA0062   0.000000
 77     USA00E2   0.000000
 78     USA00F1  -0.010441
 79     USA00G2   0.000000
 80     USA00H1   0.000000
 81     USA00I1   0.000000
 82     USA00J1   0.000000
 83     USA00K1   0.000000
 84     USA00P1   0.000000
 85     USA00R1   0.000000
 86     USA00S1   0.000000
 87     USA00V1   0.000000
 88     USA0131   0.000000
 89     USA0161  -0.020107
 90     USA01I1   0.000000
 91     USA01J2   0.000000
 92     USA01L1   0.000000
 93     USA01P1   0.000000
 94     USA01Q1  -0.082055
 95     USA0202   0.000000
 96     USA0231   0.000000
 97     USA0281   0.000000
 98     USA0291   0.000000
 99     USA02A1   0.000000
 100    USA02B1   0.026820
 101    USA02H1   0.000000
 102    USA02P1   0.000000
 ...        ...        ...
 12475  USAZY41   0.000000
 12476  USAZY51   0.000000
 12477  USAZY61   0.000000
 12478  USAZY71   0.000000
 12479  USAZYI1   0.111111
 12480  USAZYJ1   0.000000
 12481  USAZYK1   0.000000
 12482  USAZYM1  -0.600000
 12483  USAZYR1   0.085714
 12484  USAZYS1   0.000000
 12485  USAZYT1   0.000000
 12486  USAZYV1   0.000000
 12487  USAZYX1   0.000000
 12488  USAZZ41   0.126761
 12489  USAZZ51   0.000000
 12490  USAZZ61   0.000000
 12491  USAZZ71   0.000000
 12492  USAZZ81   0.015674
 12493  USAZZ91   0.000000
 12494  USAZZA1   0.000000
 12495  USAZZB1   0.000000
 12496  USAZZD1   0.000000
 12497  USAZZF1  -0.005181
 12498  USAZZI1   0.000000
 12499  USAZZJ1   0.410509
 12500  USAZZL1   0.024390
 12501  USAZZP1   0.000000
 12502  USAZZR1   0.000000
 12503  USAZZX1   0.500000
 12504  USAZZY1   0.018400
 
 [12432 rows x 2 columns], '20040922':         Barrid  DlyReturn
 73     USA0001   0.000000
 74     USA0011   0.000000
 75     USA0031   0.000000
 76     USA0062   0.000000
 77     USA00E2   0.000000
 78     USA00F1   0.000000
 79     USA00G2   0.000000
 80     USA00H1   0.000000
 81     USA00I1   0.000000
 82     USA00J1   0.000000
 83     USA00K1   0.000000
 84     USA00P1   0.000000
 85     USA00R1   0.000000
 86     USA00S1   0.000000
 87     USA00V1   0.000000
 88     USA0131   0.000000
 89     USA0161  -0.002280
 90     USA01I1   0.000000
 91     USA01J2   0.000000
 92     USA01L1   0.000000
 93     USA01P1   0.000000
 94     USA01Q1  -0.012195
 95     USA0202   0.000000
 96     USA0231  -0.013953
 97     USA0281   0.000000
 98     USA0291   0.000000
 99     USA02A1   0.000000
 100    USA02B1  -0.024254
 101    USA02H1   0.000000
 102    USA02P1   0.000000
 ...        ...        ...
 12476  USAZY41   0.000000
 12477  USAZY51   0.000000
 12478  USAZY61   0.000000
 12479  USAZY71   0.000000
 12480  USAZYI1   0.250000
 12481  USAZYJ1   0.000000
 12482  USAZYK1   0.000000
 12483  USAZYM1   0.000000
 12484  USAZYR1   0.236842
 12485  USAZYS1   0.000000
 12486  USAZYT1   0.107143
 12487  USAZYV1   0.000000
 12488  USAZYX1  -0.000800
 12489  USAZZ41   0.000000
 12490  USAZZ51   0.000000
 12491  USAZZ61   0.000000
 12492  USAZZ71   0.000000
 12493  USAZZ81  -0.006516
 12494  USAZZ91   0.000000
 12495  USAZZA1   0.000000
 12496  USAZZB1   0.000000
 12497  USAZZD1   0.000000
 12498  USAZZF1  -0.010417
 12499  USAZZI1   0.000000
 12500  USAZZJ1  -0.072652
 12501  USAZZL1  -0.083333
 12502  USAZZP1   0.250000
 12503  USAZZR1   0.000000
 12504  USAZZX1   0.000000
 12505  USAZZY1  -0.006284
 
 [12433 rows x 2 columns], '20040923':         Barrid  DlyReturn
 73     USA0001   0.000000
 74     USA0011   0.000000
 75     USA0031   0.000000
 76     USA0062   0.000000
 77     USA00E2   0.000000
 78     USA00F1  -0.018757
 79     USA00G2   0.000000
 80     USA00H1   0.000000
 81     USA00I1   0.000000
 82     USA00J1   0.000000
 83     USA00K1   0.000000
 84     USA00P1   0.000000
 85     USA00R1   0.000000
 86     USA00S1   0.000000
 87     USA00V1   0.000000
 88     USA0131   0.000000
 89     USA0161  -0.016225
 90     USA01I1   0.000000
 91     USA01J2   0.000000
 92     USA01L1   0.000000
 93     USA01P1   0.000000
 94     USA01Q1   0.000000
 95     USA0202   0.000000
 96     USA0231   0.000000
 97     USA0281   0.000000
 98     USA0291   0.000000
 99     USA02A1   0.000000
 100    USA02B1   0.000000
 101    USA02H1   0.000000
 102    USA02P1   0.003628
 ...        ...        ...
 12479  USAZY41   0.000000
 12480  USAZY51   0.000000
 12481  USAZY61   0.000000
 12482  USAZY71   0.000000
 12483  USAZYI1   0.120000
 12484  USAZYJ1   0.000000
 12485  USAZYK1   0.000000
 12486  USAZYM1   0.000000
 12487  USAZYR1  -0.085106
 12488  USAZYS1   0.000000
 12489  USAZYT1  -0.161290
 12490  USAZYV1   0.000000
 12491  USAZYX1  -0.018415
 12492  USAZZ41   0.000000
 12493  USAZZ51   0.000000
 12494  USAZZ61   0.000000
 12495  USAZZ71   0.000000
 12496  USAZZ81   0.013462
 12497  USAZZ91   0.000000
 12498  USAZZA1   0.000000
 12499  USAZZB1   0.000000
 12500  USAZZD1   0.000000
 12501  USAZZF1   0.010526
 12502  USAZZI1   0.000000
 12503  USAZZJ1   0.013391
 12504  USAZZL1   0.038961
 12505  USAZZP1   0.500000
 12506  USAZZR1   0.000000
 12507  USAZZX1   0.000000
 12508  USAZZY1  -0.001976
 
 [12436 rows x 2 columns], '20040924':         Barrid  DlyReturn
 73     USA0001   0.000000
 74     USA0011   0.000000
 75     USA0031   0.000000
 76     USA0062   0.000000
 77     USA00E2   0.000000
 78     USA00F1   0.000000
 79     USA00G2   0.000000
 80     USA00H1   0.000000
 81     USA00I1   0.000000
 82     USA00J1   0.000000
 83     USA00K1   0.000000
 84     USA00P1   0.000000
 85     USA00R1   0.000000
 86     USA00S1   0.000000
 87     USA00V1   0.000000
 88     USA0131   0.000000
 89     USA0161  -0.001161
 90     USA01I1   0.000000
 91     USA01J2   0.000000
 92     USA01L1   0.000000
 93     USA01P1   0.000000
 94     USA01Q1   0.000000
 95     USA0202   0.000000
 96     USA0231   0.000000
 97     USA0281   0.000000
 98     USA0291   0.000000
 99     USA02A1   0.000000
 100    USA02B1   0.000000
 101    USA02H1   0.000000
 102    USA02P1   0.000000
 ...        ...        ...
 12481  USAZY41   0.000000
 12482  USAZY51   0.000000
 12483  USAZY61   0.000000
 12484  USAZY71   0.250000
 12485  USAZYI1   0.035714
 12486  USAZYJ1   0.000000
 12487  USAZYK1   0.000000
 12488  USAZYM1   0.000000
 12489  USAZYR1   0.000000
 12490  USAZYS1   0.000000
 12491  USAZYT1   0.134615
 12492  USAZYV1  -0.114286
 12493  USAZYX1   0.001631
 12494  USAZZ41  -0.125000
 12495  USAZZ51   0.000000
 12496  USAZZ61   0.000000
 12497  USAZZ71   0.000000
 12498  USAZZ81  -0.009877
 12499  USAZZ91   0.000000
 12500  USAZZA1  -0.200000
 12501  USAZZB1   0.000000
 12502  USAZZD1   0.000000
 12503  USAZZF1  -0.010417
 12504  USAZZI1   0.000000
 12505  USAZZJ1   0.006835
 12506  USAZZL1   0.000000
 12507  USAZZP1   0.666667
 12508  USAZZR1   0.000000
 12509  USAZZX1   0.000000
 12510  USAZZY1  -0.001584
 
 [12438 rows x 2 columns], '20040927':         Barrid  DlyReturn
 73     USA0001   0.000000
 74     USA0011   0.000000
 75     USA0031   0.000000
 76     USA0062   0.000000
 77     USA00E2   0.000000
 78     USA00F1   0.000000
 79     USA00G2   0.000000
 80     USA00H1   0.000000
 81     USA00I1   0.000000
 82     USA00J1   0.000000
 83     USA00K1   0.000000
 84     USA00P1   0.000000
 85     USA00R1   0.000000
 86     USA00S1   0.000000
 87     USA00V1   0.000000
 88     USA0131   0.000000
 89     USA0161   0.000000
 90     USA01I1   0.000000
 91     USA01J2   0.000000
 92     USA01L1   0.000000
 93     USA01P1   0.000000
 94     USA01Q1   0.000000
 95     USA0202   0.000000
 96     USA0231   0.000000
 97     USA0281  -0.011673
 98     USA0291   0.000000
 99     USA02A1   0.000000
 100    USA02B1  -0.014914
 101    USA02H1   0.000000
 102    USA02P1  -0.029557
 ...        ...        ...
 12481  USAZY41   0.000000
 12482  USAZY51   0.000000
 12483  USAZY61   0.000000
 12484  USAZY71  -0.200000
 12485  USAZYI1  -0.241379
 12486  USAZYJ1   0.000000
 12487  USAZYK1   0.000000
 12488  USAZYM1   0.000000
 12489  USAZYR1  -0.023256
 12490  USAZYS1   0.000000
 12491  USAZYT1  -0.152542
 12492  USAZYV1   0.000000
 12493  USAZYX1   0.004072
 12494  USAZZ41   0.000000
 12495  USAZZ51   0.000000
 12496  USAZZ61   0.000000
 12497  USAZZ71   0.000000
 12498  USAZZ81   0.015525
 12499  USAZZ91   0.000000
 12500  USAZZA1  -0.100000
 12501  USAZZB1   0.000000
 12502  USAZZD1   0.000000
 12503  USAZZF1   0.000000
 12504  USAZZI1   0.000000
 12505  USAZZJ1  -0.041484
 12506  USAZZL1  -0.025000
 12507  USAZZP1  -0.120000
 12508  USAZZR1   0.000000
 12509  USAZZX1  -0.333333
 12510  USAZZY1   0.018247
 
 [12438 rows x 2 columns], '20040928':         Barrid  DlyReturn
 73     USA0001   0.000000
 74     USA0011   0.000000
 75     USA0031   0.000000
 76     USA0062   0.000000
 77     USA00E2   0.000000
 78     USA00F1   0.000000
 79     USA00G2   0.000000
 80     USA00H1   0.000000
 81     USA00I1   0.000000
 82     USA00J1   0.000000
 83     USA00K1   0.000000
 84     USA00P1   0.000000
 85     USA00R1   0.000000
 86     USA00S1   0.000000
 87     USA00V1   0.000000
 88     USA0131   0.000000
 89     USA0161  -0.027907
 90     USA01I1   0.000000
 91     USA01J2   0.000000
 92     USA01L1   0.000000
 93     USA01P1  -0.084034
 94     USA01Q1   0.000000
 95     USA0202   0.000000
 96     USA0231   0.000000
 97     USA0281   0.000000
 98     USA0291   0.000000
 99     USA02A1   0.000000
 100    USA02B1  -0.021739
 101    USA02H1   0.000000
 102    USA02P1   0.005076
 ...        ...        ...
 12482  USAZY41   0.000000
 12483  USAZY51   0.000000
 12484  USAZY61   0.000000
 12485  USAZY71   0.000000
 12486  USAZYI1  -0.136364
 12487  USAZYJ1   0.000000
 12488  USAZYK1   0.000000
 12489  USAZYM1   0.000000
 12490  USAZYR1   0.023810
 12491  USAZYS1   0.000000
 12492  USAZYT1   0.060000
 12493  USAZYV1   0.000000
 12494  USAZYX1   0.001622
 12495  USAZZ41  -0.142857
 12496  USAZZ51   0.000000
 12497  USAZZ61   0.000000
 12498  USAZZ71   0.000000
 12499  USAZZ81   0.006536
 12500  USAZZ91   0.000000
 12501  USAZZA1   0.000000
 12502  USAZZB1   0.000000
 12503  USAZZD1   0.000000
 12504  USAZZF1  -0.015789
 12505  USAZZI1   0.000000
 12506  USAZZJ1  -0.050677
 12507  USAZZL1   0.025641
 12508  USAZZP1  -0.045455
 12509  USAZZR1   0.000000
 12510  USAZZX1   0.000000
 12511  USAZZY1   0.015972
 
 [12439 rows x 2 columns], '20040929':         Barrid  DlyReturn
 73     USA0001   0.000000
 74     USA0011   0.000000
 75     USA0031   0.000000
 76     USA0062  -0.016605
 77     USA00E2   0.000000
 78     USA00F1   0.000000
 79     USA00G2   0.000000
 80     USA00H1   0.000000
 81     USA00I1   0.000000
 82     USA00J1   0.000000
 83     USA00K1   0.000000
 84     USA00P1   0.000000
 85     USA00R1   0.000000
 86     USA00S1   0.000000
 87     USA00V1   0.000000
 88     USA0131   0.000000
 89     USA0161  -0.013876
 90     USA01I1   0.000388
 91     USA01J2   0.000000
 92     USA01L1   0.000000
 93     USA01P1   0.000000
 94     USA01Q1   0.000000
 95     USA0202   0.000000
 96     USA0231   0.000000
 97     USA0281   0.000000
 98     USA0291   0.000000
 99     USA02A1   0.000000
 100    USA02B1   0.000000
 101    USA02H1   0.000000
 102    USA02P1   0.000000
 ...        ...        ...
 12484  USAZY41   0.000000
 12485  USAZY51   0.000000
 12486  USAZY61   0.000000
 12487  USAZY71   0.000000
 12488  USAZYI1   0.000000
 12489  USAZYJ1   0.000000
 12490  USAZYK1   0.000000
 12491  USAZYM1   0.000000
 12492  USAZYR1  -0.023256
 12493  USAZYS1   0.000000
 12494  USAZYT1  -0.037736
 12495  USAZYV1   0.290323
 12496  USAZYX1   0.000000
 12497  USAZZ41   0.000000
 12498  USAZZ51   0.000000
 12499  USAZZ61   0.000000
 12500  USAZZ71   0.000000
 12501  USAZZ81  -0.004785
 12502  USAZZ91   0.000000
 12503  USAZZA1   0.000000
 12504  USAZZB1   0.000000
 12505  USAZZD1   0.000000
 12506  USAZZF1  -0.010695
 12507  USAZZI1   0.000000
 12508  USAZZJ1  -0.016412
 12509  USAZZL1  -0.037500
 12510  USAZZP1   0.000000
 12511  USAZZR1   0.000000
 12512  USAZZX1   0.000000
 12513  USAZZY1   0.000000
 
 [12441 rows x 2 columns], '20040930':         Barrid  DlyReturn
 73     USA0001   0.000000
 74     USA0011   0.000000
 75     USA0031   0.000000
 76     USA0062   0.000000
 77     USA00E2   0.000000
 78     USA00F1   0.000000
 79     USA00G2   0.021121
 80     USA00H1   0.000000
 81     USA00I1   0.000000
 82     USA00J1   0.000000
 83     USA00K1   0.000000
 84     USA00P1   0.000000
 85     USA00R1   0.000000
 86     USA00S1   0.000000
 87     USA00V1   0.000000
 88     USA0131   0.000000
 89     USA0161  -0.029355
 90     USA01I1   0.000000
 91     USA01J2   0.000000
 92     USA01L1   0.000000
 93     USA01P1   0.000000
 94     USA01Q1   0.000000
 95     USA0202   0.000000
 96     USA0231   0.000000
 97     USA0281  -0.001969
 98     USA0291   0.036946
 99     USA02A1   0.000000
 100    USA02B1   0.000000
 101    USA02H1   0.000000
 102    USA02P1   0.000000
 ...        ...        ...
 12506  USAZY41   0.000000
 12507  USAZY51   0.198347
 12508  USAZY61   0.000000
 12509  USAZY71   0.000000
 12510  USAZYI1   0.000000
 12511  USAZYJ1   0.000000
 12512  USAZYK1  -0.980000
 12513  USAZYM1   0.000000
 12514  USAZYR1  -0.047619
 12515  USAZYS1   0.000000
 12516  USAZYT1  -0.019608
 12517  USAZYV1   0.125000
 12518  USAZYX1   0.003239
 12519  USAZZ41   0.083333
 12520  USAZZ51   0.000000
 12521  USAZZ61   0.000000
 12522  USAZZ71   0.000000
 12523  USAZZ81   0.002404
 12524  USAZZ91   0.000000
 12525  USAZZA1   0.000000
 12526  USAZZB1   0.000000
 12527  USAZZD1   0.000000
 12528  USAZZF1   0.000000
 12529  USAZZI1   0.090909
 12530  USAZZJ1   0.013315
 12531  USAZZL1   0.038961
 12532  USAZZP1   0.428571
 12533  USAZZR1   0.000000
 12534  USAZZX1   0.000000
 12535  USAZZY1   0.010353
 
 [12463 rows x 2 columns], '20041001':         Barrid  DlyReturn
 73     USA0001   0.000000
 74     USA0011   0.000000
 75     USA0031   0.000000
 76     USA0062   0.000000
 77     USA00E2   0.000000
 78     USA00F1   0.000000
 79     USA00G2   0.000000
 80     USA00H1   0.000000
 81     USA00I1   0.000000
 82     USA00J1   0.000000
 83     USA00K1   0.000000
 84     USA00P1   0.000000
 85     USA00R1   0.000000
 86     USA00S1   0.000000
 87     USA00V1   0.000000
 88     USA0131   0.000000
 89     USA0161   0.019995
 90     USA01I1   0.000000
 91     USA01J2   0.000000
 92     USA01L1   0.000000
 93     USA01P1   0.032110
 94     USA01Q1   0.000000
 95     USA0202   0.000000
 96     USA0231   0.000000
 97     USA0281   0.000000
 98     USA0291   0.000000
 99     USA02A1   0.000000
 100    USA02B1   0.031349
 101    USA02H1   0.000000
 102    USA02P1   0.012626
 ...        ...        ...
 12501  USAZY41   0.000000
 12502  USAZY51   0.000000
 12503  USAZY61   0.000000
 12504  USAZY71   0.000000
 12505  USAZYI1  -0.105263
 12506  USAZYJ1   0.000000
 12507  USAZYK1   0.000000
 12508  USAZYM1   0.000000
 12509  USAZYR1   0.025000
 12510  USAZYS1   0.000000
 12511  USAZYT1  -0.010000
 12512  USAZYV1  -0.111111
 12513  USAZYX1  -0.000807
 12514  USAZZ41  -0.076923
 12515  USAZZ51   0.000000
 12516  USAZZ61   0.500000
 12517  USAZZ71   0.000000
 12518  USAZZ81  -0.002741
 12519  USAZZ91   0.000000
 12520  USAZZA1   0.000000
 12521  USAZZB1   0.000000
 12522  USAZZD1   0.000000
 12523  USAZZF1  -0.027027
 12524  USAZZI1   0.000000
 12525  USAZZJ1   0.095476
 12526  USAZZL1   0.000000
 12527  USAZZP1   0.033333
 12528  USAZZR1   0.000000
 12529  USAZZX1   0.125000
 12530  USAZZY1   0.044402
 
 [12458 rows x 2 columns], '20041004':         Barrid  DlyReturn
 73     USA0001   0.000000
 74     USA0011   0.000000
 75     USA0031   0.000000
 76     USA0062   0.000000
 77     USA00E2   0.000000
 78     USA00F1   0.000000
 79     USA00G2   0.000000
 80     USA00H1   0.000000
 81     USA00I1   0.000000
 82     USA00J1   0.000000
 83     USA00K1   0.000000
 84     USA00P1   0.000000
 85     USA00R1   0.000000
 86     USA00S1   0.000000
 87     USA00V1   0.000000
 88     USA0131   0.000000
 89     USA0161   0.023524
 90     USA01I1   0.000000
 91     USA01J2   0.000000
 92     USA01L1   0.000000
 93     USA01P1   0.022222
 94     USA01Q1   0.000000
 95     USA0202   0.000000
 96     USA0231   0.000000
 97     USA0281   0.000000
 98     USA0291   0.000000
 99     USA02A1   0.000000
 100    USA02B1   0.019623
 101    USA02H1   0.000000
 102    USA02P1   0.000000
 ...        ...        ...
 12496  USAZY41   0.000000
 12497  USAZY51   0.000000
 12498  USAZY61   0.000000
 12499  USAZY71   0.000000
 12500  USAZYI1  -0.058824
 12501  USAZYJ1   0.000000
 12502  USAZYK1   0.000000
 12503  USAZYM1   0.000000
 12504  USAZYR1   0.000000
 12505  USAZYS1   0.000000
 12506  USAZYT1   0.090909
 12507  USAZYV1  -0.125000
 12508  USAZYX1  -0.006462
 12509  USAZZ41   0.083333
 12510  USAZZ51   0.000000
 12511  USAZZ61   0.000000
 12512  USAZZ71   0.000000
 12513  USAZZ81  -0.005153
 12514  USAZZ91   0.000000
 12515  USAZZA1   0.000000
 12516  USAZZB1   0.000000
 12517  USAZZD1   0.000000
 12518  USAZZF1   0.038889
 12519  USAZZI1   0.000000
 12520  USAZZJ1  -0.061342
 12521  USAZZL1   0.000000
 12522  USAZZP1  -0.193548
 12523  USAZZR1   0.000000
 12524  USAZZX1  -0.111111
 12525  USAZZY1   0.002907
 
 [12453 rows x 2 columns], '20041005':         Barrid  DlyReturn
 73     USA0001   0.000000
 74     USA0011   0.000000
 75     USA0031   0.000000
 76     USA0062   0.031895
 77     USA00E2   0.000000
 78     USA00F1  -0.034648
 79     USA00G2   0.000000
 80     USA00H1   0.000000
 81     USA00I1   0.000000
 82     USA00J1   0.000000
 83     USA00K1   0.000000
 84     USA00P1   0.000000
 85     USA00R1   0.000000
 86     USA00S1   0.000000
 87     USA00V1   0.000000
 88     USA0131  -0.038140
 89     USA0161  -0.008619
 90     USA01I1   0.000000
 91     USA01J2   0.094104
 92     USA01L1   0.000000
 93     USA01P1   0.000000
 94     USA01Q1   0.014403
 95     USA0202   0.000000
 96     USA0231   0.000000
 97     USA0281   0.019724
 98     USA0291   0.000000
 99     USA02A1   0.000000
 100    USA02B1   0.000377
 101    USA02H1   0.000000
 102    USA02P1   0.017456
 ...        ...        ...
 12498  USAZY41   0.000000
 12499  USAZY51   0.000000
 12500  USAZY61   0.000000
 12501  USAZY71   0.000000
 12502  USAZYI1   0.000000
 12503  USAZYJ1   0.000000
 12504  USAZYK1   0.000000
 12505  USAZYM1   0.000000
 12506  USAZYR1  -0.024390
 12507  USAZYS1   0.000000
 12508  USAZYT1   0.000000
 12509  USAZYV1   0.000000
 12510  USAZYX1   0.000000
 12511  USAZZ41   0.000000
 12512  USAZZ51   0.000000
 12513  USAZZ61   0.000000
 12514  USAZZ71   0.000000
 12515  USAZZ81   0.007251
 12516  USAZZ91   0.000000
 12517  USAZZA1   0.000000
 12518  USAZZB1   0.000000
 12519  USAZZD1  -0.500000
 12520  USAZZF1  -0.064171
 12521  USAZZI1   0.000000
 12522  USAZZJ1  -0.192333
 12523  USAZZL1  -0.025000
 12524  USAZZP1   0.200000
 12525  USAZZR1   0.000000
 12526  USAZZX1   0.000000
 12527  USAZZY1  -0.028986
 
 [12455 rows x 2 columns], '20041006':         Barrid  DlyReturn
 73     USA0001   0.000000
 74     USA0011   0.000000
 75     USA0031   0.000000
 76     USA0062   0.000000
 77     USA00E2   0.000000
 78     USA00F1  -0.038366
 79     USA00G2   0.000000
 80     USA00H1   0.000000
 81     USA00I1   0.000000
 82     USA00J1   0.000000
 83     USA00K1   0.000000
 84     USA00P1   0.000000
 85     USA00R1   0.000000
 86     USA00S1   0.000000
 87     USA00V1   0.000000
 88     USA0131   0.000000
 89     USA0161  -0.005796
 90     USA01I1   0.000000
 91     USA01J2   0.000000
 92     USA01L1   0.000000
 93     USA01P1   0.000000
 94     USA01Q1   0.000000
 95     USA0202   0.000000
 96     USA0231   0.000000
 97     USA0281   0.000000
 98     USA0291   0.000000
 99     USA02A1   0.000000
 100    USA02B1   0.022256
 101    USA02H1   0.000000
 102    USA02P1   0.000000
 ...        ...        ...
 12499  USAZY41   0.000000
 12500  USAZY51   0.000000
 12501  USAZY61   0.000000
 12502  USAZY71   0.000000
 12503  USAZYI1   0.000000
 12504  USAZYJ1  -0.117647
 12505  USAZYK1   0.000000
 12506  USAZYM1   0.000000
 12507  USAZYR1   0.000000
 12508  USAZYS1   0.000000
 12509  USAZYT1   0.018519
 12510  USAZYV1   0.000000
 12511  USAZYX1   0.000000
 12512  USAZZ41  -0.153846
 12513  USAZZ51   0.000000
 12514  USAZZ61   0.000000
 12515  USAZZ71   0.000000
 12516  USAZZ81  -0.007885
 12517  USAZZ91   0.000000
 12518  USAZZA1   0.000000
 12519  USAZZB1   0.000000
 12520  USAZZD1   0.000000
 12521  USAZZF1  -0.028571
 12522  USAZZI1   0.000000
 12523  USAZZJ1   0.044462
 12524  USAZZL1  -0.012821
 12525  USAZZP1   0.000000
 12526  USAZZR1   0.000000
 12527  USAZZX1   0.000000
 12528  USAZZY1  -0.006716
 
 [12456 rows x 2 columns], '20041007':         Barrid  DlyReturn
 73     USA0001   0.000000
 74     USA0011   0.000000
 75     USA0031   0.000000
 76     USA0062   0.000000
 77     USA00E2   0.000000
 78     USA00F1   0.000000
 79     USA00G2   0.000000
 80     USA00H1   0.000000
 81     USA00I1   0.000000
 82     USA00J1   0.000000
 83     USA00K1   0.000000
 84     USA00P1   0.000000
 85     USA00R1   0.000000
 86     USA00S1   0.000000
 87     USA00V1   0.000000
 88     USA0131   0.000000
 89     USA0161   0.015545
 90     USA01I1   0.000000
 91     USA01J2   0.000000
 92     USA01L1   0.000000
 93     USA01P1   0.000000
 94     USA01Q1   0.000000
 95     USA0202   0.000000
 96     USA0231   0.000000
 97     USA0281   0.000000
 98     USA0291   0.000000
 99     USA02A1   0.000000
 100    USA02B1   0.018450
 101    USA02H1   0.000000
 102    USA02P1   0.000000
 ...        ...        ...
 12502  USAZY41   0.000000
 12503  USAZY51   0.000000
 12504  USAZY61   0.000000
 12505  USAZY71   0.000000
 12506  USAZYI1   0.000000
 12507  USAZYJ1   0.200000
 12508  USAZYK1   0.000000
 12509  USAZYM1   0.000000
 12510  USAZYR1   0.075000
 12511  USAZYS1   0.000000
 12512  USAZYT1  -0.018182
 12513  USAZYV1   0.000000
 12514  USAZYX1  -0.004065
 12515  USAZZ41   0.000000
 12516  USAZZ51   0.000000
 12517  USAZZ61   0.000000
 12518  USAZZ71   1.033333
 12519  USAZZ81  -0.015895
 12520  USAZZ91   0.000000
 12521  USAZZA1  -0.055556
 12522  USAZZB1   0.000000
 12523  USAZZD1   0.000000
 12524  USAZZF1   0.000000
 12525  USAZZI1   0.000000
 12526  USAZZJ1  -0.024545
 12527  USAZZL1  -0.025974
 12528  USAZZP1   0.000000
 12529  USAZZR1   0.000000
 12530  USAZZX1   0.000000
 12531  USAZZY1  -0.022164
 
 [12459 rows x 2 columns], '20041008':         Barrid  DlyReturn
 73     USA0001   0.000000
 74     USA0011   0.000000
 75     USA0031   0.000000
 76     USA0062   0.000000
 77     USA00E2   0.000000
 78     USA00F1   0.000000
 79     USA00G2   0.000000
 80     USA00H1   0.000000
 81     USA00I1   0.040706
 82     USA00J1   0.000000
 83     USA00K1   0.000000
 84     USA00P1   0.000000
 85     USA00R1   0.000000
 86     USA00S1  -0.015452
 87     USA00V1   0.000000
 88     USA0131   0.000000
 89     USA0161  -0.027505
 90     USA01I1   0.000000
 91     USA01J2   0.000000
 92     USA01L1   0.080581
 93     USA01P1  -0.017391
 94     USA01Q1   0.000000
 95     USA0202   0.000000
 96     USA0231   0.007075
 97     USA0281   0.000000
 98     USA0291   0.000000
 99     USA02A1   0.000000
 100    USA02B1   0.014493
 101    USA02H1   0.000000
 102    USA02P1  -0.004902
 ...        ...        ...
 12501  USAZY41   0.000000
 12502  USAZY51   0.000000
 12503  USAZY61   0.000000
 12504  USAZY71   0.000000
 12505  USAZYI1  -0.125000
 12506  USAZYJ1   0.000000
 12507  USAZYK1   0.000000
 12508  USAZYM1   0.000000
 12509  USAZYR1   0.023256
 12510  USAZYS1   0.000000
 12511  USAZYT1  -0.037037
 12512  USAZYV1  -0.371429
 12513  USAZYX1   0.000000
 12514  USAZZ41   0.000000
 12515  USAZZ51   0.000000
 12516  USAZZ61   0.000000
 12517  USAZZ71   0.000000
 12518  USAZZ81   0.011587
 12519  USAZZ91   0.000000
 12520  USAZZA1   0.000000
 12521  USAZZB1   0.000000
 12522  USAZZD1   1.000000
 12523  USAZZF1   0.088235
 12524  USAZZI1   0.000000
 12525  USAZZJ1   0.025899
 12526  USAZZL1   0.066667
 12527  USAZZP1   0.000000
 12528  USAZZR1   0.000000
 12529  USAZZX1   0.000000
 12530  USAZZY1  -0.008068
 
 [12458 rows x 2 columns], '20041011':         Barrid  DlyReturn
 73     USA0001   0.000000
 74     USA0011   0.000000
 75     USA0031   0.000000
 76     USA0062   0.000000
 77     USA00E2   0.000000
 78     USA00F1   0.000000
 79     USA00G2   0.000000
 80     USA00H1   0.000000
 81     USA00I1   0.000000
 82     USA00J1   0.000000
 83     USA00K1   0.000000
 84     USA00P1   0.000000
 85     USA00R1   0.000000
 86     USA00S1   0.000000
 87     USA00V1   0.000000
 88     USA0131   0.000000
 89     USA0161   0.016970
 90     USA01I1   0.000000
 91     USA01J2   0.000000
 92     USA01L1   0.000000
 93     USA01P1   0.000000
 94     USA01Q1   0.000000
 95     USA0202   0.000000
 96     USA0231   0.000000
 97     USA0281   0.000000
 98     USA0291   0.000000
 99     USA02A1   0.000000
 100    USA02B1   0.000000
 101    USA02H1   0.000000
 102    USA02P1   0.000000
 ...        ...        ...
 12501  USAZY41   0.000000
 12502  USAZY51   0.000000
 12503  USAZY61   0.000000
 12504  USAZY71   0.000000
 12505  USAZYI1   0.000000
 12506  USAZYJ1   0.000000
 12507  USAZYK1   0.000000
 12508  USAZYM1   0.000000
 12509  USAZYR1   0.043182
 12510  USAZYS1   0.000000
 12511  USAZYT1  -0.038462
 12512  USAZYV1  -0.318182
 12513  USAZYX1   0.000000
 12514  USAZZ41   0.000000
 12515  USAZZ51   0.000000
 12516  USAZZ61   0.000000
 12517  USAZZ71   0.000000
 12518  USAZZ81  -0.001041
 12519  USAZZ91   0.000000
 12520  USAZZA1   0.000000
 12521  USAZZB1   0.000000
 12522  USAZZD1  -0.500000
 12523  USAZZF1   0.000000
 12524  USAZZI1   0.000000
 12525  USAZZJ1  -0.001485
 12526  USAZZL1  -0.067500
 12527  USAZZP1   0.000000
 12528  USAZZR1   0.000000
 12529  USAZZX1   0.000000
 12530  USAZZY1  -0.001162
 
 [12458 rows x 2 columns], '20041012':         Barrid  DlyReturn
 73     USA0001   0.000000
 74     USA0011   0.000000
 75     USA0031   0.000000
 76     USA0062   0.000000
 77     USA00E2   0.000000
 78     USA00F1   0.000000
 79     USA00G2   0.000000
 80     USA00H1   0.000000
 81     USA00I1   0.000000
 82     USA00J1   0.000000
 83     USA00K1   0.000000
 84     USA00P1   0.000000
 85     USA00R1   0.000000
 86     USA00S1   0.000000
 87     USA00V1   0.000000
 88     USA0131   0.000000
 89     USA0161  -0.030230
 90     USA01I1   0.000000
 91     USA01J2   0.000000
 92     USA01L1   0.000000
 93     USA01P1   0.000000
 94     USA01Q1   0.000000
 95     USA0202  -0.016731
 96     USA0231   0.000000
 97     USA0281   0.000000
 98     USA0291   0.000000
 99     USA02A1   0.000000
 100    USA02B1   0.000000
 101    USA02H1   0.000000
 102    USA02P1   0.000000
 ...        ...        ...
 12502  USAZY41   0.000000
 12503  USAZY51   0.000000
 12504  USAZY61   0.000000
 12505  USAZY71   0.000000
 12506  USAZYI1  -0.285714
 12507  USAZYJ1   0.000000
 12508  USAZYK1   0.000000
 12509  USAZYM1   0.000000
 12510  USAZYR1  -0.041394
 12511  USAZYS1   0.000000
 12512  USAZYT1   0.000000
 12513  USAZYV1   0.400000
 12514  USAZYX1   0.004082
 12515  USAZZ41   0.000000
 12516  USAZZ51   0.000000
 12517  USAZZ61   0.666667
 12518  USAZZ71  -0.426230
 12519  USAZZ81  -0.004517
 12520  USAZZ91   0.000000
 12521  USAZZA1   0.000000
 12522  USAZZB1   0.000000
 12523  USAZZD1   0.000000
 12524  USAZZF1   0.000000
 12525  USAZZI1   0.000000
 12526  USAZZJ1   0.037997
 12527  USAZZL1  -0.034853
 12528  USAZZP1   0.000000
 12529  USAZZR1   0.000000
 12530  USAZZX1   0.250000
 12531  USAZZY1  -0.000388
 
 [12459 rows x 2 columns], '20041013':         Barrid  DlyReturn
 73     USA0001   0.000000
 74     USA0011   0.000000
 75     USA0031   0.003780
 76     USA0062   0.000000
 77     USA00E2   0.000000
 78     USA00F1   0.000000
 79     USA00G2   0.000000
 80     USA00H1   0.000000
 81     USA00I1   0.000000
 82     USA00J1   0.000000
 83     USA00K1   0.000000
 84     USA00P1   0.000000
 85     USA00R1   0.000000
 86     USA00S1   0.000000
 87     USA00V1   0.000000
 88     USA0131   0.000000
 89     USA0161   0.034913
 90     USA01I1   0.000000
 91     USA01J2   0.000000
 92     USA01L1   0.000000
 93     USA01P1   0.000000
 94     USA01Q1   0.000000
 95     USA0202   0.000000
 96     USA0231   0.000000
 97     USA0281   0.000000
 98     USA0291   0.000000
 99     USA02A1   0.000000
 100    USA02B1  -0.032143
 101    USA02H1   0.000000
 102    USA02P1   0.000000
 ...        ...        ...
 12504  USAZY41   0.000000
 12505  USAZY51   0.000000
 12506  USAZY61   0.000000
 12507  USAZY71   0.000000
 12508  USAZYI1   0.000000
 12509  USAZYJ1  -0.166667
 12510  USAZYK1   0.000000
 12511  USAZYM1  -0.300000
 12512  USAZYR1  -0.022727
 12513  USAZYS1   0.000000
 12514  USAZYT1   0.000000
 12515  USAZYV1  -0.285714
 12516  USAZYX1  -0.008130
 12517  USAZZ41   0.236364
 12518  USAZZ51   0.000000
 12519  USAZZ61   0.200000
 12520  USAZZ71   0.000000
 12521  USAZZ81   0.008028
 12522  USAZZ91   0.000000
 12523  USAZZA1   0.000000
 12524  USAZZB1   0.000000
 12525  USAZZD1   0.000000
 12526  USAZZF1   0.010811
 12527  USAZZI1   0.000000
 12528  USAZZJ1  -0.023479
 12529  USAZZL1   0.000000
 12530  USAZZP1  -0.200000
 12531  USAZZR1   0.000000
 12532  USAZZX1  -0.100000
 12533  USAZZY1  -0.022886
 
 [12461 rows x 2 columns], '20041014':         Barrid  DlyReturn
 74     USA0001   0.000000
 75     USA0011   0.000000
 76     USA0031   0.000000
 77     USA0062   0.000000
 78     USA00E2   0.000000
 79     USA00F1   0.000000
 80     USA00G2   0.000000
 81     USA00H1   0.000000
 82     USA00I1   0.000000
 83     USA00J1   0.000000
 84     USA00K1   0.000000
 85     USA00P1   0.000000
 86     USA00R1   0.000000
 87     USA00S1   0.000000
 88     USA00V1   0.000000
 89     USA0131   0.000000
 90     USA0161   0.000000
 91     USA01I1   0.000000
 92     USA01J2   0.000000
 93     USA01L1   0.000000
 94     USA01P1   0.000000
 95     USA01Q1   0.000000
 96     USA0202   0.000000
 97     USA0231   0.000000
 98     USA0281   0.000000
 99     USA0291   0.000000
 100    USA02A1   0.000000
 101    USA02B1   0.000000
 102    USA02H1   0.000000
 103    USA02P1  -0.024631
 ...        ...        ...
 12505  USAZY41   0.000000
 12506  USAZY51   0.000000
 12507  USAZY61   0.000000
 12508  USAZY71   0.000000
 12509  USAZYI1   0.000000
 12510  USAZYJ1   0.000000
 12511  USAZYK1   0.000000
 12512  USAZYM1   0.000000
 12513  USAZYR1   0.000000
 12514  USAZYS1   0.000000
 12515  USAZYT1  -0.100000
 12516  USAZYV1   0.000000
 12517  USAZYX1   0.000000
 12518  USAZZ41   0.073529
 12519  USAZZ51   0.000000
 12520  USAZZ61   0.000000
 12521  USAZZ71   0.000000
 12522  USAZZ81   0.004501
 12523  USAZZ91   0.000000
 12524  USAZZA1   0.000000
 12525  USAZZB1   0.000000
 12526  USAZZD1   0.000000
 12527  USAZZF1  -0.064171
 12528  USAZZI1   0.000000
 12529  USAZZJ1   0.025937
 12530  USAZZL1   0.000000
 12531  USAZZP1   0.000000
 12532  USAZZR1   0.000000
 12533  USAZZX1  -0.111111
 12534  USAZZY1   0.000000
 
 [12461 rows x 2 columns], '20041015':         Barrid  DlyReturn
 74     USA0001   0.000000
 75     USA0011   0.000000
 76     USA0031   0.000000
 77     USA0062  -0.040000
 78     USA00E2   0.000000
 79     USA00F1  -0.115830
 80     USA00G2   0.000000
 81     USA00H1   0.000000
 82     USA00I1   0.000000
 83     USA00J1   0.000000
 84     USA00K1   0.000000
 85     USA00P1   0.000000
 86     USA00R1   0.000000
 87     USA00S1   0.000000
 88     USA00V1   0.000000
 89     USA0131  -0.026112
 90     USA0161   0.000000
 91     USA01I1   0.000000
 92     USA01J2   0.009326
 93     USA01L1   0.000000
 94     USA01P1  -0.035398
 95     USA01Q1  -0.048682
 96     USA0202   0.000000
 97     USA0231   0.000000
 98     USA0281  -0.007737
 99     USA0291   0.000000
 100    USA02A1   0.000000
 101    USA02B1  -0.044280
 102    USA02H1   0.000000
 103    USA02P1   0.015152
 ...        ...        ...
 12502  USAZY41   0.000000
 12503  USAZY51   0.000000
 12504  USAZY61   0.000000
 12505  USAZY71   0.000000
 12506  USAZYI1   0.000000
 12507  USAZYJ1   0.200000
 12508  USAZYK1   0.000000
 12509  USAZYM1   0.000000
 12510  USAZYR1  -0.023256
 12511  USAZYS1   0.000000
 12512  USAZYT1   0.000000
 12513  USAZYV1   0.000000
 12514  USAZYX1   0.000000
 12515  USAZZ41  -0.041096
 12516  USAZZ51   0.000000
 12517  USAZZ61   0.166667
 12518  USAZZ71   0.000000
 12519  USAZZ81   0.006549
 12520  USAZZ91   0.000000
 12521  USAZZA1   0.000000
 12522  USAZZB1   0.000000
 12523  USAZZD1   0.000000
 12524  USAZZF1   0.000000
 12525  USAZZI1   0.000000
 12526  USAZZJ1  -0.027496
 12527  USAZZL1   0.000000
 12528  USAZZP1   0.000000
 12529  USAZZR1   0.000000
 12530  USAZZX1  -0.125000
 12531  USAZZY1   0.014291
 
 [12458 rows x 2 columns], '20041018':         Barrid  DlyReturn
 74     USA0001   0.000000
 75     USA0011   0.000000
 76     USA0031   0.000000
 77     USA0062   0.000000
 78     USA00E2   0.000000
 79     USA00F1   0.000000
 80     USA00G2   0.000000
 81     USA00H1   0.000000
 82     USA00I1   0.000000
 83     USA00J1   0.000000
 84     USA00K1   0.000000
 85     USA00P1   0.000000
 86     USA00R1   0.000000
 87     USA00S1   0.000000
 88     USA00V1   0.000000
 89     USA0131   0.000000
 90     USA0161  -0.055422
 91     USA01I1   0.000000
 92     USA01J2   0.000000
 93     USA01L1   0.000000
 94     USA01P1   0.000000
 95     USA01Q1   0.000000
 96     USA0202   0.000000
 97     USA0231   0.000000
 98     USA0281   0.000000
 99     USA0291   0.000000
 100    USA02A1   0.000000
 101    USA02B1   0.000000
 102    USA02H1   0.000000
 103    USA02P1   0.000000
 ...        ...        ...
 12502  USAZY41   0.000000
 12503  USAZY51   0.000000
 12504  USAZY61   0.000000
 12505  USAZY71   0.000000
 12506  USAZYI1   0.100000
 12507  USAZYJ1   0.000000
 12508  USAZYK1   0.000000
 12509  USAZYM1   0.000000
 12510  USAZYR1   0.071429
 12511  USAZYS1   0.000000
 12512  USAZYT1   0.088889
 12513  USAZYV1   0.466667
 12514  USAZYX1   0.000000
 12515  USAZZ41  -0.142857
 12516  USAZZ51   0.000000
 12517  USAZZ61   0.000000
 12518  USAZZ71   0.000000
 12519  USAZZ81  -0.003082
 12520  USAZZ91   0.000000
 12521  USAZZA1   0.000000
 12522  USAZZB1   0.000000
 12523  USAZZD1   0.000000
 12524  USAZZF1  -0.005714
 12525  USAZZI1   0.000000
 12526  USAZZJ1   0.048577
 12527  USAZZL1   0.000000
 12528  USAZZP1   0.229167
 12529  USAZZR1   0.000000
 12530  USAZZX1   0.285714
 12531  USAZZY1  -0.009785
 
 [12458 rows x 2 columns], '20041019':         Barrid  DlyReturn
 74     USA0001   0.000000
 75     USA0011   0.000000
 76     USA0031  -0.030928
 77     USA0062  -0.017045
 78     USA00E2  -0.029720
 79     USA00F1   0.002911
 80     USA00G2   0.000000
 81     USA00H1   0.000000
 82     USA00I1  -0.022164
 83     USA00J1   0.000000
 84     USA00K1   0.000000
 85     USA00P1   0.000000
 86     USA00R1   0.000000
 87     USA00S1  -0.017304
 88     USA00V1   0.000000
 89     USA0131   0.000000
 90     USA0161   0.022959
 91     USA01I1   0.000000
 92     USA01J2   0.000000
 93     USA01L1  -0.056235
 94     USA01P1   0.022936
 95     USA01Q1   0.000000
 96     USA0202   0.000000
 97     USA0231  -0.007026
 98     USA0281  -0.017544
 99     USA0291   0.000000
 100    USA02A1   0.000000
 101    USA02B1   0.000000
 102    USA02H1  -0.133807
 103    USA02P1  -0.012438
 ...        ...        ...
 12502  USAZY41   0.000000
 12503  USAZY51   0.000000
 12504  USAZY61   0.000000
 12505  USAZY71   0.050000
 12506  USAZYI1   0.000000
 12507  USAZYJ1   0.000000
 12508  USAZYK1   0.000000
 12509  USAZYM1   0.000000
 12510  USAZYR1   0.000000
 12511  USAZYS1   0.000000
 12512  USAZYT1   0.000000
 12513  USAZYV1   0.136364
 12514  USAZYX1   0.000000
 12515  USAZZ41   0.166667
 12516  USAZZ51   0.000000
 12517  USAZZ61   0.000000
 12518  USAZZ71   0.000000
 12519  USAZZ81   0.013741
 12520  USAZZ91   0.000000
 12521  USAZZA1   0.000000
 12522  USAZZB1   0.000000
 12523  USAZZD1   0.000000
 12524  USAZZF1  -0.022989
 12525  USAZZI1   0.000000
 12526  USAZZJ1   0.055556
 12527  USAZZL1   0.027778
 12528  USAZZP1  -0.016949
 12529  USAZZR1   0.000000
 12530  USAZZX1  -0.111111
 12531  USAZZY1  -0.001976
 
 [12458 rows x 2 columns], '20041020':         Barrid  DlyReturn
 74     USA0001   0.000000
 75     USA0011   0.000000
 76     USA0031   0.000000
 77     USA0062   0.000000
 78     USA00E2   0.000000
 79     USA00F1   0.000000
 80     USA00G2   0.000000
 81     USA00H1   0.000000
 82     USA00I1   0.000000
 83     USA00J1   0.000000
 84     USA00K1   0.000000
 85     USA00P1   0.000000
 86     USA00R1   0.000000
 87     USA00S1   0.000000
 88     USA00V1   0.000000
 89     USA0131   0.000000
 90     USA0161  -0.027681
 91     USA01I1   0.000000
 92     USA01J2   0.000000
 93     USA01L1   0.000000
 94     USA01P1   0.000000
 95     USA01Q1   0.000000
 96     USA0202   0.000000
 97     USA0231   0.000000
 98     USA0281   0.000000
 99     USA0291   0.000000
 100    USA02A1   0.000000
 101    USA02B1  -0.003861
 102    USA02H1   0.000000
 103    USA02P1   0.000000
 ...        ...        ...
 12504  USAZY41   0.000000
 12505  USAZY51   0.000000
 12506  USAZY61   0.000000
 12507  USAZY71   0.000000
 12508  USAZYI1   0.000000
 12509  USAZYJ1   0.000000
 12510  USAZYK1   0.000000
 12511  USAZYM1   0.000000
 12512  USAZYR1  -0.066667
 12513  USAZYS1   0.000000
 12514  USAZYT1  -0.020408
 12515  USAZYV1  -0.320000
 12516  USAZYX1   0.000000
 12517  USAZZ41  -0.071429
 12518  USAZZ51   0.000000
 12519  USAZZ61   0.000000
 12520  USAZZ71   0.000000
 12521  USAZZ81   0.010844
 12522  USAZZ91   0.000000
 12523  USAZZA1   0.176471
 12524  USAZZB1   0.500000
 12525  USAZZD1   0.000000
 12526  USAZZF1   0.000000
 12527  USAZZI1   0.000000
 12528  USAZZJ1  -0.052974
 12529  USAZZL1  -0.013514
 12530  USAZZP1  -0.103448
 12531  USAZZR1   0.000000
 12532  USAZZX1   0.000000
 12533  USAZZY1  -0.011485
 
 [12460 rows x 2 columns], '20041021':         Barrid  DlyReturn
 74     USA0001   0.000000
 75     USA0011   0.000000
 76     USA0031   0.000000
 77     USA0062   0.000000
 78     USA00E2   0.000000
 79     USA00F1   0.000000
 80     USA00G2   0.000000
 81     USA00H1   0.000000
 82     USA00I1   0.000000
 83     USA00J1   0.000000
 84     USA00K1   0.000000
 85     USA00P1   0.001353
 86     USA00R1   0.000000
 87     USA00S1   0.000000
 88     USA00V1   0.000000
 89     USA0131   0.000000
 90     USA0161   0.000256
 91     USA01I1   0.000000
 92     USA01J2   0.000000
 93     USA01L1   0.000000
 94     USA01P1  -0.004484
 95     USA01Q1   0.000000
 96     USA0202   0.000000
 97     USA0231  -0.002358
 98     USA0281   0.000000
 99     USA0291   0.111639
 100    USA02A1   0.000000
 101    USA02B1  -0.089535
 102    USA02H1   0.000000
 103    USA02P1   0.000000
 ...        ...        ...
 12506  USAZY41   0.000000
 12507  USAZY51   0.000000
 12508  USAZY61   0.000000
 12509  USAZY71  -0.047619
 12510  USAZYI1   0.000000
 12511  USAZYJ1   0.000000
 12512  USAZYK1   0.000000
 12513  USAZYM1   0.000000
 12514  USAZYR1   0.047619
 12515  USAZYS1   0.000000
 12516  USAZYT1  -0.020833
 12517  USAZYV1   1.647059
 12518  USAZYX1   0.005738
 12519  USAZZ41   0.153846
 12520  USAZZ51   0.000000
 12521  USAZZ61   0.000000
 12522  USAZZ71   0.000000
 12523  USAZZ81   0.000000
 12524  USAZZ91   0.000000
 12525  USAZZA1  -0.150000
 12526  USAZZB1   0.000000
 12527  USAZZD1   0.000000
 12528  USAZZF1   0.000000
 12529  USAZZI1   0.000000
 12530  USAZZJ1   0.029327
 12531  USAZZL1  -0.013699
 12532  USAZZP1  -0.230769
 12533  USAZZR1   0.000000
 12534  USAZZX1   0.000000
 12535  USAZZY1   0.016426
 
 [12462 rows x 2 columns], '20041022':         Barrid  DlyReturn
 74     USA0001   0.000000
 75     USA0011   0.000000
 76     USA0031   0.000000
 77     USA0062   0.000000
 78     USA00E2   0.000000
 79     USA00F1  -0.053701
 80     USA00G2   0.000000
 81     USA00H1   0.000000
 82     USA00I1   0.036000
 83     USA00J1   0.000000
 84     USA00K1   0.000000
 85     USA00P1   0.000000
 86     USA00R1   0.000000
 87     USA00S1   0.000000
 88     USA00V1   0.000000
 89     USA0131   0.000000
 90     USA0161  -0.017692
 91     USA01I1   0.000000
 92     USA01J2   0.000000
 93     USA01L1   0.000000
 94     USA01P1   0.000000
 95     USA01Q1   0.000000
 96     USA0202   0.056283
 97     USA0231   0.000000
 98     USA0281   0.000000
 99     USA0291   0.000000
 100    USA02A1   0.000000
 101    USA02B1  -0.020860
 102    USA02H1   0.000000
 103    USA02P1   0.000000
 ...        ...        ...
 12507  USAZY41   0.000000
 12508  USAZY51   0.000000
 12509  USAZY61   0.000000
 12510  USAZY71   0.000000
 12511  USAZYI1  -0.090909
 12512  USAZYJ1   0.000000
 12513  USAZYK1   0.000000
 12514  USAZYM1   0.000000
 12515  USAZYR1   0.136364
 12516  USAZYS1   0.000000
 12517  USAZYT1   0.000000
 12518  USAZYV1  -0.111111
 12519  USAZYX1   0.003260
 12520  USAZZ41  -0.200000
 12521  USAZZ51   0.000000
 12522  USAZZ61  -0.285714
 12523  USAZZ71   0.000000
 12524  USAZZ81   0.005699
 12525  USAZZ91   0.000000
 12526  USAZZA1   0.000000
 12527  USAZZB1   0.000000
 12528  USAZZD1   0.000000
 12529  USAZZF1  -0.017647
 12530  USAZZI1   0.000000
 12531  USAZZJ1   0.000703
 12532  USAZZL1  -0.013889
 12533  USAZZP1   0.050000
 12534  USAZZR1   0.000000
 12535  USAZZX1   0.500000
 12536  USAZZY1  -0.010642
 
 [12463 rows x 2 columns], '20041025':         Barrid  DlyReturn
 74     USA0001   0.000000
 75     USA0011   0.000000
 76     USA0031   0.000000
 77     USA0062   0.000000
 78     USA00E2   0.000000
 79     USA00F1   0.000000
 80     USA00G2   0.000000
 81     USA00H1   0.000000
 82     USA00I1   0.000000
 83     USA00J1   0.000000
 84     USA00K1   0.000000
 85     USA00P1   0.000000
 86     USA00R1   0.000000
 87     USA00S1   0.000000
 88     USA00V1   0.000000
 89     USA0131   0.000000
 90     USA0161  -0.024537
 91     USA01I1   0.000000
 92     USA01J2   0.000000
 93     USA01L1   0.000000
 94     USA01P1   0.000000
 95     USA01Q1   0.000000
 96     USA0202   0.000000
 97     USA0231   0.000000
 98     USA0281   0.000000
 99     USA0291   0.000000
 100    USA02A1   0.000000
 101    USA02B1   0.004347
 102    USA02H1   0.000000
 103    USA02P1   0.000000
 ...        ...        ...
 12507  USAZY41   0.000000
 12508  USAZY51  -0.093103
 12509  USAZY61   0.300000
 12510  USAZY71   0.000000
 12511  USAZYI1   0.000000
 12512  USAZYJ1   0.000000
 12513  USAZYK1   0.000000
 12514  USAZYM1   0.000000
 12515  USAZYR1   0.220000
 12516  USAZYS1   0.000000
 12517  USAZYT1  -0.063830
 12518  USAZYV1  -0.125000
 12519  USAZYX1   0.000000
 12520  USAZZ41   0.000000
 12521  USAZZ51   0.000000
 12522  USAZZ61   0.000000
 12523  USAZZ71   0.000000
 12524  USAZZ81   0.000000
 12525  USAZZ91   0.000000
 12526  USAZZA1   0.000000
 12527  USAZZB1   0.466667
 12528  USAZZD1   0.000000
 12529  USAZZF1   0.000000
 12530  USAZZI1   0.000000
 12531  USAZZJ1   0.049561
 12532  USAZZL1   0.000000
 12533  USAZZP1   0.000000
 12534  USAZZR1   0.000000
 12535  USAZZX1   0.000000
 12536  USAZZY1   0.015936
 
 [12463 rows x 2 columns], '20041026':         Barrid  DlyReturn
 74     USA0001   0.000000
 75     USA0011   0.000000
 76     USA0031   0.000000
 77     USA0062   0.000000
 78     USA00E2   0.000000
 79     USA00F1   0.000000
 80     USA00G2   0.000000
 81     USA00H1   0.000000
 82     USA00I1   0.000000
 83     USA00J1   0.000000
 84     USA00K1   0.000000
 85     USA00P1   0.000000
 86     USA00R1   0.000000
 87     USA00S1   0.000000
 88     USA00V1   0.000000
 89     USA0131   0.000000
 90     USA0161   0.024886
 91     USA01I1   0.000000
 92     USA01J2   0.000000
 93     USA01L1   0.000000
 94     USA01P1   0.000000
 95     USA01Q1   0.000000
 96     USA0202   0.000000
 97     USA0231   0.000000
 98     USA0281   0.000000
 99     USA0291   0.000000
 100    USA02A1   0.000000
 101    USA02B1  -0.011688
 102    USA02H1   0.000000
 103    USA02P1   0.000000
 ...        ...        ...
 12509  USAZY41   0.000000
 12510  USAZY51   0.000000
 12511  USAZY61   0.000000
 12512  USAZY71   0.000000
 12513  USAZYI1   0.100000
 12514  USAZYJ1   0.000000
 12515  USAZYK1   0.000000
 12516  USAZYM1   0.000000
 12517  USAZYR1   0.049180
 12518  USAZYS1   0.000000
 12519  USAZYT1  -0.068182
 12520  USAZYV1   0.000000
 12521  USAZYX1   0.000000
 12522  USAZZ41   0.000000
 12523  USAZZ51   0.000000
 12524  USAZZ61  -0.200000
 12525  USAZZ71   0.000000
 12526  USAZZ81  -0.001667
 12527  USAZZ91   0.000000
 12528  USAZZA1   0.000000
 12529  USAZZB1   0.000000
 12530  USAZZD1   0.000000
 12531  USAZZF1  -0.029940
 12532  USAZZI1   0.000000
 12533  USAZZJ1  -0.038681
 12534  USAZZL1  -0.042254
 12535  USAZZP1   0.000000
 12536  USAZZR1   0.000000
 12537  USAZZX1   0.000000
 12538  USAZZY1   0.026275
 
 [12465 rows x 2 columns], '20041027':         Barrid  DlyReturn
 74     USA0001   0.000000
 75     USA0011   0.000000
 76     USA0031   0.000000
 77     USA0062   0.000000
 78     USA00E2   0.000000
 79     USA00F1   0.110429
 80     USA00G2   0.000000
 81     USA00H1   0.000000
 82     USA00I1   0.000000
 83     USA00J1   0.000000
 84     USA00K1   0.000000
 85     USA00P1   0.000000
 86     USA00R1   0.000000
 87     USA00S1   0.000000
 88     USA00V1   0.000000
 89     USA0131   0.000000
 90     USA0161   0.036554
 91     USA01I1   0.000000
 92     USA01J2   0.000000
 93     USA01L1   0.000000
 94     USA01P1  -0.018018
 95     USA01Q1   0.000000
 96     USA0202   0.000000
 97     USA0231   0.000000
 98     USA0281   0.000000
 99     USA0291   0.000000
 100    USA02A1   0.000000
 101    USA02B1   0.022777
 102    USA02H1   0.004739
 103    USA02P1   0.000000
 ...        ...        ...
 12508  USAZY41   0.000000
 12509  USAZY51   0.000000
 12510  USAZY61   0.000000
 12511  USAZY71   0.000000
 12512  USAZYI1   0.000000
 12513  USAZYJ1   0.000000
 12514  USAZYK1   6.000000
 12515  USAZYM1   0.000000
 12516  USAZYR1   0.054688
 12517  USAZYS1   0.000000
 12518  USAZYT1  -0.048780
 12519  USAZYV1   0.000000
 12520  USAZYX1  -0.000812
 12521  USAZZ41   0.000000
 12522  USAZZ51   0.000000
 12523  USAZZ61  -0.250000
 12524  USAZZ71   0.000000
 12525  USAZZ81   0.008681
 12526  USAZZ91   0.000000
 12527  USAZZA1   0.058824
 12528  USAZZB1   0.000000
 12529  USAZZD1   0.000000
 12530  USAZZF1   0.000000
 12531  USAZZI1   0.000000
 12532  USAZZJ1  -0.009319
 12533  USAZZL1   0.000000
 12534  USAZZP1   0.000000
 12535  USAZZR1   0.000000
 12536  USAZZX1   0.000000
 12537  USAZZY1  -0.003057
 
 [12464 rows x 2 columns], '20041028':         Barrid  DlyReturn
 74     USA0001   0.000000
 75     USA0011   0.000000
 76     USA0031   0.000000
 77     USA0062   0.000000
 78     USA00E2   0.000000
 79     USA00F1   0.013812
 80     USA00G2   0.000000
 81     USA00H1   0.000000
 82     USA00I1   0.000000
 83     USA00J1   0.000000
 84     USA00K1   0.000000
 85     USA00P1   0.000000
 86     USA00R1   0.000000
 87     USA00S1   0.000000
 88     USA00V1   0.000000
 89     USA0131   0.000000
 90     USA0161   0.007557
 91     USA01I1   0.000000
 92     USA01J2   0.000000
 93     USA01L1   0.000000
 94     USA01P1   0.041284
 95     USA01Q1   0.000000
 96     USA0202   0.000000
 97     USA0231   0.000000
 98     USA0281   0.000000
 99     USA0291   0.000000
 100    USA02A1   0.000000
 101    USA02B1   0.000000
 102    USA02H1   0.000000
 103    USA02P1   0.000000
 ...        ...        ...
 12514  USAZY41   0.000000
 12515  USAZY51   0.000000
 12516  USAZY61   0.000000
 12517  USAZY71   0.000000
 12518  USAZYI1   0.000000
 12519  USAZYJ1   0.000000
 12520  USAZYK1   0.000000
 12521  USAZYM1   0.000000
 12522  USAZYR1  -0.022222
 12523  USAZYS1   0.000000
 12524  USAZYT1   0.000000
 12525  USAZYV1  -0.142857
 12526  USAZYX1  -0.004065
 12527  USAZZ41   0.000000
 12528  USAZZ51   0.000000
 12529  USAZZ61   0.000000
 12530  USAZZ71   0.000000
 12531  USAZZ81   0.002979
 12532  USAZZ91   0.000000
 12533  USAZZA1   0.000000
 12534  USAZZB1   0.000000
 12535  USAZZD1   0.000000
 12536  USAZZF1   0.018519
 12537  USAZZI1   0.000000
 12538  USAZZJ1   0.048264
 12539  USAZZL1  -0.073529
 12540  USAZZP1   0.000000
 12541  USAZZR1   0.000000
 12542  USAZZX1   0.000000
 12543  USAZZY1   0.001916
 
 [12470 rows x 2 columns], '20041029':         Barrid  DlyReturn
 74     USA0001   0.000000
 75     USA0011   0.000000
 76     USA0031   0.000000
 77     USA0062   0.000000
 78     USA00E2   0.000000
 79     USA00F1   0.000000
 80     USA00G2   0.000000
 81     USA00H1   0.000000
 82     USA00I1   0.000000
 83     USA00J1   0.000000
 84     USA00K1   0.000000
 85     USA00P1   0.000000
 86     USA00R1   0.000000
 87     USA00S1   0.000000
 88     USA00V1   0.000000
 89     USA0131   0.000000
 90     USA0161   0.000000
 91     USA01I1   0.000000
 92     USA01J2   0.003066
 93     USA01L1   0.000000
 94     USA01P1   0.000000
 95     USA01Q1   0.000000
 96     USA0202   0.000000
 97     USA0231   0.000000
 98     USA0281   0.000000
 99     USA0291   0.000000
 100    USA02A1   0.010188
 101    USA02B1   0.000000
 102    USA02H1   0.000000
 103    USA02P1   0.000000
 ...        ...        ...
 12519  USAZY61   0.000000
 12520  USAZY71   0.000000
 12521  USAZYI1  -0.090909
 12522  USAZYJ1   0.000000
 12523  USAZYK1   0.000000
 12524  USAZYM1   0.000000
 12525  USAZYO1   0.000000
 12526  USAZYR1  -0.060606
 12527  USAZYS1   0.000000
 12528  USAZYT1   0.282051
 12529  USAZYV1   0.000000
 12530  USAZYX1   0.008163
 12531  USAZZ41   0.000000
 12532  USAZZ51   0.000000
 12533  USAZZ61   0.000000
 12534  USAZZ71   0.000000
 12535  USAZZ81  -0.006601
 12536  USAZZ91   0.000000
 12537  USAZZA1   0.055556
 12538  USAZZB1   0.000000
 12539  USAZZD1   0.000000
 12540  USAZZF1   0.121212
 12541  USAZZI1   0.000000
 12542  USAZZJ1  -0.010231
 12543  USAZZL1   0.015873
 12544  USAZZP1   0.000000
 12545  USAZZR1   0.000000
 12546  USAZZX1   0.083333
 12547  USAZZY1  -0.009181
 12548  USAZZZ1        NaN
 
 [12475 rows x 2 columns], '20041101':         Barrid  DlyReturn
 140    USA0001   0.000000
 141    USA0011   0.000000
 142    USA0031   0.000000
 143    USA0062   0.000000
 144    USA00E2   0.000000
 145    USA00F1   0.000000
 146    USA00G2   0.000000
 147    USA00H1   0.000000
 148    USA00I1   0.000000
 149    USA00J1   0.000000
 150    USA00K1   0.000000
 151    USA00P1   0.000000
 152    USA00R1   0.000000
 153    USA00S1   0.000000
 154    USA00V1   0.000000
 155    USA0131   0.000000
 156    USA0161  -0.012500
 157    USA01I1   0.000000
 158    USA01J2   0.000000
 159    USA01L1   0.000000
 160    USA01P1   0.017621
 161    USA01Q1   0.000000
 162    USA0202   0.000000
 163    USA0231   0.000000
 164    USA0281   0.000000
 165    USA0291   0.000000
 166    USA02A1   0.000000
 167    USA02B1   0.000000
 168    USA02H1   0.000000
 169    USA02P1   0.000000
 ...        ...        ...
 12568  USAZY61   0.000000
 12569  USAZY71   0.000000
 12570  USAZYI1   0.300000
 12571  USAZYJ1   0.000000
 12572  USAZYK1   0.000000
 12573  USAZYM1   0.000000
 12574  USAZYO1   0.000000
 12575  USAZYR1  -0.032258
 12576  USAZYS1   0.000000
 12577  USAZYT1  -0.060000
 12578  USAZYV1   0.000000
 12579  USAZYX1   0.000000
 12580  USAZZ41  -0.333333
 12581  USAZZ51   0.000000
 12582  USAZZ61  -0.333333
 12583  USAZZ71  -0.285714
 12584  USAZZ81   0.009302
 12585  USAZZ91   0.000000
 12586  USAZZA1   0.000000
 12587  USAZZB1   0.000000
 12588  USAZZD1   0.000000
 12589  USAZZF1  -0.054054
 12590  USAZZI1   0.000000
 12591  USAZZJ1  -0.024742
 12592  USAZZL1   0.000000
 12593  USAZZP1  -0.047619
 12594  USAZZR1   0.000000
 12595  USAZZX1   0.692308
 12596  USAZZY1   0.017375
 12597  USAZZZ1   0.024086
 
 [12458 rows x 2 columns], '20041102':         Barrid  DlyReturn
 140    USA0001   0.000000
 141    USA0011   0.000000
 142    USA0031   0.000000
 143    USA0062   0.000000
 144    USA00E2   0.000000
 145    USA00F1   0.000000
 146    USA00G2   0.000000
 147    USA00H1   0.000000
 148    USA00I1   0.000000
 149    USA00J1   0.000000
 150    USA00K1   0.000000
 151    USA00P1   0.000000
 152    USA00R1   0.000000
 153    USA00S1   0.000000
 154    USA00V1   0.000000
 155    USA0131   0.000000
 156    USA0161   0.000000
 157    USA01I1   0.000000
 158    USA01J2   0.000000
 159    USA01L1   0.000000
 160    USA01P1   0.000000
 161    USA01Q1   0.000000
 162    USA0202   0.000000
 163    USA0231   0.000000
 164    USA0281   0.000000
 165    USA0291   0.000000
 166    USA02A1   0.000000
 167    USA02B1   0.000000
 168    USA02H1   0.000000
 169    USA02P1   0.000000
 ...        ...        ...
 12566  USAZY61   0.000000
 12567  USAZY71   0.000000
 12568  USAZYI1   0.153846
 12569  USAZYJ1  -0.277778
 12570  USAZYK1   0.000000
 12571  USAZYM1   0.000000
 12572  USAZYO1   0.000000
 12573  USAZYR1   0.000000
 12574  USAZYS1   0.000000
 12575  USAZYT1   0.000000
 12576  USAZYV1   0.000000
 12577  USAZYX1  -0.008097
 12578  USAZZ41   0.500000
 12579  USAZZ51   0.000000
 12580  USAZZ61   0.500000
 12581  USAZZ71   0.000000
 12582  USAZZ81   0.017446
 12583  USAZZ91   0.000000
 12584  USAZZA1   0.052632
 12585  USAZZB1   0.000000
 12586  USAZZD1   0.000000
 12587  USAZZF1  -0.028571
 12588  USAZZI1   0.000000
 12589  USAZZJ1   0.009991
 12590  USAZZL1  -0.046875
 12591  USAZZP1   0.050000
 12592  USAZZR1   0.000000
 12593  USAZZX1  -0.045455
 12594  USAZZY1  -0.013283
 12595  USAZZZ1  -0.021420
 
 [12456 rows x 2 columns], '20041103':         Barrid  DlyReturn
 140    USA0001   0.000000
 141    USA0011   0.000000
 142    USA0031   0.000000
 143    USA0062   0.000000
 144    USA00E2   0.000000
 145    USA00F1   0.000000
 146    USA00G2   0.000000
 147    USA00H1   0.000000
 148    USA00I1   0.000000
 149    USA00J1   0.000000
 150    USA00K1   0.000000
 151    USA00P1   0.000000
 152    USA00R1   0.000000
 153    USA00S1   0.000000
 154    USA00V1   0.000000
 155    USA0131   0.000000
 156    USA0161   0.000000
 157    USA01I1   0.000000
 158    USA01J2   0.000000
 159    USA01L1   0.000000
 160    USA01P1   0.008658
 161    USA01Q1   0.000000
 162    USA0202   0.000000
 163    USA0231   0.000000
 164    USA0281   0.000000
 165    USA0291   0.000000
 166    USA02A1   0.000000
 167    USA02B1   0.000000
 168    USA02H1   0.000000
 169    USA02P1   0.000000
 ...        ...        ...
 12566  USAZY61   0.000000
 12567  USAZY71   0.500000
 12568  USAZYI1   0.333333
 12569  USAZYJ1   0.000000
 12570  USAZYK1   0.000000
 12571  USAZYM1   0.000000
 12572  USAZYO1   0.000000
 12573  USAZYR1   0.033333
 12574  USAZYS1   0.000000
 12575  USAZYT1   0.063830
 12576  USAZYV1  -0.333333
 12577  USAZYX1   0.000000
 12578  USAZZ41  -0.333333
 12579  USAZZ51   0.000000
 12580  USAZZ61  -0.333333
 12581  USAZZ71   0.000000
 12582  USAZZ81   0.012617
 12583  USAZZ91   0.000000
 12584  USAZZA1   0.000000
 12585  USAZZB1   0.000000
 12586  USAZZD1   0.000000
 12587  USAZZF1   0.029412
 12588  USAZZI1   0.000000
 12589  USAZZJ1  -0.012817
 12590  USAZZL1  -0.013115
 12591  USAZZP1   0.238095
 12592  USAZZR1   0.000000
 12593  USAZZX1  -0.047619
 12594  USAZZY1   0.075000
 12595  USAZZZ1   0.006438
 
 [12456 rows x 2 columns], '20041104':         Barrid  DlyReturn
 142    USA0001   0.000000
 143    USA0011   0.000000
 144    USA0031   0.000000
 145    USA0062   0.013487
 146    USA00E2   0.000000
 147    USA00F1  -0.025886
 148    USA00G2   0.000000
 149    USA00H1   0.000000
 150    USA00I1   0.000000
 151    USA00J1   0.000000
 152    USA00K1   0.000000
 153    USA00P1   0.000000
 154    USA00R1   0.000000
 155    USA00S1   0.000000
 156    USA00V1   0.000000
 157    USA0131  -0.005958
 158    USA0161  -0.011392
 159    USA01I1   0.000000
 160    USA01J2   0.045175
 161    USA01L1   0.000000
 162    USA01P1   0.000000
 163    USA01Q1   0.051173
 164    USA0202   0.000000
 165    USA0231   0.000000
 166    USA0281   0.033730
 167    USA0291   0.000000
 168    USA02A1   0.000000
 169    USA02B1   0.072604
 170    USA02H1   0.000000
 171    USA02P1   0.047859
 ...        ...        ...
 12567  USAZY61   0.000000
 12568  USAZY71   0.000000
 12569  USAZYI1   0.000000
 12570  USAZYJ1   0.000000
 12571  USAZYK1   0.000000
 12572  USAZYM1   0.000000
 12573  USAZYO1  -0.215686
 12574  USAZYR1  -0.016129
 12575  USAZYS1   0.000000
 12576  USAZYT1  -0.120000
 12577  USAZYV1   0.000000
 12578  USAZYX1   0.008163
 12579  USAZZ41   0.375000
 12580  USAZZ51   0.000000
 12581  USAZZ61   0.000000
 12582  USAZZ71   0.000000
 12583  USAZZ81   0.007348
 12584  USAZZ91   0.000000
 12585  USAZZA1  -0.350000
 12586  USAZZB1   0.000000
 12587  USAZZD1   0.000000
 12588  USAZZF1   0.000000
 12589  USAZZI1   0.000000
 12590  USAZZJ1  -0.022307
 12591  USAZZL1   0.013289
 12592  USAZZP1  -0.115385
 12593  USAZZR1   0.000000
 12594  USAZZX1   0.150000
 12595  USAZZY1   0.016816
 12596  USAZZZ1  -0.002132
 
 [12455 rows x 2 columns], '20041105':         Barrid  DlyReturn
 142    USA0001   0.000000
 143    USA0011   0.000000
 144    USA0031   0.000000
 145    USA0062   0.000000
 146    USA00E2   0.000000
 147    USA00F1   0.000000
 148    USA00G2   0.000000
 149    USA00H1   0.000000
 150    USA00I1   0.000000
 151    USA00J1   0.002792
 152    USA00K1  -0.044118
 153    USA00P1   0.000000
 154    USA00R1   0.000000
 155    USA00S1  -0.044636
 156    USA00V1   0.000000
 157    USA0131   0.000000
 158    USA0161  -0.001280
 159    USA01I1   0.000000
 160    USA01J2   0.000000
 161    USA01L1   0.000000
 162    USA01P1   0.000000
 163    USA01Q1   0.000000
 164    USA0202   0.000000
 165    USA0231   0.000000
 166    USA0281   0.000000
 167    USA0291   0.000000
 168    USA02A1   0.000000
 169    USA02B1  -0.040241
 170    USA02H1   0.000000
 171    USA02P1   0.000000
 ...        ...        ...
 12568  USAZY61   0.000000
 12569  USAZY71   0.000000
 12570  USAZYI1   0.000000
 12571  USAZYJ1   0.038462
 12572  USAZYK1   0.000000
 12573  USAZYM1   0.000000
 12574  USAZYO1   0.275000
 12575  USAZYR1   0.000000
 12576  USAZYS1   0.000000
 12577  USAZYT1   0.000000
 12578  USAZYV1   0.000000
 12579  USAZYX1  -0.004049
 12580  USAZZ41  -0.272727
 12581  USAZZ51   0.000000
 12582  USAZZ61   0.500000
 12583  USAZZ71   0.400000
 12584  USAZZ81  -0.004757
 12585  USAZZ91   0.000000
 12586  USAZZA1   0.000000
 12587  USAZZB1   0.000000
 12588  USAZZD1   0.000000
 12589  USAZZF1  -0.028571
 12590  USAZZI1   0.000000
 12591  USAZZJ1   0.044029
 12592  USAZZL1  -0.016393
 12593  USAZZP1   0.086957
 12594  USAZZR1   0.000000
 12595  USAZZX1  -0.130435
 12596  USAZZY1   0.009500
 12597  USAZZZ1   0.002137
 
 [12456 rows x 2 columns], '20041108':         Barrid  DlyReturn
 142    USA0001   0.000000
 143    USA0011   0.000000
 144    USA0031   0.000000
 145    USA0062   0.000000
 146    USA00E2   0.000000
 147    USA00F1   0.000000
 148    USA00G2   0.000000
 149    USA00H1   0.000000
 150    USA00I1   0.000000
 151    USA00J1   0.000000
 152    USA00K1   0.001026
 153    USA00P1   0.000000
 154    USA00R1   0.000000
 155    USA00S1   0.000000
 156    USA00V1   0.000000
 157    USA0131   0.000000
 158    USA0161   0.007692
 159    USA01I1   0.000000
 160    USA01J2   0.000000
 161    USA01L1   0.000000
 162    USA01P1   0.000000
 163    USA01Q1   0.000000
 164    USA0202   0.000000
 165    USA0231   0.000000
 166    USA0281   0.000000
 167    USA0291   0.000000
 168    USA02A1   0.000000
 169    USA02B1   0.000000
 170    USA02H1   0.000000
 171    USA02P1   0.000000
 ...        ...        ...
 12569  USAZY61   0.000000
 12570  USAZY71   0.000000
 12571  USAZYI1   0.000000
 12572  USAZYJ1   0.000000
 12573  USAZYK1   0.000000
 12574  USAZYM1   0.000000
 12575  USAZYO1  -0.215686
 12576  USAZYR1   0.016393
 12577  USAZYS1   0.000000
 12578  USAZYT1   0.022727
 12579  USAZYV1   1.000000
 12580  USAZYX1   0.004065
 12581  USAZZ41   0.000000
 12582  USAZZ51   0.000000
 12583  USAZZ61  -0.333333
 12584  USAZZ71   0.000000
 12585  USAZZ81  -0.003505
 12586  USAZZ91   0.000000
 12587  USAZZA1   0.000000
 12588  USAZZB1   0.000000
 12589  USAZZD1   1.000000
 12590  USAZZF1   0.011765
 12591  USAZZI1   0.000000
 12592  USAZZJ1  -0.042513
 12593  USAZZL1  -0.033333
 12594  USAZZP1   0.000000
 12595  USAZZR1   0.000000
 12596  USAZZX1  -0.100000
 12597  USAZZY1  -0.004880
 12598  USAZZZ1  -0.008955
 
 [12457 rows x 2 columns], '20041109':         Barrid  DlyReturn
 142    USA0001   0.000000
 143    USA0011   0.000000
 144    USA0031   0.099018
 145    USA0062   0.036122
 146    USA00E2   0.094791
 147    USA00F1   0.022378
 148    USA00G2   0.000000
 149    USA00H1   0.000000
 150    USA00I1   0.012870
 151    USA00J1   0.000000
 152    USA00K1   0.000000
 153    USA00P1   0.000000
 154    USA00R1   0.000000
 155    USA00S1  -0.003429
 156    USA00V1   0.000000
 157    USA0131   0.000000
 158    USA0161   0.017812
 159    USA01I1   0.000000
 160    USA01J2   0.000000
 161    USA01L1   0.033679
 162    USA01P1   0.025751
 163    USA01Q1   0.000000
 164    USA0202   0.000000
 165    USA0231   0.063830
 166    USA0281   0.023033
 167    USA0291   0.000000
 168    USA02A1   0.000000
 169    USA02B1   0.012998
 170    USA02H1   0.051493
 171    USA02P1   0.016827
 ...        ...        ...
 12570  USAZY61   0.000000
 12571  USAZY71   0.333333
 12572  USAZYI1  -0.250000
 12573  USAZYJ1   0.000000
 12574  USAZYK1   0.000000
 12575  USAZYM1   0.000000
 12576  USAZYO1   0.275000
 12577  USAZYR1   0.032258
 12578  USAZYS1   0.000000
 12579  USAZYT1   0.022222
 12580  USAZYV1   0.000000
 12581  USAZYX1   0.000000
 12582  USAZZ41   0.200000
 12583  USAZZ51   0.000000
 12584  USAZZ61   0.000000
 12585  USAZZ71   0.000000
 12586  USAZZ81   0.002878
 12587  USAZZ91   0.000000
 12588  USAZZA1   0.307692
 12589  USAZZB1   0.000000
 12590  USAZZD1   0.500000
 12591  USAZZF1   0.000000
 12592  USAZZI1   0.000000
 12593  USAZZJ1   0.041191
 12594  USAZZL1  -0.137931
 12595  USAZZP1  -0.040000
 12596  USAZZR1   0.000000
 12597  USAZZX1   0.277778
 12598  USAZZY1   0.050788
 12599  USAZZZ1   0.000430
 
 [12458 rows x 2 columns], '20041110':         Barrid  DlyReturn
 142    USA0001   0.000000
 143    USA0011   0.000000
 144    USA0031   0.000000
 145    USA0062   0.000000
 146    USA00E2   0.000000
 147    USA00F1   0.000000
 148    USA00G2   0.000000
 149    USA00H1   0.000000
 150    USA00I1   0.000000
 151    USA00J1   0.000000
 152    USA00K1  -0.015369
 153    USA00P1   0.000000
 154    USA00R1   0.000000
 155    USA00S1   0.000000
 156    USA00V1   0.000000
 157    USA0131   0.000000
 158    USA0161   0.023872
 159    USA01I1   0.000000
 160    USA01J2   0.000000
 161    USA01L1   0.000000
 162    USA01P1  -0.071130
 163    USA01Q1   0.000000
 164    USA0202   0.000000
 165    USA0231   0.000000
 166    USA0281   0.000000
 167    USA0291   0.000000
 168    USA02A1   0.000000
 169    USA02B1   0.000000
 170    USA02H1   0.000000
 171    USA02P1   0.000000
 ...        ...        ...
 12571  USAZY61   0.000000
 12572  USAZY71   0.000000
 12573  USAZYI1   0.200000
 12574  USAZYJ1   0.000000
 12575  USAZYK1   0.000000
 12576  USAZYM1   0.000000
 12577  USAZYO1   0.000000
 12578  USAZYR1  -0.015625
 12579  USAZYS1   0.000000
 12580  USAZYT1   0.043478
 12581  USAZYV1   0.000000
 12582  USAZYX1   0.000000
 12583  USAZZ41  -0.062500
 12584  USAZZ51   0.000000
 12585  USAZZ61   0.000000
 12586  USAZZ71   0.000000
 12587  USAZZ81   0.006696
 12588  USAZZ91   0.000000
 12589  USAZZA1   0.000000
 12590  USAZZB1   0.000000
 12591  USAZZD1  -0.333333
 12592  USAZZF1  -0.052326
 12593  USAZZI1   0.000000
 12594  USAZZJ1   0.014557
 12595  USAZZL1   0.100000
 12596  USAZZP1   0.000000
 12597  USAZZR1   0.000000
 12598  USAZZX1  -0.086957
 12599  USAZZY1   0.037000
 12600  USAZZZ1   0.010753
 
 [12459 rows x 2 columns], '20041111':         Barrid  DlyReturn
 142    USA0001   0.000000
 143    USA0011   0.000000
 144    USA0031   0.000000
 145    USA0062   0.000000
 146    USA00E2   0.000000
 147    USA00F1   0.000000
 148    USA00G2   0.000000
 149    USA00H1   0.000000
 150    USA00I1   0.000000
 151    USA00J1   0.000000
 152    USA00K1  -0.004162
 153    USA00P1   0.000000
 154    USA00R1   0.000000
 155    USA00S1   0.000000
 156    USA00V1   0.000000
 157    USA0131   0.000000
 158    USA0161   0.004902
 159    USA01I1   0.000000
 160    USA01J2   0.000000
 161    USA01L1   0.000000
 162    USA01P1   0.000000
 163    USA01Q1   0.000000
 164    USA0202   0.000000
 165    USA0231   0.000000
 166    USA0281   0.000000
 167    USA0291   0.000000
 168    USA02A1   0.000000
 169    USA02B1   0.000000
 170    USA02H1   0.000000
 171    USA02P1   0.000000
 ...        ...        ...
 12569  USAZY61   0.000000
 12570  USAZY71   0.000000
 12571  USAZYI1   0.000000
 12572  USAZYJ1   0.296296
 12573  USAZYK1   0.000000
 12574  USAZYM1   0.000000
 12575  USAZYO1   0.000000
 12576  USAZYR1   0.174603
 12577  USAZYS1   0.000000
 12578  USAZYT1   0.020833
 12579  USAZYV1   0.000000
 12580  USAZYX1  -0.012146
 12581  USAZZ41   0.066667
 12582  USAZZ51   0.000000
 12583  USAZZ61   0.000000
 12584  USAZZ71   0.000000
 12585  USAZZ81   0.002534
 12586  USAZZ91   0.000000
 12587  USAZZA1   0.000000
 12588  USAZZB1   0.000000
 12589  USAZZD1   0.000000
 12590  USAZZF1  -0.018405
 12591  USAZZI1   0.000000
 12592  USAZZJ1  -0.021607
 12593  USAZZL1  -0.145455
 12594  USAZZP1   0.000000
 12595  USAZZR1   0.000000
 12596  USAZZX1   0.142857
 12597  USAZZY1   0.007715
 12598  USAZZZ1   0.004255
 
 [12457 rows x 2 columns], '20041112':         Barrid  DlyReturn
 142    USA0001   0.000000
 143    USA0011   0.000000
 144    USA0031   0.000000
 145    USA0062   0.000000
 146    USA00E2   0.000000
 147    USA00F1   0.000000
 148    USA00G2   0.000000
 149    USA00H1   0.000000
 150    USA00I1   0.000000
 151    USA00J1   0.000000
 152    USA00K1   0.002090
 153    USA00P1   0.000000
 154    USA00R1   0.000000
 155    USA00S1   0.000000
 156    USA00V1   0.000000
 157    USA0131   0.000000
 158    USA0161   0.008780
 159    USA01I1   0.000000
 160    USA01J2   0.000000
 161    USA01L1   0.000000
 162    USA01P1   0.000000
 163    USA01Q1  -0.040568
 164    USA0202   0.000000
 165    USA0231   0.000000
 166    USA0281   0.000000
 167    USA0291   0.000000
 168    USA02A1   0.000000
 169    USA02B1   0.012004
 170    USA02H1   0.000000
 171    USA02P1   0.011820
 ...        ...        ...
 12563  USAZY61   0.000000
 12564  USAZY71   0.250000
 12565  USAZYI1  -0.166667
 12566  USAZYJ1   0.000000
 12567  USAZYK1   0.000000
 12568  USAZYM1   0.000000
 12569  USAZYO1   0.000000
 12570  USAZYR1   0.013514
 12571  USAZYS1   0.000000
 12572  USAZYT1  -0.040816
 12573  USAZYV1   0.000000
 12574  USAZYX1   0.004098
 12575  USAZZ41  -0.125000
 12576  USAZZ51   0.000000
 12577  USAZZ61   0.500000
 12578  USAZZ71   2.142857
 12579  USAZZ81   0.008531
 12580  USAZZ91   0.000000
 12581  USAZZA1   0.176471
 12582  USAZZB1   0.000000
 12583  USAZZD1   0.500000
 12584  USAZZF1   0.000000
 12585  USAZZI1   0.000000
 12586  USAZZJ1   0.020359
 12587  USAZZL1  -0.085106
 12588  USAZZP1   0.041667
 12589  USAZZR1   0.000000
 12590  USAZZX1  -0.166667
 12591  USAZZY1  -0.002871
 12592  USAZZZ1   0.002119
 
 [12451 rows x 2 columns], '20041115':         Barrid  DlyReturn
 142    USA0001   0.000000
 143    USA0011   0.000000
 144    USA0031   0.000000
 145    USA0062   0.000000
 146    USA00E2   0.000000
 147    USA00F1   0.000000
 148    USA00G2   0.000000
 149    USA00H1   0.000000
 150    USA00I1   0.000000
 151    USA00J1   0.000000
 152    USA00K1   0.000000
 153    USA00P1   0.000000
 154    USA00R1   0.000000
 155    USA00S1   0.000000
 156    USA00V1   0.000000
 157    USA0131   0.000000
 158    USA0161   0.000000
 159    USA01I1   0.000000
 160    USA01J2   0.000000
 161    USA01L1   0.000000
 162    USA01P1   0.000000
 163    USA01Q1   0.000000
 164    USA0202   0.000000
 165    USA0231   0.000000
 166    USA0281   0.000000
 167    USA0291   0.000000
 168    USA02A1   0.000000
 169    USA02B1  -0.002045
 170    USA02H1   0.000000
 171    USA02P1   0.000000
 ...        ...        ...
 12562  USAZY61   0.000000
 12563  USAZY71  -0.200000
 12564  USAZYI1   0.133333
 12565  USAZYJ1   0.000000
 12566  USAZYK1   0.000000
 12567  USAZYM1   0.000000
 12568  USAZYO1   0.000000
 12569  USAZYR1  -0.053333
 12570  USAZYS1   0.000000
 12571  USAZYT1   0.000000
 12572  USAZYV1  -0.075000
 12573  USAZYX1   0.009796
 12574  USAZZ41   0.000000
 12575  USAZZ51   0.000000
 12576  USAZZ61  -0.333333
 12577  USAZZ71   0.000000
 12578  USAZZ81   0.000000
 12579  USAZZ91   0.000000
 12580  USAZZA1  -0.050000
 12581  USAZZB1   0.000000
 12582  USAZZD1   0.333333
 12583  USAZZF1  -0.062500
 12584  USAZZI1  -0.111111
 12585  USAZZJ1   0.042949
 12586  USAZZL1   0.069767
 12587  USAZZP1   0.000000
 12588  USAZZR1   0.000000
 12589  USAZZX1   0.000000
 12590  USAZZY1   0.004479
 12591  USAZZZ1  -0.004228
 
 [12450 rows x 2 columns], '20041116':         Barrid  DlyReturn
 142    USA0001   0.000000
 143    USA0011   0.000000
 144    USA0031   0.000000
 145    USA0062   0.000000
 146    USA00E2   0.000000
 147    USA00F1   0.000000
 148    USA00G2   0.000000
 149    USA00H1   0.000000
 150    USA00I1   0.000000
 151    USA00J1   0.000000
 152    USA00K1   0.000000
 153    USA00P1   0.000000
 154    USA00R1   0.000000
 155    USA00S1   0.000000
 156    USA00V1   0.000000
 157    USA0131   0.000000
 158    USA0161  -0.014749
 159    USA01I1   0.000000
 160    USA01J2   0.000000
 161    USA01L1   0.000000
 162    USA01P1   0.000000
 163    USA01Q1   0.000000
 164    USA0202   0.000000
 165    USA0231   0.000000
 166    USA0281   0.000000
 167    USA0291   0.000000
 168    USA02A1   0.000000
 169    USA02B1  -0.004098
 170    USA02H1   0.000000
 171    USA02P1   0.000000
 ...        ...        ...
 12563  USAZY61   0.000000
 12564  USAZY71   0.000000
 12565  USAZYI1   0.000000
 12566  USAZYJ1  -0.171429
 12567  USAZYK1   0.000000
 12568  USAZYM1   0.000000
 12569  USAZYO1   0.000000
 12570  USAZYR1  -0.014085
 12571  USAZYS1   0.000000
 12572  USAZYT1   0.000000
 12573  USAZYV1  -0.054054
 12574  USAZYX1   0.003234
 12575  USAZZ41   0.000000
 12576  USAZZ51   0.000000
 12577  USAZZ61   0.000000
 12578  USAZZ71   0.000000
 12579  USAZZ81  -0.006892
 12580  USAZZ91   0.000000
 12581  USAZZA1   0.000000
 12582  USAZZB1   0.000000
 12583  USAZZD1  -0.250000
 12584  USAZZF1   0.066667
 12585  USAZZI1   0.012500
 12586  USAZZJ1  -0.009505
 12587  USAZZL1  -0.043478
 12588  USAZZP1  -0.080000
 12589  USAZZR1   0.000000
 12590  USAZZX1  -0.050000
 12591  USAZZY1  -0.014331
 12592  USAZZZ1  -0.009342
 
 [12451 rows x 2 columns], '20041117':         Barrid  DlyReturn
 142    USA0001   0.000000
 143    USA0011   0.000000
 144    USA0031   0.000000
 145    USA0062   0.000000
 146    USA00E2   0.000000
 147    USA00F1   0.000000
 148    USA00G2   0.000000
 149    USA00H1   0.000000
 150    USA00I1   0.000000
 151    USA00J1   0.000000
 152    USA00K1   0.058394
 153    USA00P1   0.000000
 154    USA00R1   0.000000
 155    USA00S1   0.000000
 156    USA00V1   0.000000
 157    USA0131   0.000000
 158    USA0161   0.002454
 159    USA01I1   0.000000
 160    USA01J2   0.000000
 161    USA01L1   0.000000
 162    USA01P1   0.000000
 163    USA01Q1   0.000000
 164    USA0202   0.000000
 165    USA0231   0.000000
 166    USA0281   0.000000
 167    USA0291   0.000000
 168    USA02A1   0.000000
 169    USA02B1   0.000000
 170    USA02H1   0.000000
 171    USA02P1   0.011682
 ...        ...        ...
 12565  USAZY61   0.000000
 12566  USAZY71   0.000000
 12567  USAZYI1   0.000000
 12568  USAZYJ1   0.000000
 12569  USAZYK1   0.000000
 12570  USAZYM1   0.000000
 12571  USAZYO1   0.000000
 12572  USAZYR1  -0.057143
 12573  USAZYS1   0.000000
 12574  USAZYT1   0.085106
 12575  USAZYV1   0.000000
 12576  USAZYX1  -0.000806
 12577  USAZZ41   0.000000
 12578  USAZZ51   0.000000
 12579  USAZZ61   0.000000
 12580  USAZZ71   0.000000
 12581  USAZZ81   0.022082
 12582  USAZZ91   0.000000
 12583  USAZZA1   0.000000
 12584  USAZZB1   0.000000
 12585  USAZZD1   0.000000
 12586  USAZZF1  -0.018750
 12587  USAZZI1   0.000000
 12588  USAZZJ1  -0.026742
 12589  USAZZL1  -0.090909
 12590  USAZZP1   0.000000
 12591  USAZZR1   0.000000
 12592  USAZZX1   0.157895
 12593  USAZZY1   0.024233
 12594  USAZZZ1   0.037291
 
 [12453 rows x 2 columns], '20041118':         Barrid  DlyReturn
 142    USA0001   0.000000
 143    USA0011   0.000000
 144    USA0031   0.000000
 145    USA0062   0.000000
 146    USA00E2   0.000000
 147    USA00F1   0.000000
 148    USA00G2   0.000000
 149    USA00H1   0.000000
 150    USA00I1   0.000000
 151    USA00J1   0.000000
 152    USA00K1   0.000000
 153    USA00P1   0.000000
 154    USA00R1   0.000000
 155    USA00S1   0.000000
 156    USA00V1   0.000000
 157    USA0131   0.000000
 158    USA0161   0.028152
 159    USA01I1   0.000000
 160    USA01J2   0.000000
 161    USA01L1   0.000000
 162    USA01P1   0.000000
 163    USA01Q1   0.000000
 164    USA0202   0.000000
 165    USA0231   0.000000
 166    USA0281   0.000000
 167    USA0291   0.000000
 168    USA02A1   0.000000
 169    USA02B1  -0.010288
 170    USA02H1   0.000000
 171    USA02P1   0.000000
 ...        ...        ...
 12570  USAZY61   0.000000
 12571  USAZY71   0.500000
 12572  USAZYI1   0.000000
 12573  USAZYJ1   0.000000
 12574  USAZYK1   0.000000
 12575  USAZYM1   0.000000
 12576  USAZYO1  -0.078431
 12577  USAZYR1  -0.030303
 12578  USAZYS1   0.000000
 12579  USAZYT1  -0.078431
 12580  USAZYV1  -0.142857
 12581  USAZYX1  -0.008065
 12582  USAZZ41   0.142857
 12583  USAZZ51   0.000000
 12584  USAZZ61   0.000000
 12585  USAZZ71   0.000000
 12586  USAZZ81  -0.001852
 12587  USAZZ91   0.000000
 12588  USAZZA1   0.000000
 12589  USAZZB1   0.000000
 12590  USAZZD1   0.000000
 12591  USAZZF1  -0.012739
 12592  USAZZI1   0.000000
 12593  USAZZJ1   0.031786
 12594  USAZZL1   0.050000
 12595  USAZZP1  -0.043478
 12596  USAZZR1   0.000000
 12597  USAZZX1   0.363636
 12598  USAZZY1   0.014826
 12599  USAZZZ1   0.010331
 
 [12458 rows x 2 columns], '20041119':         Barrid  DlyReturn
 142    USA0001   0.000000
 143    USA0011   0.000000
 144    USA0031   0.000000
 145    USA0062   0.000000
 146    USA00E2   0.000000
 147    USA00F1   0.000000
 148    USA00G2   0.000000
 149    USA00H1   0.000000
 150    USA00I1   0.000000
 151    USA00J1   0.000000
 152    USA00K1  -0.004926
 153    USA00P1   0.000000
 154    USA00R1   0.000000
 155    USA00S1   0.000000
 156    USA00V1   0.000000
 157    USA0131   0.000000
 158    USA0161  -0.017857
 159    USA01I1   0.000000
 160    USA01J2   0.000000
 161    USA01L1   0.000000
 162    USA01P1   0.022523
 163    USA01Q1   0.000000
 164    USA0202   0.000000
 165    USA0231   0.000000
 166    USA0281   0.000000
 167    USA0291   0.000000
 168    USA02A1   0.000000
 169    USA02B1   0.020790
 170    USA02H1   0.000000
 171    USA02P1   0.000000
 ...        ...        ...
 12572  USAZY61   0.000000
 12573  USAZY71   0.000000
 12574  USAZYI1  -0.176471
 12575  USAZYJ1   0.000000
 12576  USAZYK1   0.000000
 12577  USAZYM1   0.000000
 12578  USAZYO1   0.085106
 12579  USAZYR1   0.031250
 12580  USAZYS1   0.000000
 12581  USAZYT1   0.021277
 12582  USAZYV1   0.000000
 12583  USAZYX1   0.004065
 12584  USAZZ41  -0.062500
 12585  USAZZ51   0.000000
 12586  USAZZ61   0.000000
 12587  USAZZ71   0.000000
 12588  USAZZ81  -0.007421
 12589  USAZZ91   0.000000
 12590  USAZZA1   0.000000
 12591  USAZZB1   0.000000
 12592  USAZZD1   0.666667
 12593  USAZZF1  -0.045161
 12594  USAZZI1   0.000000
 12595  USAZZJ1  -0.003749
 12596  USAZZL1   0.000000
 12597  USAZZP1   0.136364
 12598  USAZZR1   0.000000
 12599  USAZZX1   0.266667
 12600  USAZZY1  -0.013677
 12601  USAZZZ1   0.006135
 
 [12460 rows x 2 columns], '20041122':         Barrid  DlyReturn
 142    USA0001   0.000000
 143    USA0011   0.000000
 144    USA0031   0.000000
 145    USA0062   0.000000
 146    USA00E2   0.000000
 147    USA00F1   0.000000
 148    USA00G2   0.000000
 149    USA00H1   0.000000
 150    USA00I1   0.000000
 151    USA00J1   0.000000
 152    USA00K1   0.009901
 153    USA00P1   0.000000
 154    USA00R1   0.000000
 155    USA00S1   0.000000
 156    USA00V1   0.000000
 157    USA0131   0.000000
 158    USA0161  -0.012121
 159    USA01I1   0.000000
 160    USA01J2   0.000000
 161    USA01L1   0.000000
 162    USA01P1   0.000000
 163    USA01Q1   0.000000
 164    USA0202   0.000000
 165    USA0231   0.000000
 166    USA0281   0.000000
 167    USA0291   0.000000
 168    USA02A1   0.000000
 169    USA02B1  -0.040733
 170    USA02H1   0.000000
 171    USA02P1   0.000000
 ...        ...        ...
 12570  USAZY61   0.000000
 12571  USAZY71  -0.250000
 12572  USAZYI1   0.000000
 12573  USAZYJ1   0.000000
 12574  USAZYK1   0.000000
 12575  USAZYM1   0.000000
 12576  USAZYO1  -0.019608
 12577  USAZYR1  -0.242424
 12578  USAZYS1   0.000000
 12579  USAZYT1   0.000000
 12580  USAZYV1   0.000000
 12581  USAZYX1   0.008097
 12582  USAZZ41  -0.044444
 12583  USAZZ51   0.000000
 12584  USAZZ61   0.000000
 12585  USAZZ71   0.000000
 12586  USAZZ81  -0.009346
 12587  USAZZ91   0.000000
 12588  USAZZA1   0.052632
 12589  USAZZB1   0.000000
 12590  USAZZD1  -0.200000
 12591  USAZZF1   0.000000
 12592  USAZZI1   0.000000
 12593  USAZZJ1  -0.011453
 12594  USAZZL1  -0.004762
 12595  USAZZP1   0.120000
 12596  USAZZR1   0.000000
 12597  USAZZX1  -0.315789
 12598  USAZZY1   0.001261
 12599  USAZZZ1  -0.006098
 
 [12458 rows x 2 columns], '20041123':         Barrid  DlyReturn
 142    USA0001   0.000000
 143    USA0011   0.000000
 144    USA0031   0.000000
 145    USA0062   0.000000
 146    USA00E2   0.000000
 147    USA00F1   0.000000
 148    USA00G2   0.000000
 149    USA00H1   0.000000
 150    USA00I1   0.000000
 151    USA00J1   0.000000
 152    USA00K1   0.000000
 153    USA00P1   0.000000
 154    USA00R1   0.000000
 155    USA00S1   0.000000
 156    USA00V1   0.000000
 157    USA0131   0.000000
 158    USA0161   0.020859
 159    USA01I1   0.000000
 160    USA01J2   0.000000
 161    USA01L1   0.000000
 162    USA01P1  -0.004405
 163    USA01Q1   0.000000
 164    USA0202   0.000000
 165    USA0231   0.048889
 166    USA0281   0.000000
 167    USA0291   0.000000
 168    USA02A1   0.000000
 169    USA02B1   0.000000
 170    USA02H1   0.000000
 171    USA02P1   0.000000
 ...        ...        ...
 12573  USAZY61   0.000000
 12574  USAZY71   0.333333
 12575  USAZYI1   0.000000
 12576  USAZYJ1   0.034483
 12577  USAZYK1   0.000000
 12578  USAZYM1   0.000000
 12579  USAZYO1   0.000000
 12580  USAZYR1   0.040000
 12581  USAZYS1   0.000000
 12582  USAZYT1  -0.020833
 12583  USAZYV1   0.000000
 12584  USAZYX1   0.008032
 12585  USAZZ41  -0.023256
 12586  USAZZ51   0.000000
 12587  USAZZ61   0.000000
 12588  USAZZ71   0.000000
 12589  USAZZ81   0.008491
 12590  USAZZ91   0.000000
 12591  USAZZA1   0.250000
 12592  USAZZB1   0.000000
 12593  USAZZD1   0.000000
 12594  USAZZF1   0.000000
 12595  USAZZI1   0.000000
 12596  USAZZJ1   0.014234
 12597  USAZZL1  -0.019139
 12598  USAZZP1   0.000000
 12599  USAZZR1   0.000000
 12600  USAZZX1   0.730769
 12601  USAZZY1  -0.011331
 12602  USAZZZ1  -0.002045
 
 [12461 rows x 2 columns], '20041124':         Barrid  DlyReturn
 142    USA0001   0.000000
 143    USA0011   0.000000
 144    USA0031   0.000000
 145    USA0062   0.000000
 146    USA00E2   0.000000
 147    USA00F1   0.000000
 148    USA00G2   0.000000
 149    USA00H1   0.000000
 150    USA00I1   0.000000
 151    USA00J1   0.000000
 152    USA00K1   0.000000
 153    USA00P1   0.000000
 154    USA00R1   0.000000
 155    USA00S1   0.000000
 156    USA00V1   0.000000
 157    USA0131   0.000000
 158    USA0161  -0.003606
 159    USA01I1   0.000000
 160    USA01J2   0.000000
 161    USA01L1   0.000000
 162    USA01P1   0.000000
 163    USA01Q1   0.000000
 164    USA0202   0.000000
 165    USA0231   0.000000
 166    USA0281   0.000000
 167    USA0291   0.000000
 168    USA02A1   0.000000
 169    USA02B1   0.023779
 170    USA02H1   0.000000
 171    USA02P1   0.000000
 ...        ...        ...
 12572  USAZY61   0.000000
 12573  USAZY71   0.083333
 12574  USAZYI1   0.000000
 12575  USAZYJ1   0.333333
 12576  USAZYK1   0.000000
 12577  USAZYM1   0.000000
 12578  USAZYO1   0.000000
 12579  USAZYR1   0.000000
 12580  USAZYS1   0.000000
 12581  USAZYT1   0.063830
 12582  USAZYV1   0.000000
 12583  USAZYX1   0.000000
 12584  USAZZ41  -0.047619
 12585  USAZZ51   0.000000
 12586  USAZZ61   0.000000
 12587  USAZZ71   0.000000
 12588  USAZZ81   0.002806
 12589  USAZZ91   0.000000
 12590  USAZZA1   0.000000
 12591  USAZZB1   0.000000
 12592  USAZZD1   0.000000
 12593  USAZZF1   0.000000
 12594  USAZZI1   0.000000
 12595  USAZZJ1   0.003101
 12596  USAZZL1   0.000000
 12597  USAZZP1   0.000000
 12598  USAZZR1   0.000000
 12599  USAZZX1  -0.066667
 12600  USAZZY1   0.023559
 12601  USAZZZ1   0.034836
 
 [12460 rows x 2 columns], '20041126':         Barrid  DlyReturn
 142    USA0001   0.000000
 143    USA0011   0.000000
 144    USA0031   0.000000
 145    USA0062   0.000000
 146    USA00E2   0.000000
 147    USA00F1   0.000000
 148    USA00G2   0.000000
 149    USA00H1   0.000000
 150    USA00I1   0.000000
 151    USA00J1   0.000000
 152    USA00K1  -0.033333
 153    USA00P1   0.000000
 154    USA00R1   0.000000
 155    USA00S1   0.000000
 156    USA00V1   0.000000
 157    USA0131   0.000000
 158    USA0161  -0.010856
 159    USA01I1   0.000000
 160    USA01J2   0.000000
 161    USA01L1   0.000000
 162    USA01P1  -0.004425
 163    USA01Q1   0.000000
 164    USA0202   0.000000
 165    USA0231   0.000000
 166    USA0281   0.000000
 167    USA0291   0.000000
 168    USA02A1   0.000000
 169    USA02B1   0.012579
 170    USA02H1   0.000000
 171    USA02P1   0.000000
 ...        ...        ...
 12572  USAZY61   0.000000
 12573  USAZY71  -0.230769
 12574  USAZYI1   0.000000
 12575  USAZYJ1   0.000000
 12576  USAZYK1   0.000000
 12577  USAZYM1   0.000000
 12578  USAZYO1   0.020000
 12579  USAZYR1  -0.019231
 12580  USAZYS1   0.000000
 12581  USAZYT1  -0.040000
 12582  USAZYV1  -0.166667
 12583  USAZYX1  -0.008032
 12584  USAZZ41   0.025000
 12585  USAZZ51   0.000000
 12586  USAZZ61   0.000000
 12587  USAZZ71   0.000000
 12588  USAZZ81   0.035448
 12589  USAZZ91   0.000000
 12590  USAZZA1   0.000000
 12591  USAZZB1   0.000000
 12592  USAZZD1  -0.250000
 12593  USAZZF1   0.114865
 12594  USAZZI1   0.000000
 12595  USAZZJ1   0.026192
 12596  USAZZL1   0.000000
 12597  USAZZP1   0.000000
 12598  USAZZR1   0.000000
 12599  USAZZX1   0.071429
 12600  USAZZY1  -0.018663
 12601  USAZZZ1   0.002376
 
 [12460 rows x 2 columns], '20041129':         Barrid  DlyReturn
 142    USA0001   0.000000
 143    USA0011   0.000000
 144    USA0031   0.000000
 145    USA0062   0.000000
 146    USA00E2   0.000000
 147    USA00F1   0.000000
 148    USA00G2   0.000000
 149    USA00H1   0.000000
 150    USA00I1   0.000000
 151    USA00J1   0.000000
 152    USA00K1  -0.005071
 153    USA00P1   0.000000
 154    USA00R1   0.000000
 155    USA00S1   0.000000
 156    USA00V1   0.000000
 157    USA0131   0.000000
 158    USA0161  -0.000244
 159    USA01I1   0.000000
 160    USA01J2   0.000000
 161    USA01L1   0.000000
 162    USA01P1   0.000000
 163    USA01Q1   0.000000
 164    USA0202   0.000000
 165    USA0231   0.000000
 166    USA0281   0.000000
 167    USA0291   0.000000
 168    USA02A1   0.000000
 169    USA02B1  -0.014493
 170    USA02H1   0.000000
 171    USA02P1  -0.050808
 ...        ...        ...
 12572  USAZY61  -0.230769
 12573  USAZY71   0.000000
 12574  USAZYI1   0.000000
 12575  USAZYJ1   0.000000
 12576  USAZYK1   0.000000
 12577  USAZYM1   0.000000
 12578  USAZYO1  -0.019608
 12579  USAZYR1  -0.039216
 12580  USAZYS1   0.000000
 12581  USAZYT1  -0.020833
 12582  USAZYV1   0.000000
 12583  USAZYX1   0.002429
 12584  USAZZ41   0.000000
 12585  USAZZ51   0.000000
 12586  USAZZ61   0.000000
 12587  USAZZ71   0.000000
 12588  USAZZ81   0.002402
 12589  USAZZ91   0.000000
 12590  USAZZA1   0.000000
 12591  USAZZB1   0.000000
 12592  USAZZD1   0.000000
 12593  USAZZF1   0.000000
 12594  USAZZI1   0.000000
 12595  USAZZJ1   0.057685
 12596  USAZZL1   0.097561
 12597  USAZZP1  -0.107143
 12598  USAZZR1   0.000000
 12599  USAZZX1   0.000000
 12600  USAZZY1   0.000634
 12601  USAZZZ1  -0.012248
 
 [12460 rows x 2 columns], '20041130':         Barrid  DlyReturn
 142    USA0001   0.000000
 143    USA0011   0.000000
 144    USA0031   0.000000
 145    USA0062   0.003115
 146    USA00E2   0.000000
 147    USA00F1   0.000000
 148    USA00G2   0.000000
 149    USA00H1   0.000000
 150    USA00I1   0.000000
 151    USA00J1   0.000000
 152    USA00K1   0.000000
 153    USA00P1   0.000000
 154    USA00R1   0.000000
 155    USA00S1   0.002197
 156    USA00V1   0.000000
 157    USA0131   0.002443
 158    USA0161  -0.029031
 159    USA01I1   0.000000
 160    USA01J2   0.000000
 161    USA01L1   0.004556
 162    USA01P1   0.000000
 163    USA01Q1   0.003837
 164    USA0202   0.000000
 165    USA0231   0.000000
 166    USA0281   0.000000
 167    USA0291   0.000000
 168    USA02A1   0.000000
 169    USA02B1   0.010504
 170    USA02H1   0.000000
 171    USA02P1   0.000000
 ...        ...        ...
 12582  USAZY61   0.000000
 12583  USAZY71   0.300000
 12584  USAZYI1   0.285714
 12585  USAZYJ1   0.000000
 12586  USAZYK1  -0.857143
 12587  USAZYM1   0.000000
 12588  USAZYO1   0.020000
 12589  USAZYR1  -0.020408
 12590  USAZYS1   0.000000
 12591  USAZYT1  -0.021277
 12592  USAZYV1   0.000000
 12593  USAZYX1   0.000000
 12594  USAZZ41   0.000000
 12595  USAZZ51   0.000000
 12596  USAZZ61   0.000000
 12597  USAZZ71   0.000000
 12598  USAZZ81  -0.000599
 12599  USAZZ91   0.000000
 12600  USAZZA1   0.000000
 12601  USAZZB1   0.363636
 12602  USAZZD1   0.000000
 12603  USAZZF1  -0.042424
 12604  USAZZI1   0.018519
 12605  USAZZJ1  -0.057986
 12606  USAZZL1  -0.044444
 12607  USAZZP1  -0.080000
 12608  USAZZR1   0.000000
 12609  USAZZX1  -0.066667
 12610  USAZZY1  -0.018055
 12611  USAZZZ1  -0.002000
 
 [12470 rows x 2 columns], '20041201':         Barrid  DlyReturn
 142    USA0001   0.000000
 143    USA0011   0.000000
 144    USA0031   0.000000
 145    USA0062   0.000000
 146    USA00E2   0.000000
 147    USA00F1   0.000744
 148    USA00G2   0.000000
 149    USA00H1   0.000000
 150    USA00I1   0.000000
 151    USA00J1   0.000000
 152    USA00K1   0.000000
 153    USA00P1   0.000000
 154    USA00R1   0.000000
 155    USA00S1   0.000000
 156    USA00V1   0.000000
 157    USA0131   0.000000
 158    USA0161  -0.004774
 159    USA01I1   0.000000
 160    USA01J2   0.000000
 161    USA01L1   0.002506
 162    USA01P1   0.000000
 163    USA01Q1   0.000000
 164    USA0202   0.000000
 165    USA0231   0.000000
 166    USA0281   0.000000
 167    USA0291   0.000000
 168    USA02A1   0.000000
 169    USA02B1   0.000000
 170    USA02H1   0.000000
 171    USA02P1   0.000000
 ...        ...        ...
 12555  USAZY61   0.500000
 12556  USAZY71  -0.230769
 12557  USAZYI1   0.000000
 12558  USAZYJ1  -0.200000
 12559  USAZYK1   1.000000
 12560  USAZYM1   0.000000
 12561  USAZYO1  -0.019608
 12562  USAZYR1  -0.020833
 12563  USAZYS1   0.000000
 12564  USAZYT1   0.043478
 12565  USAZYV1   0.000000
 12566  USAZYX1  -0.000808
 12567  USAZZ41   0.024390
 12568  USAZZ51   0.000000
 12569  USAZZ61   0.000000
 12570  USAZZ71   0.000000
 12571  USAZZ81   0.015288
 12572  USAZZ91   0.000000
 12573  USAZZA1  -0.040000
 12574  USAZZB1   0.000000
 12575  USAZZD1   0.333333
 12576  USAZZF1   0.297468
 12577  USAZZI1   0.000000
 12578  USAZZJ1   0.024662
 12579  USAZZL1   0.069767
 12580  USAZZP1   0.000000
 12581  USAZZR1   0.000000
 12582  USAZZX1   0.190476
 12583  USAZZY1   0.016452
 12584  USAZZZ1  -0.012024
 
 [12443 rows x 2 columns], '20041202':         Barrid  DlyReturn
 142    USA0001   0.000000
 143    USA0011   0.000000
 144    USA0031   0.000000
 145    USA0062   0.000000
 146    USA00E2   0.000000
 147    USA00F1   0.000000
 148    USA00G2   0.000000
 149    USA00H1   0.000000
 150    USA00I1   0.000000
 151    USA00J1   0.000000
 152    USA00K1   0.000000
 153    USA00P1   0.000000
 154    USA00R1   0.000000
 155    USA00S1   0.000000
 156    USA00V1   0.000000
 157    USA0131   0.000000
 158    USA0161   0.010351
 159    USA01I1   0.000000
 160    USA01J2   0.000000
 161    USA01L1   0.000000
 162    USA01P1   0.000000
 163    USA01Q1   0.000000
 164    USA0202   0.000000
 165    USA0231   0.000000
 166    USA0281   0.000000
 167    USA0291   0.000000
 168    USA02A1   0.000000
 169    USA02B1   0.000000
 170    USA02H1   0.000000
 171    USA02P1   0.017032
 ...        ...        ...
 12551  USAZY61   0.000000
 12552  USAZY71   0.000000
 12553  USAZYI1   0.000000
 12554  USAZYJ1   0.000000
 12555  USAZYK1  48.999990
 12556  USAZYM1   0.000000
 12557  USAZYO1   0.000000
 12558  USAZYR1   0.085106
 12559  USAZYS1   0.000000
 12560  USAZYT1  -0.104167
 12561  USAZYV1  -0.160000
 12562  USAZYX1   0.000000
 12563  USAZZ41   0.000000
 12564  USAZZ51   0.000000
 12565  USAZZ61   0.000000
 12566  USAZZ71   0.000000
 12567  USAZZ81   0.000000
 12568  USAZZ91   0.000000
 12569  USAZZA1   0.000000
 12570  USAZZB1   0.000000
 12571  USAZZD1  -0.250000
 12572  USAZZF1  -0.014634
 12573  USAZZI1   0.000000
 12574  USAZZJ1  -0.011646
 12575  USAZZL1   0.000000
 12576  USAZZP1   0.000000
 12577  USAZZR1   0.000000
 12578  USAZZX1  -0.080000
 12579  USAZZY1   0.011742
 12580  USAZZZ1  -0.016227
 
 [12439 rows x 2 columns], '20041203':         Barrid  DlyReturn
 142    USA0001   0.000000
 143    USA0011   0.000000
 144    USA0031   0.000000
 145    USA0062   0.000000
 146    USA00E2   0.000000
 147    USA00F1   0.000000
 148    USA00G2   0.000000
 149    USA00H1   0.000000
 150    USA00I1   0.000000
 151    USA00J1   0.000000
 152    USA00K1   0.085627
 153    USA00P1   0.000000
 154    USA00R1   0.000000
 155    USA00S1   0.000000
 156    USA00V1   0.000000
 157    USA0131   0.000000
 158    USA0161   0.013243
 159    USA01I1   0.000000
 160    USA01J2   0.000000
 161    USA01L1   0.000000
 162    USA01P1   0.017778
 163    USA01Q1   0.000000
 164    USA0202   0.000000
 165    USA0231   0.000000
 166    USA0281   0.000000
 167    USA0291   0.000000
 168    USA02A1   0.000000
 169    USA02B1  -0.002079
 170    USA02H1   0.000000
 171    USA02P1   0.009569
 ...        ...        ...
 12554  USAZY61   0.333333
 12555  USAZY71   0.000000
 12556  USAZYI1   0.000000
 12557  USAZYJ1   0.250000
 12558  USAZYK1   0.000000
 12559  USAZYM1   0.000000
 12560  USAZYO1   0.000000
 12561  USAZYR1   0.039216
 12562  USAZYS1   0.000000
 12563  USAZYT1  -0.069767
 12564  USAZYV1   0.190476
 12565  USAZYX1   0.000000
 12566  USAZZ41  -0.023810
 12567  USAZZ51   0.000000
 12568  USAZZ61   0.500000
 12569  USAZZ71   0.000000
 12570  USAZZ81   0.015648
 12571  USAZZ91   0.000000
 12572  USAZZA1   0.000000
 12573  USAZZB1   0.000000
 12574  USAZZD1   0.000000
 12575  USAZZF1  -0.059406
 12576  USAZZI1   0.000000
 12577  USAZZJ1  -0.060958
 12578  USAZZL1  -0.043478
 12579  USAZZP1  -0.043478
 12580  USAZZR1   0.000000
 12581  USAZZX1  -0.173913
 12582  USAZZY1  -0.020075
 12583  USAZZZ1   0.008660
 
 [12442 rows x 2 columns], '20041206':         Barrid  DlyReturn
 142    USA0001   0.000000
 143    USA0011   0.000000
 144    USA0031   0.000000
 145    USA0062   0.000000
 146    USA00E2   0.000000
 147    USA00F1   0.000000
 148    USA00G2   0.000000
 149    USA00H1   0.000000
 150    USA00I1   0.000000
 151    USA00J1   0.000000
 152    USA00K1   0.000000
 153    USA00P1   0.000000
 154    USA00R1   0.000000
 155    USA00S1   0.000000
 156    USA00V1   0.000000
 157    USA0131   0.000000
 158    USA0161   0.000000
 159    USA01I1   0.000000
 160    USA01J2   0.000000
 161    USA01L1   0.000000
 162    USA01P1   0.000000
 163    USA01Q1   0.000000
 164    USA0202   0.000000
 165    USA0231   0.000000
 166    USA0281   0.000000
 167    USA0291   0.000000
 168    USA02A1   0.000000
 169    USA02B1  -0.006250
 170    USA02H1   0.000000
 171    USA02P1   0.014218
 ...        ...        ...
 12552  USAZY61   0.000000
 12553  USAZY71   0.000000
 12554  USAZYI1   0.000000
 12555  USAZYJ1  -0.125000
 12556  USAZYK1   0.000000
 12557  USAZYM1   0.000000
 12558  USAZYO1   0.000000
 12559  USAZYR1   0.037736
 12560  USAZYS1   0.000000
 12561  USAZYT1   0.000000
 12562  USAZYV1  -0.200000
 12563  USAZYX1  -0.003234
 12564  USAZZ41   0.048780
 12565  USAZZ51   0.000000
 12566  USAZZ61   0.000000
 12567  USAZZ71   0.000000
 12568  USAZZ81  -0.002616
 12569  USAZZ91   0.000000
 12570  USAZZA1   0.000000
 12571  USAZZB1   0.000000
 12572  USAZZD1   0.333333
 12573  USAZZF1  -0.052632
 12574  USAZZI1   0.000000
 12575  USAZZJ1   0.038314
 12576  USAZZL1  -0.090909
 12577  USAZZP1   0.045455
 12578  USAZZR1   0.000000
 12579  USAZZX1   0.052632
 12580  USAZZY1   0.004161
 12581  USAZZZ1   0.007768
 
 [12440 rows x 2 columns], '20041207':         Barrid  DlyReturn
 142    USA0001   0.000447
 143    USA0011   0.000000
 144    USA0031   0.000000
 145    USA0062   0.000000
 146    USA00E2  -0.008258
 147    USA00F1   0.000000
 148    USA00G2   0.000000
 149    USA00H1   0.000000
 150    USA00I1   0.000000
 151    USA00J1   0.000000
 152    USA00K1   0.000000
 153    USA00P1   0.000000
 154    USA00R1   0.000000
 155    USA00S1   0.000000
 156    USA00V1   0.000000
 157    USA0131   0.000000
 158    USA0161  -0.007398
 159    USA01I1   0.000000
 160    USA01J2   0.000000
 161    USA01L1   0.000000
 162    USA01P1   0.026201
 163    USA01Q1   0.000000
 164    USA0202   0.000000
 165    USA0231   0.000000
 166    USA0281   0.000000
 167    USA0291   0.000000
 168    USA02A1   0.000000
 169    USA02B1   0.000000
 170    USA02H1  -0.014904
 171    USA02P1  -0.023364
 ...        ...        ...
 12552  USAZY61   0.000000
 12553  USAZY71   0.400000
 12554  USAZYI1   0.000000
 12555  USAZYJ1   0.000000
 12556  USAZYK1   0.000000
 12557  USAZYM1   0.000000
 12558  USAZYO1  -0.160000
 12559  USAZYR1  -0.054545
 12560  USAZYS1   0.000000
 12561  USAZYT1   0.100000
 12562  USAZYV1   0.000000
 12563  USAZYX1  -0.006488
 12564  USAZZ41   0.046512
 12565  USAZZ51   0.000000
 12566  USAZZ61   0.000000
 12567  USAZZ71   0.000000
 12568  USAZZ81  -0.007869
 12569  USAZZ91   0.000000
 12570  USAZZA1   0.000000
 12571  USAZZB1   0.000000
 12572  USAZZD1  -0.250000
 12573  USAZZF1   0.000000
 12574  USAZZI1   0.000000
 12575  USAZZJ1  -0.026265
 12576  USAZZL1   0.000000
 12577  USAZZP1   0.000000
 12578  USAZZR1   0.000000
 12579  USAZZX1  -0.025000
 12580  USAZZY1  -0.040485
 12581  USAZZZ1  -0.002028
 
 [12440 rows x 2 columns], '20041208':         Barrid  DlyReturn
 142    USA0001   0.000000
 143    USA0011   0.000000
 144    USA0031   0.000000
 145    USA0062   0.000000
 146    USA00E2   0.000000
 147    USA00F1   0.000000
 148    USA00G2   0.000000
 149    USA00H1   0.000000
 150    USA00I1   0.000000
 151    USA00J1   0.000000
 152    USA00K1   0.000000
 153    USA00P1   0.000000
 154    USA00R1   0.000000
 155    USA00S1   0.000000
 156    USA00V1   0.000000
 157    USA0131   0.000000
 158    USA0161  -0.011180
 159    USA01I1   0.000000
 160    USA01J2   0.000000
 161    USA01L1   0.000000
 162    USA01P1   0.000000
 163    USA01Q1   0.000000
 164    USA0202   0.000000
 165    USA0231   0.000000
 166    USA0281   0.000000
 167    USA0291   0.000000
 168    USA02A1   0.000000
 169    USA02B1   0.000000
 170    USA02H1   0.000000
 171    USA02P1   0.000000
 ...        ...        ...
 12552  USAZY61   0.000000
 12553  USAZY71  -0.285714
 12554  USAZYI1   0.000000
 12555  USAZYJ1   0.000000
 12556  USAZYK1   0.000000
 12557  USAZYM1   0.000000
 12558  USAZYO1   0.166667
 12559  USAZYR1   0.019231
 12560  USAZYS1   0.000000
 12561  USAZYT1  -0.090909
 12562  USAZYV1   0.000000
 12563  USAZYX1   0.000000
 12564  USAZZ41   0.777778
 12565  USAZZ51   0.000000
 12566  USAZZ61   0.000000
 12567  USAZZ71   0.000000
 12568  USAZZ81  -0.005288
 12569  USAZZ91  99.000000
 12570  USAZZA1   0.041667
 12571  USAZZB1   0.000000
 12572  USAZZD1   0.000000
 12573  USAZZF1   0.027778
 12574  USAZZI1  -0.060606
 12575  USAZZJ1  -0.077279
 12576  USAZZL1   0.000000
 12577  USAZZP1  -0.043478
 12578  USAZZR1   0.000000
 12579  USAZZX1   0.076923
 12580  USAZZY1   0.017940
 12581  USAZZZ1   0.029675
 
 [12440 rows x 2 columns], '20041209':         Barrid  DlyReturn
 143    USA0001   0.000000
 144    USA0011   0.000000
 145    USA0031   0.000000
 146    USA0062   0.000000
 147    USA00E2   0.000000
 148    USA00F1   0.000000
 149    USA00G2   0.000000
 150    USA00H1   0.000000
 151    USA00I1   0.000000
 152    USA00J1   0.000000
 153    USA00K1   0.000000
 154    USA00P1   0.000000
 155    USA00R1   0.000000
 156    USA00S1   0.000000
 157    USA00V1   0.000000
 158    USA0131   0.000000
 159    USA0161  -0.022613
 160    USA01I1   0.000000
 161    USA01J2   0.058939
 162    USA01L1   0.000000
 163    USA01P1   0.000000
 164    USA01Q1   0.000000
 165    USA0202   0.000000
 166    USA0231   0.000000
 167    USA0281   0.000000
 168    USA0291   0.000000
 169    USA02A1   0.000000
 170    USA02B1   0.000000
 171    USA02H1   0.000000
 172    USA02P1   0.000000
 ...        ...        ...
 12553  USAZY61   0.000000
 12554  USAZY71   0.000000
 12555  USAZYI1   0.000000
 12556  USAZYJ1   0.000000
 12557  USAZYK1   0.000000
 12558  USAZYM1   0.000000
 12559  USAZYO1   0.000000
 12560  USAZYR1  -0.094340
 12561  USAZYS1   0.000000
 12562  USAZYT1   0.100000
 12563  USAZYV1   0.000000
 12564  USAZYX1  -0.001633
 12565  USAZZ41  -0.225000
 12566  USAZZ51   0.000000
 12567  USAZZ61   0.000000
 12568  USAZZ71   0.000000
 12569  USAZZ81  -0.003249
 12570  USAZZ91   0.000000
 12571  USAZZA1   0.000000
 12572  USAZZB1   0.000000
 12573  USAZZD1   0.000000
 12574  USAZZF1  -0.027027
 12575  USAZZI1   0.000000
 12576  USAZZJ1   0.010581
 12577  USAZZL1  -0.025000
 12578  USAZZP1   0.000000
 12579  USAZZR1   0.000000
 12580  USAZZX1  -0.142857
 12581  USAZZY1   0.015339
 12582  USAZZZ1   0.025266
 
 [12440 rows x 2 columns], '20041210':         Barrid  DlyReturn
 143    USA0001   0.000000
 144    USA0011   0.000000
 145    USA0031   0.000000
 146    USA0062   0.000000
 147    USA00E2   0.000000
 148    USA00F1   0.000000
 149    USA00G2   0.000000
 150    USA00H1   0.000000
 151    USA00I1   0.000000
 152    USA00J1   0.000000
 153    USA00K1   0.000000
 154    USA00P1   0.000000
 155    USA00R1   0.000000
 156    USA00S1   0.000000
 157    USA00V1   0.000000
 158    USA0131   0.000000
 159    USA0161   0.005141
 160    USA01I1   0.000000
 161    USA01J2   0.000000
 162    USA01L1   0.000000
 163    USA01P1   0.000000
 164    USA01Q1   0.000000
 165    USA0202   0.000000
 166    USA0231   0.000000
 167    USA0281   0.000000
 168    USA0291   0.000000
 169    USA02A1   0.000000
 170    USA02B1   0.000000
 171    USA02H1   0.000000
 172    USA02P1   0.031100
 ...        ...        ...
 12555  USAZY61   0.000000
 12556  USAZY71   0.000000
 12557  USAZYI1   0.000000
 12558  USAZYJ1   0.000000
 12559  USAZYK1   0.000000
 12560  USAZYM1   0.000000
 12561  USAZYO1   0.000000
 12562  USAZYR1   0.020833
 12563  USAZYS1   0.000000
 12564  USAZYT1  -0.090909
 12565  USAZYV1   0.000000
 12566  USAZYX1   0.000818
 12567  USAZZ41   0.177419
 12568  USAZZ51   0.000000
 12569  USAZZ61   0.000000
 12570  USAZZ71   0.000000
 12571  USAZZ81   0.016000
 12572  USAZZ91   0.000000
 12573  USAZZA1   0.000000
 12574  USAZZB1   0.000000
 12575  USAZZD1   0.000000
 12576  USAZZF1  -0.011111
 12577  USAZZI1   0.000000
 12578  USAZZJ1  -0.093878
 12579  USAZZL1   0.000000
 12580  USAZZP1   0.045455
 12581  USAZZR1   0.000000
 12582  USAZZX1  -0.027778
 12583  USAZZY1   0.044359
 12584  USAZZZ1   0.001155
 
 [12442 rows x 2 columns], '20041213':         Barrid  DlyReturn
 143    USA0001   0.000000
 144    USA0011   0.000000
 145    USA0031   0.000000
 146    USA0062   0.000000
 147    USA00E2   0.000000
 148    USA00F1   0.000000
 149    USA00G2   0.000000
 150    USA00H1   0.000000
 151    USA00I1   0.000000
 152    USA00J1   0.000000
 153    USA00K1   0.000000
 154    USA00P1   0.000000
 155    USA00R1   0.000000
 156    USA00S1   0.000000
 157    USA00V1   0.000000
 158    USA0131   0.000000
 159    USA0161   0.001279
 160    USA01I1   0.000000
 161    USA01J2   0.000000
 162    USA01L1   0.000000
 163    USA01P1  -0.008511
 164    USA01Q1   0.000000
 165    USA0202   0.006196
 166    USA0231   0.000000
 167    USA0281   0.000000
 168    USA0291   0.000000
 169    USA02A1   0.000000
 170    USA02B1  -0.014675
 171    USA02H1   0.025216
 172    USA02P1   0.000000
 ...        ...        ...
 12554  USAZY61  -0.400000
 12555  USAZY71  -0.200000
 12556  USAZYI1   0.000000
 12557  USAZYJ1  -0.057143
 12558  USAZYK1   0.000000
 12559  USAZYM1   0.000000
 12560  USAZYO1  -0.040816
 12561  USAZYR1   0.061224
 12562  USAZYS1   0.000000
 12563  USAZYT1   0.050000
 12564  USAZYV1   0.500000
 12565  USAZYX1  -0.006536
 12566  USAZZ41  -0.041096
 12567  USAZZ51   0.000000
 12568  USAZZ61  -0.333333
 12569  USAZZ71   0.000000
 12570  USAZZ81   0.000000
 12571  USAZZ91   0.000000
 12572  USAZZA1   0.000000
 12573  USAZZB1   0.000000
 12574  USAZZD1   0.000000
 12575  USAZZF1  -0.044944
 12576  USAZZI1   0.000000
 12577  USAZZJ1  -0.049941
 12578  USAZZL1  -0.005128
 12579  USAZZP1   0.130435
 12580  USAZZR1   0.000000
 12581  USAZZX1   0.114286
 12582  USAZZY1   0.016313
 12583  USAZZZ1   0.000769
 
 [12441 rows x 2 columns], '20041214':         Barrid  DlyReturn
 143    USA0001   0.000000
 144    USA0011   0.000000
 145    USA0031   0.000000
 146    USA0062   0.000000
 147    USA00E2   0.000000
 148    USA00F1   0.000000
 149    USA00G2   0.000000
 150    USA00H1   0.000000
 151    USA00I1   0.000000
 152    USA00J1   0.000000
 153    USA00K1   0.000000
 154    USA00P1   0.000000
 155    USA00R1   0.000000
 156    USA00S1   0.000000
 157    USA00V1   0.000000
 158    USA0131   0.000000
 159    USA0161  -0.002554
 160    USA01I1   0.000000
 161    USA01J2   0.000000
 162    USA01L1   0.000000
 163    USA01P1   0.000000
 164    USA01Q1   0.000000
 165    USA0202   0.000000
 166    USA0231   0.000000
 167    USA0281   0.000000
 168    USA0291   0.000000
 169    USA02A1   0.000000
 170    USA02B1  -0.020851
 171    USA02H1   0.000000
 172    USA02P1   0.000000
 ...        ...        ...
 12540  USAZY61   0.000000
 12541  USAZY71   0.000000
 12542  USAZYI1   0.000000
 12543  USAZYJ1   0.000000
 12544  USAZYK1  -0.600000
 12545  USAZYM1   0.142857
 12546  USAZYO1   0.000000
 12547  USAZYR1   0.269231
 12548  USAZYS1   0.000000
 12549  USAZYT1   0.000000
 12550  USAZYV1   0.000000
 12551  USAZYX1   0.002467
 12552  USAZZ41  -0.071429
 12553  USAZZ51   0.000000
 12554  USAZZ61   0.000000
 12555  USAZZ71   0.000000
 12556  USAZZ81   0.004666
 12557  USAZZ91   0.000000
 12558  USAZZA1   0.000000
 12559  USAZZB1   0.000000
 12560  USAZZD1   0.000000
 12561  USAZZF1   0.029412
 12562  USAZZI1   0.000000
 12563  USAZZJ1   0.015255
 12564  USAZZL1  -0.020619
 12565  USAZZP1   0.000000
 12566  USAZZR1   0.000000
 12567  USAZZX1  -0.076923
 12568  USAZZY1  -0.014876
 12569  USAZZZ1   0.001153
 
 [12427 rows x 2 columns], '20041215':         Barrid  DlyReturn
 143    USA0001   0.000000
 144    USA0011   0.000000
 145    USA0031   0.000000
 146    USA0062   0.000000
 147    USA00E2   0.000000
 148    USA00F1   0.000000
 149    USA00G2   0.000000
 150    USA00H1   0.000000
 151    USA00I1   0.000000
 152    USA00J1   0.000000
 153    USA00K1   0.000000
 154    USA00P1   0.000000
 155    USA00R1   0.000000
 156    USA00S1   0.000000
 157    USA00V1   0.000000
 158    USA0131   0.000000
 159    USA0161  -0.014085
 160    USA01I1   0.000000
 161    USA01J2   0.000000
 162    USA01L1   0.000000
 163    USA01P1  -0.004292
 164    USA01Q1   0.038055
 165    USA0202   0.000000
 166    USA0231   0.000000
 167    USA0281   0.000000
 168    USA0291   0.000000
 169    USA02A1   0.000000
 170    USA02B1   0.079965
 171    USA02H1   0.000000
 172    USA02P1   0.000000
 ...        ...        ...
 12544  USAZY61  -0.166667
 12545  USAZY71   0.250000
 12546  USAZYI1  -0.111111
 12547  USAZYJ1   0.000000
 12548  USAZYK1   0.000000
 12549  USAZYM1   0.000000
 12550  USAZYO1   0.000000
 12551  USAZYR1   0.007576
 12552  USAZYS1   0.000000
 12553  USAZYT1   0.000000
 12554  USAZYV1   0.166667
 12555  USAZYX1   0.010664
 12556  USAZZ41  -0.076923
 12557  USAZZ51   0.000000
 12558  USAZZ61   0.000000
 12559  USAZZ71   0.000000
 12560  USAZZ81   0.006676
 12561  USAZZ91   0.000000
 12562  USAZZA1   0.000000
 12563  USAZZB1   0.000000
 12564  USAZZD1   0.000000
 12565  USAZZF1  -0.028571
 12566  USAZZI1   0.032258
 12567  USAZZJ1   0.071675
 12568  USAZZL1   0.000000
 12569  USAZZP1   0.000000
 12570  USAZZR1   0.000000
 12571  USAZZX1   0.111111
 12572  USAZZY1   0.033898
 12573  USAZZZ1  -0.005758
 
 [12431 rows x 2 columns], '20041216':         Barrid  DlyReturn
 143    USA0001   0.000000
 144    USA0011   0.000000
 145    USA0031   0.000000
 146    USA0062   0.000000
 147    USA00E2   0.000000
 148    USA00F1   0.000000
 149    USA00G2   0.000000
 150    USA00H1   0.131343
 151    USA00I1   0.000000
 152    USA00J1   0.000000
 153    USA00K1   0.000000
 154    USA00P1   0.000000
 155    USA00R1   0.000000
 156    USA00S1   0.000000
 157    USA00V1   0.000000
 158    USA0131   0.000000
 159    USA0161  -0.004935
 160    USA01I1   0.000000
 161    USA01J2   0.000000
 162    USA01L1   0.000000
 163    USA01P1   0.000000
 164    USA01Q1   0.000000
 165    USA0202   0.000000
 166    USA0231   0.000000
 167    USA0281   0.000000
 168    USA0291   0.000000
 169    USA02A1   0.000000
 170    USA02B1   0.000000
 171    USA02H1   0.000000
 172    USA02P1   0.000000
 ...        ...        ...
 12550  USAZY61   0.000000
 12551  USAZY71   0.000000
 12552  USAZYI1   0.125000
 12553  USAZYJ1   0.000000
 12554  USAZYK1   0.000000
 12555  USAZYM1   0.000000
 12556  USAZYO1   0.000000
 12557  USAZYR1  -0.037594
 12558  USAZYS1   0.000000
 12559  USAZYT1   0.000000
 12560  USAZYV1  -0.142857
 12561  USAZYX1  -0.005682
 12562  USAZZ41   0.000000
 12563  USAZZ51   0.000000
 12564  USAZZ61   0.500000
 12565  USAZZ71   0.000000
 12566  USAZZ81  -0.006920
 12567  USAZZ91   0.000000
 12568  USAZZA1   0.240000
 12569  USAZZB1   0.000000
 12570  USAZZD1   0.000000
 12571  USAZZF1   0.023529
 12572  USAZZI1   0.062500
 12573  USAZZJ1  -0.025199
 12574  USAZZL1   0.026316
 12575  USAZZP1   0.000000
 12576  USAZZR1   0.000000
 12577  USAZZX1  -0.150000
 12578  USAZZY1   0.001192
 12579  USAZZZ1  -0.013514
 
 [12437 rows x 2 columns], '20041217':         Barrid  DlyReturn
 143    USA0001   0.000000
 144    USA0011   0.000000
 145    USA0031   0.000000
 146    USA0062   0.000000
 147    USA00E2   0.000000
 148    USA00F1   0.000000
 149    USA00G2   0.000000
 150    USA00H1   0.000000
 151    USA00I1   0.000000
 152    USA00J1   0.000000
 153    USA00K1   0.000000
 154    USA00P1   0.000000
 155    USA00R1   0.000000
 156    USA00S1   0.000000
 157    USA00V1   0.000000
 158    USA0131   0.000000
 159    USA0161   0.006265
 160    USA01I1   0.000000
 161    USA01J2   0.000000
 162    USA01L1   0.000000
 163    USA01P1   0.000000
 164    USA01Q1   0.000000
 165    USA0202   0.000000
 166    USA0231   0.000000
 167    USA0281   0.000000
 168    USA0291   0.000000
 169    USA02A1   0.000000
 170    USA02B1   0.000000
 171    USA02H1   0.000000
 172    USA02P1   0.000000
 ...        ...        ...
 12552  USAZY61   0.000000
 12553  USAZY71  -0.200000
 12554  USAZYI1   0.000000
 12555  USAZYJ1   0.000000
 12556  USAZYK1   0.000000
 12557  USAZYM1   0.000000
 12558  USAZYO1  -0.042553
 12559  USAZYR1  -0.046875
 12560  USAZYS1   0.000000
 12561  USAZYT1   0.071429
 12562  USAZYV1   0.000000
 12563  USAZYX1   0.004082
 12564  USAZZ41  -0.083333
 12565  USAZZ51   0.000000
 12566  USAZZ61   0.000000
 12567  USAZZ71   0.000000
 12568  USAZZ81  -0.003775
 12569  USAZZ91   0.000000
 12570  USAZZA1   0.000000
 12571  USAZZB1   0.000000
 12572  USAZZD1   0.000000
 12573  USAZZF1  -0.022989
 12574  USAZZI1   0.000000
 12575  USAZZJ1  -0.056754
 12576  USAZZL1   0.000000
 12577  USAZZP1   0.000000
 12578  USAZZR1   0.000000
 12579  USAZZX1  -0.176471
 12580  USAZZY1   0.006550
 12581  USAZZZ1   0.015656
 
 [12439 rows x 2 columns], '20041220':         Barrid  DlyReturn
 143    USA0001   0.000000
 144    USA0011   0.000000
 145    USA0031   0.000000
 146    USA0062   0.000000
 147    USA00E2   0.000000
 148    USA00F1   0.000000
 149    USA00G2   0.000000
 150    USA00H1   0.000000
 151    USA00I1   0.000000
 152    USA00J1   0.000000
 153    USA00K1   0.000000
 154    USA00P1   0.000000
 155    USA00R1   0.000000
 156    USA00S1   0.000000
 157    USA00V1   0.000000
 158    USA0131   0.000000
 159    USA0161   0.011673
 160    USA01I1   0.000000
 161    USA01J2   0.000000
 162    USA01L1   0.000000
 163    USA01P1   0.000000
 164    USA01Q1   0.000000
 165    USA0202   0.000000
 166    USA0231   0.000000
 167    USA0281   0.000000
 168    USA0291   0.000000
 169    USA02A1   0.000000
 170    USA02B1   0.000000
 171    USA02H1   0.000000
 172    USA02P1   0.013921
 ...        ...        ...
 12553  USAZY61   0.000000
 12554  USAZY71   0.000000
 12555  USAZYI1   0.111111
 12556  USAZYJ1   0.000000
 12557  USAZYK1   0.000000
 12558  USAZYM1   0.000000
 12559  USAZYO1  -0.177778
 12560  USAZYR1   0.032787
 12561  USAZYS1   0.000000
 12562  USAZYT1  -0.022222
 12563  USAZYV1   0.000000
 12564  USAZYX1  -0.012195
 12565  USAZZ41   0.000000
 12566  USAZZ51   0.333333
 12567  USAZZ61   0.000000
 12568  USAZZ71   0.000000
 12569  USAZZ81   0.011950
 12570  USAZZ91   0.000000
 12571  USAZZA1   0.000000
 12572  USAZZB1   0.000000
 12573  USAZZD1   0.000000
 12574  USAZZF1   0.000000
 12575  USAZZI1   0.000000
 12576  USAZZJ1   0.009273
 12577  USAZZL1   0.000000
 12578  USAZZP1   0.000000
 12579  USAZZR1   0.000000
 12580  USAZZX1  -0.107143
 12581  USAZZY1  -0.005915
 12582  USAZZZ1   0.021195
 
 [12440 rows x 2 columns], '20041221':         Barrid  DlyReturn
 143    USA0001   0.000000
 144    USA0011   0.000000
 145    USA0031   0.000000
 146    USA0062   0.000000
 147    USA00E2   0.000000
 148    USA00F1   0.050616
 149    USA00G2   0.000000
 150    USA00H1   0.000000
 151    USA00I1   0.000000
 152    USA00J1   0.000000
 153    USA00K1   0.000000
 154    USA00P1   0.000000
 155    USA00R1   0.000000
 156    USA00S1   0.000000
 157    USA00V1   0.000000
 158    USA0131   0.037962
 159    USA0161   0.000000
 160    USA01I1   0.000000
 161    USA01J2   0.000000
 162    USA01L1   0.000000
 163    USA01P1   0.000000
 164    USA01Q1   0.000000
 165    USA0202   0.000000
 166    USA0231   0.000000
 167    USA0281   0.061914
 168    USA0291   0.000000
 169    USA02A1   0.000000
 170    USA02B1  -0.062374
 171    USA02H1   0.000000
 172    USA02P1   0.000000
 ...        ...        ...
 12550  USAZY61   0.000000
 12551  USAZY71   0.000000
 12552  USAZYI1  -0.100000
 12553  USAZYJ1   0.000000
 12554  USAZYK1  -0.500000
 12555  USAZYM1   0.000000
 12556  USAZYO1   0.189189
 12557  USAZYR1  -0.031746
 12558  USAZYS1   0.000000
 12559  USAZYT1   0.136364
 12560  USAZYV1   0.333333
 12561  USAZYX1   0.000000
 12562  USAZZ41   0.000000
 12563  USAZZ51   0.000000
 12564  USAZZ61   0.000000
 12565  USAZZ71   0.000000
 12566  USAZZ81  -0.019297
 12567  USAZZ91   0.000000
 12568  USAZZA1   0.000000
 12569  USAZZB1   0.000000
 12570  USAZZD1   0.333333
 12571  USAZZF1  -0.029412
 12572  USAZZI1  -0.088235
 12573  USAZZJ1   0.015517
 12574  USAZZL1  -0.025641
 12575  USAZZP1  -0.115385
 12576  USAZZR1   0.000000
 12577  USAZZX1   0.000000
 12578  USAZZY1   0.014579
 12579  USAZZZ1   0.007170
 
 [12437 rows x 2 columns], '20041222':         Barrid  DlyReturn
 143    USA0001   0.000000
 144    USA0011   0.000000
 145    USA0031   0.000000
 146    USA0062   0.000000
 147    USA00E2   0.000000
 148    USA00F1   0.000000
 149    USA00G2   0.000000
 150    USA00H1   0.000000
 151    USA00I1   0.000000
 152    USA00J1   0.000000
 153    USA00K1   0.000000
 154    USA00P1   0.000000
 155    USA00R1   0.000000
 156    USA00S1   0.000000
 157    USA00V1   0.000000
 158    USA0131   0.000000
 159    USA0161   0.007692
 160    USA01I1   0.000000
 161    USA01J2   0.000000
 162    USA01L1   0.000000
 163    USA01P1   0.000000
 164    USA01Q1   0.000000
 165    USA0202   0.000000
 166    USA0231   0.000000
 167    USA0281   0.000000
 168    USA0291   0.000000
 169    USA02A1   0.000000
 170    USA02B1   0.009442
 171    USA02H1   0.000000
 172    USA02P1   0.003676
 ...        ...        ...
 12549  USAZY61   0.000000
 12550  USAZY71   0.000000
 12551  USAZYI1   0.000000
 12552  USAZYJ1   0.212121
 12553  USAZYK1  -0.500000
 12554  USAZYM1   0.000000
 12555  USAZYO1   0.000000
 12556  USAZYR1  -0.049180
 12557  USAZYS1   0.000000
 12558  USAZYT1  -0.020000
 12559  USAZYV1  -0.250000
 12560  USAZYX1   0.004115
 12561  USAZZ41  -0.018182
 12562  USAZZ51   0.000000
 12563  USAZZ61  -0.333333
 12564  USAZZ71   0.000000
 12565  USAZZ81   0.004405
 12566  USAZZ91   0.000000
 12567  USAZZA1   0.000000
 12568  USAZZB1   0.500000
 12569  USAZZD1  -0.250000
 12570  USAZZF1   0.024242
 12571  USAZZI1   0.000000
 12572  USAZZJ1   0.000603
 12573  USAZZL1   0.231579
 12574  USAZZP1   0.000000
 12575  USAZZR1   0.000000
 12576  USAZZX1   0.160000
 12577  USAZZY1   0.001466
 12578  USAZZZ1   0.000375
 
 [12436 rows x 2 columns], '20041223':         Barrid  DlyReturn
 143    USA0001   0.000000
 144    USA0011   0.000000
 145    USA0031   0.000000
 146    USA0062   0.000000
 147    USA00E2   0.000000
 148    USA00F1   0.000000
 149    USA00G2   0.000000
 150    USA00H1   0.000000
 151    USA00I1   0.000000
 152    USA00J1   0.000000
 153    USA00K1   0.000000
 154    USA00P1   0.000000
 155    USA00R1   0.000000
 156    USA00S1   0.000000
 157    USA00V1   0.000000
 158    USA0131   0.000000
 159    USA0161   0.001781
 160    USA01I1   0.000000
 161    USA01J2   0.000000
 162    USA01L1   0.000000
 163    USA01P1   0.000000
 164    USA01Q1   0.000000
 165    USA0202   0.000000
 166    USA0231   0.000000
 167    USA0281   0.000000
 168    USA0291   0.000000
 169    USA02A1   0.000000
 170    USA02B1   0.000000
 171    USA02H1   0.000000
 172    USA02P1   0.000000
 ...        ...        ...
 12550  USAZY61   0.000000
 12551  USAZY71   0.750000
 12552  USAZYI1  -0.111111
 12553  USAZYJ1   0.000000
 12554  USAZYK1   4.000000
 12555  USAZYM1   0.000000
 12556  USAZYO1   0.000000
 12557  USAZYR1   0.120690
 12558  USAZYS1  99.000000
 12559  USAZYT1  -0.102041
 12560  USAZYV1   0.166667
 12561  USAZYX1  -0.008197
 12562  USAZZ41   0.018519
 12563  USAZZ51  -0.250000
 12564  USAZZ61   0.000000
 12565  USAZZ71   0.000000
 12566  USAZZ81   0.005263
 12567  USAZZ91   0.000000
 12568  USAZZA1  -0.225806
 12569  USAZZB1   0.000000
 12570  USAZZD1   0.000000
 12571  USAZZF1   0.029586
 12572  USAZZI1   0.000000
 12573  USAZZJ1  -0.014065
 12574  USAZZL1  -0.038462
 12575  USAZZP1   0.000000
 12576  USAZZR1   0.000000
 12577  USAZZX1   0.000000
 12578  USAZZY1  -0.016398
 12579  USAZZZ1   0.003371
 
 [12437 rows x 2 columns], '20041227':         Barrid  DlyReturn
 143    USA0001   0.000000
 144    USA0011   0.000000
 145    USA0031   0.014892
 146    USA0062   0.000000
 147    USA00E2   0.000000
 148    USA00F1   0.000000
 149    USA00G2   0.000000
 150    USA00H1   0.000000
 151    USA00I1   0.000000
 152    USA00J1   0.000000
 153    USA00K1   0.000000
 154    USA00P1   0.000000
 155    USA00R1   0.000000
 156    USA00S1  -0.019355
 157    USA00V1   0.000000
 158    USA0131   0.000000
 159    USA0161  -0.006443
 160    USA01I1   0.000000
 161    USA01J2   0.000000
 162    USA01L1   0.000000
 163    USA01P1  -0.017241
 164    USA01Q1   0.000000
 165    USA0202   0.000000
 166    USA0231   0.000000
 167    USA0281   0.000000
 168    USA0291   0.132479
 169    USA02A1   0.000000
 170    USA02B1  -0.000850
 171    USA02H1   0.000000
 172    USA02P1  -0.009153
 ...        ...        ...
 12549  USAZY61   0.000000
 12550  USAZY71  -0.571429
 12551  USAZYI1   0.000000
 12552  USAZYJ1  -0.050000
 12553  USAZYK1  -0.800000
 12554  USAZYM1   0.000000
 12555  USAZYO1   0.022727
 12556  USAZYR1  -0.076923
 12557  USAZYS1  -0.990000
 12558  USAZYT1   0.045455
 12559  USAZYV1  -0.142857
 12560  USAZYX1   0.000000
 12561  USAZZ41  -0.181818
 12562  USAZZ51   0.000000
 12563  USAZZ61   0.000000
 12564  USAZZ71   0.363636
 12565  USAZZ81   0.002036
 12566  USAZZ91   0.000000
 12567  USAZZA1  -0.166667
 12568  USAZZB1   0.000000
 12569  USAZZD1   0.000000
 12570  USAZZF1  -0.005747
 12571  USAZZI1   0.000000
 12572  USAZZJ1   0.012431
 12573  USAZZL1  -0.080000
 12574  USAZZP1   0.000000
 12575  USAZZR1   0.000000
 12576  USAZZX1  -0.172414
 12577  USAZZY1  -0.015779
 12578  USAZZZ1  -0.020157
 
 [12436 rows x 2 columns], '20041228':         Barrid  DlyReturn
 143    USA0001   0.000000
 144    USA0011   0.000000
 145    USA0031   0.000000
 146    USA0062   0.000000
 147    USA00E2   0.000000
 148    USA00F1   0.000000
 149    USA00G2   0.000000
 150    USA00H1   0.000000
 151    USA00I1   0.000000
 152    USA00J1   0.000000
 153    USA00K1   0.000000
 154    USA00P1   0.000000
 155    USA00R1   0.000000
 156    USA00S1   0.000000
 157    USA00V1   0.000000
 158    USA0131   0.000000
 159    USA0161  -0.000778
 160    USA01I1   0.000000
 161    USA01J2   0.000000
 162    USA01L1   0.000000
 163    USA01P1   0.000000
 164    USA01Q1   0.000000
 165    USA0202   0.000000
 166    USA0231   0.000000
 167    USA0281   0.000000
 168    USA0291   0.000000
 169    USA02A1   0.000000
 170    USA02B1   0.000000
 171    USA02H1   0.000000
 172    USA02P1   0.000000
 ...        ...        ...
 12548  USAZY61   0.000000
 12549  USAZY71   0.000000
 12550  USAZYI1   0.187500
 12551  USAZYJ1  -0.052632
 12552  USAZYK1   0.000000
 12553  USAZYM1   0.000000
 12554  USAZYO1  -0.111111
 12555  USAZYR1   0.000000
 12556  USAZYS1   0.000000
 12557  USAZYT1   0.000000
 12558  USAZYV1   0.000000
 12559  USAZYX1   0.000000
 12560  USAZZ41   0.000000
 12561  USAZZ51   0.000000
 12562  USAZZ61   0.000000
 12563  USAZZ71   0.000000
 12564  USAZZ81   0.008418
 12565  USAZZ91   0.000000
 12566  USAZZA1   0.100000
 12567  USAZZB1   0.000000
 12568  USAZZD1   0.000000
 12569  USAZZF1   0.000000
 12570  USAZZI1   0.000000
 12571  USAZZJ1   0.000604
 12572  USAZZL1  -0.009662
 12573  USAZZP1   0.000000
 12574  USAZZR1   0.000000
 12575  USAZZX1   0.166667
 12576  USAZZY1   0.013309
 12577  USAZZZ1   0.028571
 
 [12435 rows x 2 columns], '20041229':         Barrid  DlyReturn
 143    USA0001   0.000000
 144    USA0011   0.000000
 145    USA0031   0.000000
 146    USA0062   0.000000
 147    USA00E2   0.000000
 148    USA00F1   0.000000
 149    USA00G2   0.000000
 150    USA00H1   0.000000
 151    USA00I1  -0.089295
 152    USA00J1   0.000000
 153    USA00K1   0.000000
 154    USA00P1   0.000000
 155    USA00R1   0.000000
 156    USA00S1   0.005702
 157    USA00V1   0.000000
 158    USA0131   0.000000
 159    USA0161  -0.013499
 160    USA01I1   0.000388
 161    USA01J2   0.000000
 162    USA01L1   0.000000
 163    USA01P1   0.013158
 164    USA01Q1   0.010183
 165    USA0202   0.000000
 166    USA0231   0.065678
 167    USA0281   0.000000
 168    USA0291   0.000000
 169    USA02A1   0.000000
 170    USA02B1   0.000000
 171    USA02H1   0.000000
 172    USA02P1   0.000000
 ...        ...        ...
 12545  USAZY61  -0.200000
 12546  USAZY71   0.000000
 12547  USAZYI1   0.000000
 12548  USAZYJ1   0.000000
 12549  USAZYK1   0.000000
 12550  USAZYM1   0.000000
 12551  USAZYO1  -0.100000
 12552  USAZYR1  -0.066667
 12553  USAZYS1   0.000000
 12554  USAZYT1   0.043478
 12555  USAZYV1   0.000000
 12556  USAZYX1   0.004132
 12557  USAZZ41  -0.111111
 12558  USAZZ51   0.000000
 12559  USAZZ61   0.000000
 12560  USAZZ71   0.000000
 12561  USAZZ81  -0.004606
 12562  USAZZ91   0.000000
 12563  USAZZA1   0.181818
 12564  USAZZB1   0.000000
 12565  USAZZD1   0.000000
 12566  USAZZF1   0.040462
 12567  USAZZI1   0.000000
 12568  USAZZJ1   0.027560
 12569  USAZZL1  -0.024390
 12570  USAZZP1   0.130435
 12571  USAZZR1   0.000000
 12572  USAZZX1   0.035714
 12573  USAZZY1  -0.011642
 12574  USAZZZ1  -0.012222
 
 [12432 rows x 2 columns], '20041230':         Barrid  DlyReturn
 143    USA0001   0.000000
 144    USA0011   0.000000
 145    USA0031   0.000000
 146    USA0062   0.000000
 147    USA00E2   0.000000
 148    USA00F1   0.000000
 149    USA00G2   0.000000
 150    USA00H1   0.000000
 151    USA00I1   0.000000
 152    USA00J1   0.000000
 153    USA00K1   0.000000
 154    USA00P1   0.000000
 155    USA00R1   0.000000
 156    USA00S1   0.000000
 157    USA00V1   0.000000
 158    USA0131   0.000000
 159    USA0161  -0.005263
 160    USA01I1   0.000000
 161    USA01J2   0.000000
 162    USA01L1   0.000000
 163    USA01P1  -0.017316
 164    USA01Q1   0.000000
 165    USA0202   0.000000
 166    USA0231   0.000000
 167    USA0281   0.000000
 168    USA0291   0.000000
 169    USA02A1   0.000000
 170    USA02B1  -0.012341
 171    USA02H1   0.000000
 172    USA02P1   0.000000
 ...        ...        ...
 12544  USAZY61   0.250000
 12545  USAZY71   0.000000
 12546  USAZYI1  -0.105263
 12547  USAZYJ1   0.111111
 12548  USAZYK1   0.000000
 12549  USAZYM1   0.000000
 12550  USAZYO1   0.000000
 12551  USAZYR1   0.035714
 12552  USAZYS1   0.000000
 12553  USAZYT1   0.020833
 12554  USAZYV1   0.000000
 12555  USAZYX1   0.000000
 12556  USAZZ41   0.000000
 12557  USAZZ51   0.000000
 12558  USAZZ61   0.000000
 12559  USAZZ71   0.000000
 12560  USAZZ81   0.003759
 12561  USAZZ91   0.000000
 12562  USAZZA1  -0.038462
 12563  USAZZB1   0.000000
 12564  USAZZD1   0.000000
 12565  USAZZF1   0.000000
 12566  USAZZI1   0.000000
 12567  USAZZJ1  -0.041308
 12568  USAZZL1   0.000000
 12569  USAZZP1  -0.115385
 12570  USAZZR1   0.000000
 12571  USAZZX1   0.034483
 12572  USAZZY1   0.007249
 12573  USAZZZ1   0.012373
 
 [12431 rows x 2 columns], '20041231':         Barrid  DlyReturn
 143    USA0001   0.003554
 144    USA0011   0.000000
 145    USA0031   0.000000
 146    USA0062   0.000000
 147    USA00E2   0.000000
 148    USA00F1   0.000000
 149    USA00G2   0.021077
 150    USA00H1   0.000000
 151    USA00I1   0.000000
 152    USA00J1   0.000000
 153    USA00K1   0.000000
 154    USA00P1   0.000000
 155    USA00R1   0.000000
 156    USA00S1   0.000000
 157    USA00V1   0.000000
 158    USA0131   0.000000
 159    USA0161   0.000000
 160    USA01I1   0.000000
 161    USA01J2   0.000000
 162    USA01L1   0.000000
 163    USA01P1   0.000000
 164    USA01Q1   0.000000
 165    USA0202   0.000000
 166    USA0231   0.000000
 167    USA0281   0.000000
 168    USA0291   0.000000
 169    USA02A1   0.000000
 170    USA02B1  -0.006894
 171    USA02H1   0.000000
 172    USA02P1   0.000000
 ...        ...        ...
 12560  USAZY61   0.000000
 12561  USAZY71   0.000000
 12562  USAZYI1  -0.117647
 12563  USAZYJ1   0.000000
 12564  USAZYK1   4.000000
 12565  USAZYM1   0.000000
 12566  USAZYO1  -0.083333
 12567  USAZYR1  -0.017241
 12568  USAZYS1   0.000000
 12569  USAZYT1  -0.061224
 12570  USAZYV1   0.000000
 12571  USAZYX1   0.000000
 12572  USAZZ41   0.375000
 12573  USAZZ51   0.000000
 12574  USAZZ61   0.000000
 12575  USAZZ71   0.000000
 12576  USAZZ81  -0.001729
 12577  USAZZ91  -0.990000
 12578  USAZZA1   0.200000
 12579  USAZZB1   0.000000
 12580  USAZZD1   0.000000
 12581  USAZZF1  -0.027778
 12582  USAZZI1   0.048387
 12583  USAZZJ1  -0.007556
 12584  USAZZL1   0.037500
 12585  USAZZP1   0.086957
 12586  USAZZR1   0.000000
 12587  USAZZX1   0.100000
 12588  USAZZY1   0.016492
 12589  USAZZZ1   0.011111
 
 [12447 rows x 2 columns], '20050103':         Barrid  DlyReturn
 143    USA0001   0.000000
 144    USA0011   0.000000
 145    USA0031   0.000000
 146    USA0062   0.000000
 147    USA00E2   0.000000
 148    USA00F1   0.000000
 149    USA00G2   0.000000
 150    USA00H1   0.000000
 151    USA00I1   0.000000
 152    USA00J1   0.000000
 153    USA00K1   0.000000
 154    USA00P1   0.000000
 155    USA00R1   0.000000
 156    USA00S1   0.000000
 157    USA00V1   0.000000
 158    USA0131   0.000000
 159    USA0161   0.000000
 160    USA01I1   0.000000
 161    USA01J2   0.000000
 162    USA01L1   0.000000
 163    USA01P1   0.000000
 164    USA01Q1   0.000000
 165    USA0202   0.000000
 166    USA0231   0.000000
 167    USA0281   0.000000
 168    USA0291   0.000000
 169    USA02A1   0.000000
 170    USA02B1   0.023861
 171    USA02H1   0.000000
 172    USA02P1   0.000000
 ...        ...        ...
 12532  USAZY61   0.000000
 12533  USAZY71   0.000000
 12534  USAZYI1   0.000000
 12535  USAZYJ1  -0.025000
 12536  USAZYK1   0.000000
 12537  USAZYM1   0.000000
 12538  USAZYO1  -0.212121
 12539  USAZYR1   0.052632
 12540  USAZYS1   0.000000
 12541  USAZYT1  -0.043478
 12542  USAZYV1   0.166667
 12543  USAZYX1   0.011523
 12544  USAZZ41  -0.090909
 12545  USAZZ51   0.000000
 12546  USAZZ61   0.000000
 12547  USAZZ71   0.000000
 12548  USAZZ81  -0.012121
 12549  USAZZ91   0.000000
 12550  USAZZA1  -0.066667
 12551  USAZZB1   0.000000
 12552  USAZZD1   0.000000
 12553  USAZZF1  -0.028571
 12554  USAZZI1   0.000000
 12555  USAZZJ1  -0.009053
 12556  USAZZL1  -0.036145
 12557  USAZZP1   0.000000
 12558  USAZZR1   0.000000
 12559  USAZZX1  -0.090909
 12560  USAZZY1  -0.002950
 12561  USAZZZ1  -0.046886
 
 [12419 rows x 2 columns], '20050104':         Barrid  DlyReturn
 143    USA0001   0.000000
 144    USA0011   0.000000
 145    USA0031   0.000000
 146    USA0062   0.000000
 147    USA00E2   0.000000
 148    USA00F1   0.000000
 149    USA00G2   0.000000
 150    USA00H1   0.000000
 151    USA00I1   0.000000
 152    USA00J1   0.000000
 153    USA00K1   0.000000
 154    USA00P1   0.000000
 155    USA00R1   0.000000
 156    USA00S1   0.000000
 157    USA00V1   0.000000
 158    USA0131   0.000000
 159    USA0161  -0.006614
 160    USA01I1   0.000000
 161    USA01J2   0.000000
 162    USA01L1   0.000000
 163    USA01P1   0.000000
 164    USA01Q1   0.000000
 165    USA0202   0.000000
 166    USA0231   0.000000
 167    USA0281   0.000000
 168    USA0291   0.000000
 169    USA02A1   0.000000
 170    USA02B1   0.000000
 171    USA02H1   0.000000
 172    USA02P1   0.000000
 ...        ...        ...
 12531  USAZY61   0.000000
 12532  USAZY71   0.000000
 12533  USAZYI1   0.006667
 12534  USAZYJ1   0.000000
 12535  USAZYK1   0.000000
 12536  USAZYM1   0.000000
 12537  USAZYO1   0.153846
 12538  USAZYR1  -0.016667
 12539  USAZYS1   0.000000
 12540  USAZYT1   0.068182
 12541  USAZYV1   0.000000
 12542  USAZYX1  -0.013832
 12543  USAZZ41  -0.100000
 12544  USAZZ51   0.000000
 12545  USAZZ61   0.000000
 12546  USAZZ71   0.000000
 12547  USAZZ81  -0.000876
 12548  USAZZ91   0.000000
 12549  USAZZA1  -0.107143
 12550  USAZZB1   0.000000
 12551  USAZZD1   0.000000
 12552  USAZZF1  -0.023529
 12553  USAZZI1   0.000000
 12554  USAZZJ1   0.005399
 12555  USAZZL1   0.000000
 12556  USAZZP1   0.000000
 12557  USAZZR1   0.000000
 12558  USAZZX1   0.000000
 12559  USAZZY1  -0.026627
 12560  USAZZZ1  -0.003075
 
 [12418 rows x 2 columns], '20050105':         Barrid  DlyReturn
 143    USA0001   0.000000
 144    USA0011   0.000000
 145    USA0031   0.000000
 146    USA0062   0.000000
 147    USA00E2   0.000000
 148    USA00F1   0.000000
 149    USA00G2   0.000000
 150    USA00H1   0.000000
 151    USA00I1   0.000000
 152    USA00J1   0.000000
 153    USA00K1   0.000000
 154    USA00P1   0.000000
 155    USA00R1   0.000000
 156    USA00S1   0.000000
 157    USA00V1   0.000000
 158    USA0131   0.000000
 159    USA0161  -0.008788
 160    USA01I1   0.000000
 161    USA01J2   0.000000
 162    USA01L1   0.000000
 163    USA01P1   0.000000
 164    USA01Q1   0.000000
 165    USA0202   0.000000
 166    USA0231   0.000000
 167    USA0281   0.000000
 168    USA0291   0.009434
 169    USA02A1   0.000000
 170    USA02B1   0.017797
 171    USA02H1   0.000000
 172    USA02P1   0.000000
 ...        ...        ...
 12531  USAZY61   0.000000
 12532  USAZY71   1.666667
 12533  USAZYI1   0.059603
 12534  USAZYJ1   0.000000
 12535  USAZYK1   0.000000
 12536  USAZYM1   0.000000
 12537  USAZYO1   0.000000
 12538  USAZYR1   0.000000
 12539  USAZYS1   0.000000
 12540  USAZYT1  -0.021277
 12541  USAZYV1  -0.142857
 12542  USAZYX1  -0.000825
 12543  USAZZ41   0.000000
 12544  USAZZ51   0.000000
 12545  USAZZ61   0.000000
 12546  USAZZ71   0.000000
 12547  USAZZ81  -0.004971
 12548  USAZZ91   0.000000
 12549  USAZZA1   0.000000
 12550  USAZZB1   0.000000
 12551  USAZZD1   0.333333
 12552  USAZZF1   0.054217
 12553  USAZZI1   0.000000
 12554  USAZZJ1  -0.002478
 12555  USAZZL1   0.125000
 12556  USAZZP1   0.000000
 12557  USAZZR1   0.000000
 12558  USAZZX1   0.066667
 12559  USAZZY1  -0.027356
 12560  USAZZZ1  -0.005397
 
 [12418 rows x 2 columns], '20050106':         Barrid  DlyReturn
 143    USA0001   0.000000
 144    USA0011   0.000000
 145    USA0031   0.000000
 146    USA0062   0.000000
 147    USA00E2   0.000000
 148    USA00F1   0.000000
 149    USA00G2   0.000000
 150    USA00H1   0.000000
 151    USA00I1   0.000000
 152    USA00J1   0.000000
 153    USA00K1   0.000000
 154    USA00P1   0.000000
 155    USA00R1   0.000000
 156    USA00S1   0.000000
 157    USA00V1   0.000000
 158    USA0131   0.000000
 159    USA0161   0.008060
 160    USA01I1   0.000000
 161    USA01J2   0.000000
 162    USA01L1   0.000000
 163    USA01P1   0.000000
 164    USA01Q1  -0.026210
 165    USA0202   0.000000
 166    USA0231   0.000000
 167    USA0281   0.000000
 168    USA0291   0.000000
 169    USA02A1   0.000000
 170    USA02B1   0.019984
 171    USA02H1   0.000000
 172    USA02P1   0.000000
 ...        ...        ...
 12531  USAZY61   0.000000
 12532  USAZY71  -0.375000
 12533  USAZYI1  -0.062500
 12534  USAZYJ1   0.000000
 12535  USAZYK1   0.000000
 12536  USAZYM1   0.000000
 12537  USAZYO1   0.333333
 12538  USAZYR1  -0.067797
 12539  USAZYS1   0.000000
 12540  USAZYT1  -0.043478
 12541  USAZYV1   0.000000
 12542  USAZYX1   0.003303
 12543  USAZZ41   0.000000
 12544  USAZZ51   0.000000
 12545  USAZZ61   0.000000
 12546  USAZZ71   0.000000
 12547  USAZZ81  -0.008522
 12548  USAZZ91   0.000000
 12549  USAZZA1   0.000000
 12550  USAZZB1  -0.333333
 12551  USAZZD1  -0.250000
 12552  USAZZF1  -0.028571
 12553  USAZZI1   0.000000
 12554  USAZZJ1   0.008489
 12555  USAZZL1  -0.111111
 12556  USAZZP1   0.000000
 12557  USAZZR1   0.000000
 12558  USAZZX1  -0.062500
 12559  USAZZY1   0.037500
 12560  USAZZZ1   0.006977
 
 [12418 rows x 2 columns], '20050107':         Barrid  DlyReturn
 143    USA0001   0.000000
 144    USA0011   0.000000
 145    USA0031   0.021277
 146    USA0062  -0.052933
 147    USA00E2   0.000000
 148    USA00F1   0.049479
 149    USA00G2   0.000000
 150    USA00H1   0.000000
 151    USA00I1   0.000000
 152    USA00J1   0.000000
 153    USA00K1   0.000000
 154    USA00P1   0.000000
 155    USA00R1   0.000000
 156    USA00S1   0.000000
 157    USA00V1   0.000000
 158    USA0131  -0.035611
 159    USA0161   0.000000
 160    USA01I1   0.000000
 161    USA01J2   0.038961
 162    USA01L1   0.000000
 163    USA01P1  -0.013216
 164    USA01Q1   0.016563
 165    USA0202   0.000000
 166    USA0231   0.000000
 167    USA0281  -0.001767
 168    USA0291   0.000000
 169    USA02A1   0.000000
 170    USA02B1  -0.019592
 171    USA02H1   0.000000
 172    USA02P1  -0.009238
 ...        ...        ...
 12529  USAZY61   0.000000
 12530  USAZY71   0.000000
 12531  USAZYI1   0.000000
 12532  USAZYJ1   0.000000
 12533  USAZYK1  -0.600000
 12534  USAZYM1   0.000000
 12535  USAZYO1   0.000000
 12536  USAZYR1  -0.036364
 12537  USAZYS1   0.000000
 12538  USAZYT1   0.000000
 12539  USAZYV1   0.000000
 12540  USAZYX1   0.008230
 12541  USAZZ41  -0.066667
 12542  USAZZ51   0.000000
 12543  USAZZ61   0.000000
 12544  USAZZ71   0.000000
 12545  USAZZ81   0.004742
 12546  USAZZ91   0.000000
 12547  USAZZA1   0.000000
 12548  USAZZB1   0.000000
 12549  USAZZD1   0.333333
 12550  USAZZF1   0.000000
 12551  USAZZI1   0.000000
 12552  USAZZJ1  -0.019914
 12553  USAZZL1   0.125000
 12554  USAZZP1   0.000000
 12555  USAZZR1   0.000000
 12556  USAZZX1   0.100000
 12557  USAZZY1  -0.009337
 12558  USAZZZ1   0.001925
 
 [12416 rows x 2 columns], '20050110':         Barrid  DlyReturn
 143    USA0001   0.000000
 144    USA0011   0.000000
 145    USA0031   0.000000
 146    USA0062   0.000000
 147    USA00E2   0.000000
 148    USA00F1   0.000000
 149    USA00G2   0.000000
 150    USA00H1   0.000000
 151    USA00I1   0.000000
 152    USA00J1   0.000000
 153    USA00K1   0.000000
 154    USA00P1   0.000000
 155    USA00R1   0.000000
 156    USA00S1   0.000000
 157    USA00V1   0.000000
 158    USA0131   0.000000
 159    USA0161   0.006397
 160    USA01I1   0.000000
 161    USA01J2   0.000000
 162    USA01L1   0.000000
 163    USA01P1   0.000000
 164    USA01Q1   0.014257
 165    USA0202   0.000000
 166    USA0231   0.000000
 167    USA0281   0.000000
 168    USA0291   0.000000
 169    USA02A1   0.000000
 170    USA02B1  -0.017485
 171    USA02H1   0.000000
 172    USA02P1  -0.011655
 ...        ...        ...
 12526  USAZY61   0.000000
 12527  USAZY71   0.000000
 12528  USAZYI1   0.000000
 12529  USAZYJ1   0.025641
 12530  USAZYK1   0.000000
 12531  USAZYM1   0.000000
 12532  USAZYO1   0.000000
 12533  USAZYR1   0.075472
 12534  USAZYS1   0.000000
 12535  USAZYT1   0.022727
 12536  USAZYV1   0.000000
 12537  USAZYX1  -0.011429
 12538  USAZZ41  -0.047619
 12539  USAZZ51   0.000000
 12540  USAZZ61   0.000000
 12541  USAZZ71   0.000000
 12542  USAZZ81  -0.002655
 12543  USAZZ91   0.000000
 12544  USAZZA1   0.000000
 12545  USAZZB1   0.000000
 12546  USAZZD1  -0.250000
 12547  USAZZF1  -0.029412
 12548  USAZZI1  -0.046154
 12549  USAZZJ1   0.017386
 12550  USAZZL1   0.057778
 12551  USAZZP1   0.000000
 12552  USAZZR1   0.000000
 12553  USAZZX1   0.000000
 12554  USAZZY1   0.015810
 12555  USAZZZ1   0.018824
 
 [12413 rows x 2 columns], '20050111':         Barrid  DlyReturn
 142    USA0001   0.000000
 143    USA0011   0.000000
 144    USA0031   0.000000
 145    USA0062   0.000000
 146    USA00E2   0.000000
 147    USA00F1   0.000000
 148    USA00G2   0.000000
 149    USA00H1   0.000000
 150    USA00I1   0.000000
 151    USA00J1   0.000000
 152    USA00K1   0.000000
 153    USA00P1   0.000000
 154    USA00R1   0.000000
 155    USA00S1   0.000000
 156    USA00V1   0.000000
 157    USA0131   0.000000
 158    USA0161   0.003972
 159    USA01I1   0.000000
 160    USA01J2   0.000000
 161    USA01L1   0.000000
 162    USA01P1  -0.004464
 163    USA01Q1   0.000000
 164    USA0202   0.000000
 165    USA0231   0.000000
 166    USA0281   0.000000
 167    USA0291   0.000000
 168    USA02A1   0.000000
 169    USA02B1   0.000000
 170    USA02H1   0.000000
 171    USA02P1   0.000000
 ...        ...        ...
 12525  USAZY61   0.000000
 12526  USAZY71   0.000000
 12527  USAZYI1   0.000000
 12528  USAZYJ1  -0.050000
 12529  USAZYK1   1.500000
 12530  USAZYM1   0.000000
 12531  USAZYO1  -0.250000
 12532  USAZYR1   0.035088
 12533  USAZYS1   0.000000
 12534  USAZYT1   0.000000
 12535  USAZYV1   0.000000
 12536  USAZYX1   0.006606
 12537  USAZZ41   0.025000
 12538  USAZZ51   0.000000
 12539  USAZZ61   0.000000
 12540  USAZZ71   0.000000
 12541  USAZZ81  -0.008873
 12542  USAZZ91   0.000000
 12543  USAZZA1   0.120000
 12544  USAZZB1   0.000000
 12545  USAZZD1   0.000000
 12546  USAZZF1  -0.066667
 12547  USAZZI1   0.000000
 12548  USAZZJ1   0.005353
 12549  USAZZL1   0.000000
 12550  USAZZP1   0.000000
 12551  USAZZR1   0.000000
 12552  USAZZX1  -0.030303
 12553  USAZZY1  -0.012272
 12554  USAZZZ1   0.002640
 
 [12413 rows x 2 columns], '20050112':         Barrid  DlyReturn
 142    USA0001   0.000000
 143    USA0011   0.000000
 144    USA0031   0.003409
 145    USA0062   0.000000
 146    USA00E2   0.000000
 147    USA00F1   0.000000
 148    USA00G2   0.000000
 149    USA00H1   0.000000
 150    USA00I1   0.000000
 151    USA00J1   0.000000
 152    USA00K1  -0.077934
 153    USA00P1   0.000000
 154    USA00R1   0.000000
 155    USA00S1   0.000000
 156    USA00V1   0.000000
 157    USA0131   0.000000
 158    USA0161   0.002374
 159    USA01I1   0.000000
 160    USA01J2   0.000000
 161    USA01L1   0.000000
 162    USA01P1  -0.013453
 163    USA01Q1  -0.016064
 164    USA0202   0.000000
 165    USA0231  -0.049702
 166    USA0281   0.000000
 167    USA0291   0.000000
 168    USA02A1   0.000000
 169    USA02B1   0.000000
 170    USA02H1   0.000000
 171    USA02P1  -0.018868
 ...        ...        ...
 12526  USAZY61   0.000000
 12527  USAZY71   0.000000
 12528  USAZYI1   0.066667
 12529  USAZYJ1   0.000000
 12530  USAZYK1  -0.400000
 12531  USAZYM1   0.000000
 12532  USAZYO1   0.000000
 12533  USAZYR1  -0.067797
 12534  USAZYS1   0.000000
 12535  USAZYT1   0.111111
 12536  USAZYV1   0.000000
 12537  USAZYX1  -0.005742
 12538  USAZZ41  -0.024390
 12539  USAZZ51   0.000000
 12540  USAZZ61   0.000000
 12541  USAZZ71   0.000000
 12542  USAZZ81   0.002089
 12543  USAZZ91   0.000000
 12544  USAZZA1   0.071429
 12545  USAZZB1   0.000000
 12546  USAZZD1   0.000000
 12547  USAZZF1   0.071429
 12548  USAZZI1   0.000000
 12549  USAZZJ1   0.070448
 12550  USAZZL1   0.000000
 12551  USAZZP1   0.000000
 12552  USAZZR1   0.000000
 12553  USAZZX1  -0.062500
 12554  USAZZY1   0.005152
 12555  USAZZZ1  -0.002633
 
 [12414 rows x 2 columns], '20050113':         Barrid  DlyReturn
 142    USA0001   0.000000
 143    USA0011   0.000000
 144    USA0031   0.000000
 145    USA0062   0.000000
 146    USA00E2   0.000000
 147    USA00F1   0.000000
 148    USA00G2   0.000000
 149    USA00H1   0.000000
 150    USA00I1   0.000000
 151    USA00J1   0.000000
 152    USA00K1   0.000000
 153    USA00P1   0.000000
 154    USA00R1   0.000000
 155    USA00S1   0.000000
 156    USA00V1   0.000000
 157    USA0131   0.000000
 158    USA0161   0.013684
 159    USA01I1   0.000000
 160    USA01J2   0.000000
 161    USA01L1   0.000000
 162    USA01P1   0.000000
 163    USA01Q1   0.000000
 164    USA0202   0.000000
 165    USA0231   0.000000
 166    USA0281   0.000000
 167    USA0291   0.000000
 168    USA02A1   0.000000
 169    USA02B1   0.000000
 170    USA02H1   0.000000
 171    USA02P1   0.000000
 ...        ...        ...
 12526  USAZY61   0.000000
 12527  USAZY71  -0.200000
 12528  USAZYI1   0.125000
 12529  USAZYJ1   0.000000
 12530  USAZYK1  -0.933333
 12531  USAZYM1   0.000000
 12532  USAZYO1   0.000000
 12533  USAZYR1   0.000000
 12534  USAZYS1   0.000000
 12535  USAZYT1   0.060000
 12536  USAZYV1   0.000000
 12537  USAZYX1   0.000000
 12538  USAZZ41   0.025000
 12539  USAZZ51   0.000000
 12540  USAZZ61   0.000000
 12541  USAZZ71  -0.633333
 12542  USAZZ81  -0.000893
 12543  USAZZ91   0.000000
 12544  USAZZA1   0.000000
 12545  USAZZB1   0.000000
 12546  USAZZD1   0.000000
 12547  USAZZF1   0.000000
 12548  USAZZI1   0.000000
 12549  USAZZJ1  -0.004018
 12550  USAZZL1  -0.096639
 12551  USAZZP1   0.000000
 12552  USAZZR1   0.000000
 12553  USAZZX1   0.000000
 12554  USAZZY1   0.010552
 12555  USAZZZ1  -0.004525
 
 [12414 rows x 2 columns], '20050114':         Barrid  DlyReturn
 142    USA0001   0.000000
 143    USA0011   0.000000
 144    USA0031   0.000000
 145    USA0062   0.033663
 146    USA00E2   0.000000
 147    USA00F1  -0.031017
 148    USA00G2   0.000000
 149    USA00H1   0.000000
 150    USA00I1   0.000000
 151    USA00J1   0.000000
 152    USA00K1   0.000000
 153    USA00P1   0.000000
 154    USA00R1   0.000000
 155    USA00S1   0.000000
 156    USA00V1   0.000000
 157    USA0131  -0.007984
 158    USA0161  -0.018692
 159    USA01I1   0.000000
 160    USA01J2  -0.014286
 161    USA01L1   0.000000
 162    USA01P1   0.000000
 163    USA01Q1  -0.016327
 164    USA0202   0.000000
 165    USA0231   0.000000
 166    USA0281  -0.017699
 167    USA0291   0.000000
 168    USA02A1   0.000000
 169    USA02B1   0.000000
 170    USA02H1   0.000000
 171    USA02P1   0.009615
 ...        ...        ...
 12515  USAZY61   0.000000
 12516  USAZY71   0.000000
 12517  USAZYI1   0.000000
 12518  USAZYJ1   0.000000
 12519  USAZYK1   0.000000
 12520  USAZYM1   0.000000
 12521  USAZYO1   0.000000
 12522  USAZYR1   0.000000
 12523  USAZYS1   0.000000
 12524  USAZYT1   0.028302
 12525  USAZYV1   0.333333
 12526  USAZYX1   0.010726
 12527  USAZZ41   0.097561
 12528  USAZZ51   0.000000
 12529  USAZZ61   0.000000
 12530  USAZZ71   0.000000
 12531  USAZZ81   0.003577
 12532  USAZZ91   0.000000
 12533  USAZZA1   0.000000
 12534  USAZZB1   0.000000
 12535  USAZZD1   0.000000
 12536  USAZZF1   0.060606
 12537  USAZZI1   0.000000
 12538  USAZZJ1  -0.007683
 12539  USAZZL1   0.106977
 12540  USAZZP1   0.120000
 12541  USAZZR1   0.000000
 12542  USAZZX1   0.000000
 12543  USAZZY1   0.055489
 12544  USAZZZ1   0.015152
 
 [12403 rows x 2 columns], '20050118':         Barrid  DlyReturn
 143    USA0001   0.000000
 144    USA0011   0.000000
 145    USA0031   0.000000
 146    USA0062   0.000000
 147    USA00E2   0.000000
 148    USA00F1   0.000000
 149    USA00G2   0.000000
 150    USA00H1   0.000000
 151    USA00I1   0.000000
 152    USA00J1  -0.106117
 153    USA00K1   0.000000
 154    USA00P1   0.000000
 155    USA00R1   0.000000
 156    USA00S1   0.050589
 157    USA00V1   0.000000
 158    USA0131   0.000000
 159    USA0161   0.006833
 160    USA01I1   0.000000
 161    USA01J2   0.000000
 162    USA01L1   0.000000
 163    USA01P1   0.000000
 164    USA01Q1   0.000000
 165    USA0202   0.000000
 166    USA0231   0.000000
 167    USA0281   0.000000
 168    USA0291   0.000000
 169    USA02A1   0.000000
 170    USA02B1   0.003333
 171    USA02H1   0.000000
 172    USA02P1   0.000000
 ...        ...        ...
 12514  USAZY61   0.000000
 12515  USAZY71   0.250000
 12516  USAZYI1  -0.111111
 12517  USAZYJ1   0.052632
 12518  USAZYK1   0.000000
 12519  USAZYM1   0.000000
 12520  USAZYO1   0.066667
 12521  USAZYR1   0.000000
 12522  USAZYS1   0.000000
 12523  USAZYT1   0.027523
 12524  USAZYV1   0.000000
 12525  USAZYX1   0.000000
 12526  USAZZ41  -0.088889
 12527  USAZZ51   0.000000
 12528  USAZZ61   0.000000
 12529  USAZZ71   1.000000
 12530  USAZZ81   0.029997
 12531  USAZZ91   0.000000
 12532  USAZZA1  -0.133333
 12533  USAZZB1   0.000000
 12534  USAZZD1   0.000000
 12535  USAZZF1  -0.028571
 12536  USAZZI1   0.000000
 12537  USAZZJ1  -0.048974
 12538  USAZZL1  -0.096639
 12539  USAZZP1   0.000000
 12540  USAZZR1   0.000000
 12541  USAZZX1   0.000000
 12542  USAZZY1   0.007349
 12543  USAZZZ1  -0.009328
 
 [12401 rows x 2 columns], '20050119':         Barrid   DlyReturn
 143    USA0001    0.000000
 144    USA0011    0.000000
 145    USA0031    0.000000
 146    USA0062    0.000000
 147    USA00E2    0.000000
 148    USA00F1    0.000000
 149    USA00G2    0.000000
 150    USA00H1    0.000000
 151    USA00I1    0.000000
 152    USA00J1    0.000000
 153    USA00K1    0.000000
 154    USA00P1    0.000000
 155    USA00R1    0.000000
 156    USA00S1    0.000000
 157    USA00V1    0.000000
 158    USA0131    0.000000
 159    USA0161    0.018272
 160    USA01I1    0.000000
 161    USA01J2    0.000000
 162    USA01L1    0.000000
 163    USA01P1    0.000000
 164    USA01Q1   -0.012448
 165    USA0202    0.000000
 166    USA0231    0.000000
 167    USA0281    0.000000
 168    USA0291    0.000000
 169    USA02A1    0.000000
 170    USA02B1    0.000000
 171    USA02H1    0.000000
 172    USA02P1    0.000000
 ...        ...         ...
 12517  USAZY61    0.000000
 12518  USAZY71   -0.200000
 12519  USAZYI1    0.000000
 12520  USAZYJ1    0.000000
 12521  USAZYK1    0.000000
 12522  USAZYM1    0.000000
 12523  USAZYO1   -0.187500
 12524  USAZYR1   -0.036364
 12525  USAZYS1  599.000000
 12526  USAZYT1    0.000000
 12527  USAZYV1    1.125000
 12528  USAZYX1   -0.004082
 12529  USAZZ41   -0.024390
 12530  USAZZ51    0.000000
 12531  USAZZ61    0.000000
 12532  USAZZ71    0.000000
 12533  USAZZ81    0.002595
 12534  USAZZ91    0.000000
 12535  USAZZA1    0.000000
 12536  USAZZB1    0.000000
 12537  USAZZD1    0.000000
 12538  USAZZF1   -0.029412
 12539  USAZZI1    0.000000
 12540  USAZZJ1    0.005903
 12541  USAZZL1    0.000000
 12542  USAZZP1    0.000000
 12543  USAZZR1    0.000000
 12544  USAZZX1    0.000000
 12545  USAZZY1    0.003928
 12546  USAZZZ1    0.000753
 
 [12404 rows x 2 columns], '20050120':         Barrid  DlyReturn
 143    USA0001   0.000000
 144    USA0011   0.000000
 145    USA0031   0.000000
 146    USA0062   0.000000
 147    USA00E2   0.000000
 148    USA00F1   0.000000
 149    USA00G2   0.000000
 150    USA00H1   0.000000
 151    USA00I1   0.000000
 152    USA00J1   0.000000
 153    USA00K1   0.000000
 154    USA00P1   0.000000
 155    USA00R1   0.000000
 156    USA00S1   0.000000
 157    USA00V1   0.000000
 158    USA0131   0.000000
 159    USA0161  -0.006665
 160    USA01I1   0.000000
 161    USA01J2   0.000000
 162    USA01L1   0.000000
 163    USA01P1   0.000000
 164    USA01Q1   0.000000
 165    USA0202   0.000000
 166    USA0231   0.000000
 167    USA0281   0.000000
 168    USA0291   0.000000
 169    USA02A1   0.000000
 170    USA02B1   0.000000
 171    USA02H1   0.000000
 172    USA02P1   0.000000
 ...        ...        ...
 12518  USAZY61   0.000000
 12519  USAZY71   0.000000
 12520  USAZYI1   0.000000
 12521  USAZYJ1   0.000000
 12522  USAZYK1   0.000000
 12523  USAZYM1   0.000000
 12524  USAZYO1   0.000000
 12525  USAZYR1   0.000000
 12526  USAZYS1   0.000000
 12527  USAZYT1  -0.017857
 12528  USAZYV1   0.294118
 12529  USAZYX1   0.037705
 12530  USAZZ41  -0.100000
 12531  USAZZ51   0.000000
 12532  USAZZ61   0.000000
 12533  USAZZ71   0.000000
 12534  USAZZ81  -0.007478
 12535  USAZZ91   0.000000
 12536  USAZZA1   0.000000
 12537  USAZZB1   0.000000
 12538  USAZZD1  -0.333333
 12539  USAZZF1   0.000000
 12540  USAZZI1  -0.032258
 12541  USAZZJ1   0.015783
 12542  USAZZL1   0.000000
 12543  USAZZP1   0.000000
 12544  USAZZR1   0.000000
 12545  USAZZX1   0.066667
 12546  USAZZY1  -0.031302
 12547  USAZZZ1   0.001129
 
 [12405 rows x 2 columns], '20050121':         Barrid  DlyReturn
 143    USA0001   0.000000
 144    USA0011   0.000000
 145    USA0031   0.000000
 146    USA0062   0.000000
 147    USA00E2   0.000000
 148    USA00F1   0.000000
 149    USA00G2   0.000000
 150    USA00H1   0.000000
 151    USA00I1   0.000000
 152    USA00J1   0.000000
 153    USA00K1   0.000000
 154    USA00P1   0.000000
 155    USA00R1   0.000000
 156    USA00S1   0.000000
 157    USA00V1   0.000000
 158    USA0131   0.000000
 159    USA0161  -0.007226
 160    USA01I1   0.000000
 161    USA01J2   0.000000
 162    USA01L1   0.000000
 163    USA01P1   0.000000
 164    USA01Q1   0.000000
 165    USA0202   0.000000
 166    USA0231   0.000000
 167    USA0281   0.000000
 168    USA0291   0.000000
 169    USA02A1   0.000000
 170    USA02B1  -0.019103
 171    USA02H1   0.000000
 172    USA02P1   0.007143
 ...        ...        ...
 12520  USAZY61   0.000000
 12521  USAZY71   0.000000
 12522  USAZYI1   0.000000
 12523  USAZYJ1   0.000000
 12524  USAZYK1   0.000000
 12525  USAZYM1   0.000000
 12526  USAZYO1   0.153846
 12527  USAZYR1  -0.094340
 12528  USAZYS1   0.000000
 12529  USAZYT1   0.072727
 12530  USAZYV1  -0.181818
 12531  USAZYX1   0.003160
 12532  USAZZ41  -0.111111
 12533  USAZZ51   0.000000
 12534  USAZZ61   0.000000
 12535  USAZZ71   0.000000
 12536  USAZZ81   0.004057
 12537  USAZZ91   0.000000
 12538  USAZZA1   0.153846
 12539  USAZZB1   0.000000
 12540  USAZZD1   0.000000
 12541  USAZZF1   0.000000
 12542  USAZZI1   0.000000
 12543  USAZZJ1   0.039044
 12544  USAZZL1   0.000000
 12545  USAZZP1   0.000000
 12546  USAZZR1   0.000000
 12547  USAZZX1  -0.031250
 12548  USAZZY1   0.002885
 12549  USAZZZ1   0.003008
 
 [12407 rows x 2 columns], '20050124':         Barrid  DlyReturn
 143    USA0001   0.000000
 144    USA0011   0.000000
 145    USA0031   0.000000
 146    USA0062   0.000000
 147    USA00E2   0.000000
 148    USA00F1   0.000000
 149    USA00G2   0.000000
 150    USA00H1   0.000000
 151    USA00I1   0.000000
 152    USA00J1   0.000000
 153    USA00K1   0.000000
 154    USA00P1   0.000000
 155    USA00R1   0.000000
 156    USA00S1   0.000000
 157    USA00V1   0.000000
 158    USA0131   0.000000
 159    USA0161  -0.021315
 160    USA01I1   0.000000
 161    USA01J2   0.000000
 162    USA01L1   0.000000
 163    USA01P1   0.000000
 164    USA01Q1   0.000000
 165    USA0202   0.000000
 166    USA0231   0.000000
 167    USA0281   0.000000
 168    USA0291   0.000000
 169    USA02A1   0.000000
 170    USA02B1   0.000000
 171    USA02H1   0.000000
 172    USA02P1  -0.007092
 ...        ...        ...
 12518  USAZY61   0.000000
 12519  USAZY71   0.000000
 12520  USAZYI1   0.000000
 12521  USAZYJ1   0.000000
 12522  USAZYK1   0.000000
 12523  USAZYM1   0.000000
 12524  USAZYO1   0.133333
 12525  USAZYR1   0.020833
 12526  USAZYS1   0.000000
 12527  USAZYT1  -0.016949
 12528  USAZYV1  -0.333333
 12529  USAZYX1   0.018110
 12530  USAZZ41   0.250000
 12531  USAZZ51   0.000000
 12532  USAZZ61   0.000000
 12533  USAZZ71   0.000000
 12534  USAZZ81   0.010101
 12535  USAZZ91   0.000000
 12536  USAZZA1   0.033333
 12537  USAZZB1   0.000000
 12538  USAZZD1   0.000000
 12539  USAZZF1   0.060606
 12540  USAZZI1   0.000000
 12541  USAZZJ1  -0.041794
 12542  USAZZL1   0.000000
 12543  USAZZP1  -0.107143
 12544  USAZZR1   0.000000
 12545  USAZZX1  -0.032258
 12546  USAZZY1  -0.014384
 12547  USAZZZ1   0.010120
 
 [12405 rows x 2 columns], '20050125':         Barrid  DlyReturn
 144    USA0001   0.000000
 145    USA0011   0.000000
 146    USA0031   0.000000
 147    USA0062   0.000000
 148    USA00E2   0.000000
 149    USA00F1   0.000000
 150    USA00G2   0.000000
 151    USA00H1   0.000000
 152    USA00I1   0.000000
 153    USA00J1   0.000000
 154    USA00K1   0.000000
 155    USA00P1   0.000000
 156    USA00R1   0.000000
 157    USA00S1   0.000000
 158    USA00V1   0.000000
 159    USA0131   0.000000
 160    USA0161  -0.002656
 161    USA01I1   0.000000
 162    USA01J2   0.000000
 163    USA01L1   0.000000
 164    USA01P1   0.000000
 165    USA01Q1   0.000000
 166    USA0202   0.000000
 167    USA0231   0.000000
 168    USA0281   0.000000
 169    USA0291   0.000000
 170    USA02A1   0.000000
 171    USA02B1   0.009737
 172    USA02H1   0.000000
 173    USA02P1   0.000000
 ...        ...        ...
 12519  USAZY61   0.000000
 12520  USAZY71   0.000000
 12521  USAZYI1   0.000000
 12522  USAZYJ1   0.025000
 12523  USAZYK1   0.000000
 12524  USAZYM1   0.000000
 12525  USAZYO1  -0.176471
 12526  USAZYR1  -0.020408
 12527  USAZYS1   0.000000
 12528  USAZYT1   0.000000
 12529  USAZYV1   0.350000
 12530  USAZYX1   0.023202
 12531  USAZZ41   0.200000
 12532  USAZZ51   0.000000
 12533  USAZZ61   0.000000
 12534  USAZZ71   0.000000
 12535  USAZZ81  -0.014571
 12536  USAZZ91   0.000000
 12537  USAZZA1   0.000000
 12538  USAZZB1   0.000000
 12539  USAZZD1   0.000000
 12540  USAZZF1   0.000000
 12541  USAZZI1   0.000000
 12542  USAZZJ1  -0.005602
 12543  USAZZL1  -0.069767
 12544  USAZZP1   0.000000
 12545  USAZZR1   0.000000
 12546  USAZZX1   0.000000
 12547  USAZZY1   0.008173
 12548  USAZZZ1  -0.014842
 
 [12405 rows x 2 columns], '20050126':         Barrid  DlyReturn
 144    USA0001   0.000000
 145    USA0011   0.000000
 146    USA0031   0.000000
 147    USA0062   0.000000
 148    USA00E2   0.000000
 149    USA00F1   0.000000
 150    USA00G2   0.000000
 151    USA00H1   0.000000
 152    USA00I1   0.000000
 153    USA00J1   0.000000
 154    USA00K1   0.000000
 155    USA00P1   0.000000
 156    USA00R1   0.000000
 157    USA00S1   0.000000
 158    USA00V1   0.000000
 159    USA0131   0.000000
 160    USA0161   0.007190
 161    USA01I1   0.000000
 162    USA01J2   0.000000
 163    USA01L1   0.000000
 164    USA01P1   0.000000
 165    USA01Q1   0.000000
 166    USA0202   0.000000
 167    USA0231   0.000000
 168    USA0281   0.000000
 169    USA0291   0.000000
 170    USA02A1   0.000000
 171    USA02B1   0.000000
 172    USA02H1   0.000000
 173    USA02P1   0.000000
 ...        ...        ...
 12522  USAZY61   0.000000
 12523  USAZY71   0.000000
 12524  USAZYI1   0.000000
 12525  USAZYJ1  -0.024390
 12526  USAZYK1   0.000000
 12527  USAZYM1   0.000000
 12528  USAZYO1  -0.107143
 12529  USAZYR1   0.020833
 12530  USAZYS1   0.000000
 12531  USAZYT1   0.068966
 12532  USAZYV1  -0.074074
 12533  USAZYX1   0.022676
 12534  USAZZ41   0.041667
 12535  USAZZ51   0.000000
 12536  USAZZ61   0.000000
 12537  USAZZ71   0.000000
 12538  USAZZ81   0.013917
 12539  USAZZ91   0.000000
 12540  USAZZA1   0.000000
 12541  USAZZB1   0.000000
 12542  USAZZD1   0.000000
 12543  USAZZF1   0.017143
 12544  USAZZI1   0.000000
 12545  USAZZJ1   0.012877
 12546  USAZZL1   0.000000
 12547  USAZZP1   0.000000
 12548  USAZZR1   0.000000
 12549  USAZZX1  -0.066667
 12550  USAZZY1   0.019398
 12551  USAZZZ1  -0.000753
 
 [12408 rows x 2 columns], '20050127':         Barrid  DlyReturn
 145    USA0001   0.000000
 146    USA0011   0.000000
 147    USA0031   0.000000
 148    USA0062   0.000000
 149    USA00E2   0.000000
 150    USA00F1   0.000000
 151    USA00G2   0.000000
 152    USA00H1   0.000000
 153    USA00I1   0.000000
 154    USA00J1   0.000000
 155    USA00K1   0.000000
 156    USA00P1   0.000000
 157    USA00R1   0.000000
 158    USA00S1   0.000000
 159    USA00V1   0.000000
 160    USA0131   0.000000
 161    USA0161   0.000000
 162    USA01I1   0.000000
 163    USA01J2   0.000000
 164    USA01L1   0.000000
 165    USA01P1   0.000000
 166    USA01Q1   0.000000
 167    USA0202   0.000000
 168    USA0231   0.000000
 169    USA0281   0.000000
 170    USA0291   0.000000
 171    USA02A1   0.000000
 172    USA02B1  -0.009643
 173    USA02H1   0.002194
 174    USA02P1   0.000000
 ...        ...        ...
 12525  USAZY61   0.000000
 12526  USAZY71   0.000000
 12527  USAZYI1   0.000000
 12528  USAZYJ1   0.025000
 12529  USAZYK1   0.000000
 12530  USAZYM1   0.000000
 12531  USAZYO1   0.000000
 12532  USAZYR1   0.000000
 12533  USAZYS1   0.000000
 12534  USAZYT1   0.032258
 12535  USAZYV1  -0.293333
 12536  USAZYX1   0.033999
 12537  USAZZ41   0.000000
 12538  USAZZ51   0.000000
 12539  USAZZ61   0.000000
 12540  USAZZ71   0.000000
 12541  USAZZ81  -0.004575
 12542  USAZZ91   0.000000
 12543  USAZZA1   0.000000
 12544  USAZZB1   0.000000
 12545  USAZZD1   0.000000
 12546  USAZZF1   0.011236
 12547  USAZZI1   0.000000
 12548  USAZZJ1  -0.029599
 12549  USAZZL1   0.000000
 12550  USAZZP1   0.240000
 12551  USAZZR1   0.000000
 12552  USAZZX1   0.000000
 12553  USAZZY1  -0.011644
 12554  USAZZZ1   0.000377
 
 [12410 rows x 2 columns], '20050128':         Barrid  DlyReturn
 145    USA0001   0.000000
 146    USA0011   0.000000
 147    USA0031   0.000000
 148    USA0062   0.000000
 149    USA00E2   0.000000
 150    USA00F1   0.000000
 151    USA00G2   0.000000
 152    USA00H1   0.000000
 153    USA00I1   0.000000
 154    USA00J1   0.000000
 155    USA00K1   0.000000
 156    USA00P1   0.000000
 157    USA00R1   0.000000
 158    USA00S1   0.000000
 159    USA00V1   0.000000
 160    USA0131   0.000000
 161    USA0161   0.017980
 162    USA01I1   0.000000
 163    USA01J2   0.000000
 164    USA01L1   0.000000
 165    USA01P1   0.000000
 166    USA01Q1   0.000000
 167    USA0202   0.000000
 168    USA0231   0.000000
 169    USA0281   0.000000
 170    USA0291   0.000000
 171    USA02A1   0.000000
 172    USA02B1   0.022438
 173    USA02H1   0.000000
 174    USA02P1  -0.002381
 ...        ...        ...
 12529  USAZY61   0.000000
 12530  USAZY71   0.000000
 12531  USAZYI1   0.000000
 12532  USAZYJ1   0.000000
 12533  USAZYK1   0.000000
 12534  USAZYM1   0.000000
 12535  USAZYO1   0.080000
 12536  USAZYR1   0.000000
 12537  USAZYS1  -0.998333
 12538  USAZYT1   0.015625
 12539  USAZYV1   0.415094
 12540  USAZYX1  -0.020729
 12541  USAZZ41   0.120000
 12542  USAZZ51   0.000000
 12543  USAZZ61   0.000000
 12544  USAZZ71   0.136364
 12545  USAZZ81   0.002585
 12546  USAZZ91   0.000000
 12547  USAZZA1  -0.064516
 12548  USAZZB1   0.000000
 12549  USAZZD1   0.000000
 12550  USAZZF1   0.044444
 12551  USAZZI1   0.000000
 12552  USAZZJ1   0.029683
 12553  USAZZL1   0.000000
 12554  USAZZP1  -0.064516
 12555  USAZZR1   0.000000
 12556  USAZZX1   0.214286
 12557  USAZZY1  -0.001149
 12558  USAZZZ1   0.009797
 
 [12414 rows x 2 columns], '20050131':         Barrid  DlyReturn
 145    USA0001   0.000000
 146    USA0011   0.000000
 147    USA0031   0.000000
 148    USA0062  -0.015326
 149    USA00E2   0.000000
 150    USA00F1  -0.021767
 151    USA00G2   0.000000
 152    USA00H1   0.000000
 153    USA00I1   0.000000
 154    USA00J1   0.000000
 155    USA00K1   0.000000
 156    USA00P1   0.000000
 157    USA00R1   0.000000
 158    USA00S1   0.000000
 159    USA00V1   0.000000
 160    USA0131  -0.029175
 161    USA0161  -0.020779
 162    USA01I1   0.000000
 163    USA01J2  -0.069777
 164    USA01L1   0.000000
 165    USA01P1   0.000000
 166    USA01Q1   0.010504
 167    USA0202   0.000000
 168    USA0231   0.000000
 169    USA0281  -0.018018
 170    USA0291   0.000000
 171    USA02A1   0.000000
 172    USA02B1   0.035197
 173    USA02H1   0.000000
 174    USA02P1  -0.011933
 ...        ...        ...
 12533  USAZY61  -0.100000
 12534  USAZY71   0.000000
 12535  USAZYI1   0.000000
 12536  USAZYJ1  -0.024390
 12537  USAZYK1   0.000000
 12538  USAZYM1   0.125000
 12539  USAZYO1  -0.181481
 12540  USAZYR1   0.000000
 12541  USAZYS1   0.000000
 12542  USAZYT1  -0.030769
 12543  USAZYV1  -0.200000
 12544  USAZYX1   0.000000
 12545  USAZZ41  -0.107143
 12546  USAZZ51   0.000000
 12547  USAZZ61   0.000000
 12548  USAZZ71   0.000000
 12549  USAZZ81  -0.002006
 12550  USAZZ91   0.000000
 12551  USAZZA1   0.000000
 12552  USAZZB1   0.000000
 12553  USAZZD1   0.000000
 12554  USAZZF1   0.010638
 12555  USAZZI1  -0.050000
 12556  USAZZJ1  -0.013917
 12557  USAZZL1   0.000000
 12558  USAZZP1   0.000000
 12559  USAZZR1   0.000000
 12560  USAZZX1   0.205882
 12561  USAZZY1   0.027043
 12562  USAZZZ1   0.020522
 
 [12418 rows x 2 columns], '20050201':         Barrid  DlyReturn
 145    USA0001   0.000000
 146    USA0011   0.000000
 147    USA0031   0.000000
 148    USA0062   0.000000
 149    USA00E2   0.000000
 150    USA00F1   0.000000
 151    USA00G2   0.000000
 152    USA00H1   0.000000
 153    USA00I1   0.000000
 154    USA00J1   0.000000
 155    USA00K1   0.000000
 156    USA00P1   0.000000
 157    USA00R1   0.000000
 158    USA00S1   0.000000
 159    USA00V1   0.000000
 160    USA0131   0.000000
 161    USA0161   0.009814
 162    USA01I1   0.000000
 163    USA01J2   0.000000
 164    USA01L1   0.000000
 165    USA01P1  -0.031818
 166    USA01Q1   0.014553
 167    USA0202   0.000000
 168    USA0231   0.000000
 169    USA0281   0.000000
 170    USA0291   0.000000
 171    USA02A1   0.000000
 172    USA02B1  -0.006000
 173    USA02H1   0.000000
 174    USA02P1   0.031401
 ...        ...        ...
 12502  USAZY61   0.000000
 12503  USAZY71   0.000000
 12504  USAZYI1   0.093750
 12505  USAZYJ1   0.000000
 12506  USAZYK1  14.000000
 12507  USAZYM1  -0.111111
 12508  USAZYO1  -0.321267
 12509  USAZYR1  -0.040816
 12510  USAZYS1   0.000000
 12511  USAZYT1   0.031746
 12512  USAZYV1   0.000000
 12513  USAZYX1  -0.000730
 12514  USAZZ41   0.160000
 12515  USAZZ51   0.000000
 12516  USAZZ61   0.000000
 12517  USAZZ71   0.000000
 12518  USAZZ81  -0.000861
 12519  USAZZ91   0.000000
 12520  USAZZA1   0.000000
 12521  USAZZB1   0.000000
 12522  USAZZD1   0.000000
 12523  USAZZF1   0.078947
 12524  USAZZI1   0.000000
 12525  USAZZJ1  -0.003831
 12526  USAZZL1   0.000000
 12527  USAZZP1  -0.034483
 12528  USAZZR1   0.000000
 12529  USAZZX1  -0.121951
 12530  USAZZY1  -0.000840
 12531  USAZZZ1  -0.007313
 
 [12387 rows x 2 columns], '20050202':         Barrid  DlyReturn
 145    USA0001   0.000000
 146    USA0011   0.000000
 147    USA0031   0.000000
 148    USA0062   0.000000
 149    USA00E2   0.000000
 150    USA00F1   0.000000
 151    USA00G2   0.000000
 152    USA00H1   0.000000
 153    USA00I1   0.000000
 154    USA00J1   0.000000
 155    USA00K1   0.000000
 156    USA00P1   0.000000
 157    USA00R1   0.000000
 158    USA00S1   0.000000
 159    USA00V1   0.000000
 160    USA0131   0.000000
 161    USA0161   0.018913
 162    USA01I1   0.000000
 163    USA01J2   0.000000
 164    USA01L1   0.000000
 165    USA01P1   0.000000
 166    USA01Q1   0.000000
 167    USA0202   0.000000
 168    USA0231   0.000000
 169    USA0281   0.000000
 170    USA0291   0.000000
 171    USA02A1   0.000000
 172    USA02B1   0.012878
 173    USA02H1   0.000000
 174    USA02P1   0.000000
 ...        ...        ...
 12503  USAZY61   0.000000
 12504  USAZY71   0.000000
 12505  USAZYI1   0.000000
 12506  USAZYJ1   0.000000
 12507  USAZYK1   0.000000
 12508  USAZYM1   0.000000
 12509  USAZYO1  -0.200000
 12510  USAZYR1  -0.021277
 12511  USAZYS1   0.000000
 12512  USAZYT1   0.015385
 12513  USAZYV1  -0.250000
 12514  USAZYX1   0.000730
 12515  USAZZ41  -0.017241
 12516  USAZZ51   0.000000
 12517  USAZZ61   0.000000
 12518  USAZZ71   0.000000
 12519  USAZZ81   0.016379
 12520  USAZZ91   0.000000
 12521  USAZZA1   0.000000
 12522  USAZZB1   0.000000
 12523  USAZZD1   0.000000
 12524  USAZZF1  -0.039024
 12525  USAZZI1   0.000000
 12526  USAZZJ1   0.065574
 12527  USAZZL1   0.000000
 12528  USAZZP1   0.000000
 12529  USAZZR1   0.000000
 12530  USAZZX1  -0.222222
 12531  USAZZY1  -0.000561
 12532  USAZZZ1   0.031308
 
 [12388 rows x 2 columns], '20050203':         Barrid  DlyReturn
 145    USA0001   0.000000
 146    USA0011   0.000000
 147    USA0031   0.000000
 148    USA0062   0.000000
 149    USA00E2   0.000000
 150    USA00F1   0.000000
 151    USA00G2   0.000000
 152    USA00H1   0.000000
 153    USA00I1   0.000000
 154    USA00J1   0.000000
 155    USA00K1   0.000000
 156    USA00P1   0.000000
 157    USA00R1   0.000000
 158    USA00S1   0.000000
 159    USA00V1   0.000000
 160    USA0131   0.000000
 161    USA0161   0.021139
 162    USA01I1   0.000000
 163    USA01J2   0.000000
 164    USA01L1   0.000000
 165    USA01P1   0.000000
 166    USA01Q1   0.000000
 167    USA0202   0.000000
 168    USA0231   0.000000
 169    USA0281   0.000000
 170    USA0291   0.000000
 171    USA02A1   0.000000
 172    USA02B1   0.000000
 173    USA02H1   0.000000
 174    USA02P1   0.000000
 ...        ...        ...
 12504  USAZY61   0.666667
 12505  USAZY71   0.125000
 12506  USAZYI1   0.000000
 12507  USAZYJ1  -0.065000
 12508  USAZYK1  -0.666667
 12509  USAZYM1  -0.125000
 12510  USAZYO1   0.041667
 12511  USAZYR1   0.043478
 12512  USAZYS1   0.000000
 12513  USAZYT1  -0.015152
 12514  USAZYV1   0.111111
 12515  USAZYX1   0.000000
 12516  USAZZ41   0.000000
 12517  USAZZ51   0.000000
 12518  USAZZ61   0.000000
 12519  USAZZ71   0.000000
 12520  USAZZ81   0.000848
 12521  USAZZ91   0.000000
 12522  USAZZA1   0.000000
 12523  USAZZB1   0.000000
 12524  USAZZD1   0.000000
 12525  USAZZF1   0.005076
 12526  USAZZI1   0.000000
 12527  USAZZJ1   0.037227
 12528  USAZZL1   0.000000
 12529  USAZZP1  -0.071429
 12530  USAZZR1   0.000000
 12531  USAZZX1   0.250000
 12532  USAZZY1   0.010098
 12533  USAZZZ1  -0.001071
 
 [12389 rows x 2 columns], '20050204':         Barrid  DlyReturn
 145    USA0001   0.000000
 146    USA0011   0.000000
 147    USA0031   0.000000
 148    USA0062   0.000000
 149    USA00E2   0.000000
 150    USA00F1   0.000000
 151    USA00G2   0.000000
 152    USA00H1   0.000000
 153    USA00I1   0.000000
 154    USA00J1   0.000000
 155    USA00K1   0.000000
 156    USA00P1   0.000000
 157    USA00R1   0.000000
 158    USA00S1   0.000000
 159    USA00V1   0.000000
 160    USA0131   0.000000
 161    USA0161  -0.002777
 162    USA01I1   0.000000
 163    USA01J2   0.000000
 164    USA01L1   0.000000
 165    USA01P1   0.000000
 166    USA01Q1   0.000000
 167    USA0202   0.000000
 168    USA0231   0.000000
 169    USA0281   0.000000
 170    USA0291   0.000000
 171    USA02A1   0.000000
 172    USA02B1   0.050854
 173    USA02H1   0.000000
 174    USA02P1   0.000000
 ...        ...        ...
 12505  USAZY61   0.000000
 12506  USAZY71   0.111111
 12507  USAZYI1  -0.142857
 12508  USAZYJ1   0.069519
 12509  USAZYK1   0.000000
 12510  USAZYM1   0.000000
 12511  USAZYO1  -0.392000
 12512  USAZYR1   0.041667
 12513  USAZYS1   0.000000
 12514  USAZYT1  -0.015385
 12515  USAZYV1   0.000000
 12516  USAZYX1   0.000730
 12517  USAZZ41  -0.122807
 12518  USAZZ51   0.000000
 12519  USAZZ61   0.000000
 12520  USAZZ71   0.000000
 12521  USAZZ81   0.021186
 12522  USAZZ91   0.000000
 12523  USAZZA1   0.034483
 12524  USAZZB1   0.000000
 12525  USAZZD1   0.000000
 12526  USAZZF1  -0.015152
 12527  USAZZI1  -0.122807
 12528  USAZZJ1   0.004280
 12529  USAZZL1  -0.020000
 12530  USAZZP1   0.000000
 12531  USAZZR1   0.000000
 12532  USAZZX1  -0.142857
 12533  USAZZY1   0.033324
 12534  USAZZZ1  -0.011441
 
 [12390 rows x 2 columns], '20050207':         Barrid  DlyReturn
 145    USA0001   0.000000
 146    USA0011   0.000000
 147    USA0031   0.000000
 148    USA0062   0.085603
 149    USA00E2   0.000000
 150    USA00F1   0.040576
 151    USA00G2   0.000000
 152    USA00H1   0.000000
 153    USA00I1   0.000000
 154    USA00J1   0.003076
 155    USA00K1   0.000000
 156    USA00P1   0.000000
 157    USA00R1   0.000000
 158    USA00S1   0.000000
 159    USA00V1   0.000000
 160    USA0131   0.064249
 161    USA0161   0.037975
 162    USA01I1   0.000000
 163    USA01J2   0.052734
 164    USA01L1   0.000000
 165    USA01P1   0.000000
 166    USA01Q1   0.024590
 167    USA0202   0.000000
 168    USA0231   0.000000
 169    USA0281   0.062385
 170    USA0291   0.000000
 171    USA02A1   0.000000
 172    USA02B1  -0.015123
 173    USA02H1   0.000000
 174    USA02P1   0.002342
 ...        ...        ...
 12504  USAZY61   0.000000
 12505  USAZY71   0.000000
 12506  USAZYI1   0.000000
 12507  USAZYJ1   0.000000
 12508  USAZYK1   0.000000
 12509  USAZYM1   0.000000
 12510  USAZYO1   0.578947
 12511  USAZYR1   0.020000
 12512  USAZYS1   0.000000
 12513  USAZYT1   0.140625
 12514  USAZYV1   0.180000
 12515  USAZYX1   0.005106
 12516  USAZZ41   0.040000
 12517  USAZZ51   0.000000
 12518  USAZZ61   0.000000
 12519  USAZZ71  -0.400000
 12520  USAZZ81   0.009959
 12521  USAZZ91   0.000000
 12522  USAZZA1   0.000000
 12523  USAZZB1   0.000000
 12524  USAZZD1   0.000000
 12525  USAZZF1  -0.015385
 12526  USAZZI1   0.000000
 12527  USAZZJ1   0.071772
 12528  USAZZL1   0.000000
 12529  USAZZP1   0.230769
 12530  USAZZR1   0.000000
 12531  USAZZX1   0.133333
 12532  USAZZY1  -0.013975
 12533  USAZZZ1  -0.017722
 
 [12389 rows x 2 columns], '20050208':         Barrid  DlyReturn
 146    USA0001   0.000000
 147    USA0011   0.000000
 148    USA0031  -0.045259
 149    USA0062   0.000000
 150    USA00E2   0.000000
 151    USA00F1  -0.005031
 152    USA00G2   0.000000
 153    USA00H1   0.000000
 154    USA00I1   0.040503
 155    USA00J1   0.000000
 156    USA00K1   0.000000
 157    USA00P1   0.000000
 158    USA00R1   0.000000
 159    USA00S1   0.000000
 160    USA00V1   0.000000
 161    USA0131   0.000000
 162    USA0161  -0.009756
 163    USA01I1   0.000000
 164    USA01J2   0.000000
 165    USA01L1   0.032500
 166    USA01P1   0.009390
 167    USA01Q1   0.000000
 168    USA0202   0.000000
 169    USA0231   0.006276
 170    USA0281   0.003454
 171    USA0291   0.000000
 172    USA02A1   0.000000
 173    USA02B1   0.024952
 174    USA02H1   0.000000
 175    USA02P1   0.000000
 ...        ...        ...
 12500  USAZY61   0.000000
 12501  USAZY71   0.000000
 12502  USAZYI1   0.000000
 12503  USAZYJ1  -0.100000
 12504  USAZYK1   0.000000
 12505  USAZYM1   0.000000
 12506  USAZYO1  -0.166667
 12507  USAZYR1   0.019608
 12508  USAZYS1   0.000000
 12509  USAZYT1  -0.041096
 12510  USAZYV1   0.016949
 12511  USAZYX1  -0.003628
 12512  USAZZ41  -0.019231
 12513  USAZZ51   0.000000
 12514  USAZZ61   0.000000
 12515  USAZZ71   0.000000
 12516  USAZZ81   0.007395
 12517  USAZZ91   0.000000
 12518  USAZZA1   0.000000
 12519  USAZZB1  -0.666667
 12520  USAZZD1   0.000000
 12521  USAZZF1   0.026042
 12522  USAZZI1   0.000000
 12523  USAZZJ1   0.028241
 12524  USAZZL1  -0.005102
 12525  USAZZP1   0.000000
 12526  USAZZR1   0.000000
 12527  USAZZX1  -0.117647
 12528  USAZZY1   0.002998
 12529  USAZZZ1  -0.039396
 
 [12384 rows x 2 columns], '20050209':         Barrid  DlyReturn
 146    USA0001   0.000000
 147    USA0011   0.000000
 148    USA0031   0.000000
 149    USA0062  -0.017921
 150    USA00E2  -0.051523
 151    USA00F1   0.000000
 152    USA00G2   0.000000
 153    USA00H1   0.000000
 154    USA00I1   0.000000
 155    USA00J1   0.000000
 156    USA00K1   0.000000
 157    USA00P1   0.000000
 158    USA00R1   0.000000
 159    USA00S1   0.000000
 160    USA00V1   0.000000
 161    USA0131   0.000000
 162    USA0161   0.009852
 163    USA01I1   0.000000
 164    USA01J2   0.000000
 165    USA01L1   0.000000
 166    USA01P1  -0.027907
 167    USA01Q1   0.000000
 168    USA0202   0.000000
 169    USA0231   0.000000
 170    USA0281   0.000000
 171    USA0291   0.000000
 172    USA02A1   0.000000
 173    USA02B1   0.000374
 174    USA02H1  -0.151792
 175    USA02P1  -0.016355
 ...        ...        ...
 12500  USAZY61   0.000000
 12501  USAZY71  -0.200000
 12502  USAZYI1   0.000000
 12503  USAZYJ1   0.000000
 12504  USAZYK1   0.000000
 12505  USAZYM1   0.000000
 12506  USAZYO1   0.090000
 12507  USAZYR1  -0.075000
 12508  USAZYS1   0.000000
 12509  USAZYT1   0.142857
 12510  USAZYV1  -0.183333
 12511  USAZYX1   0.002185
 12512  USAZZ41   0.000000
 12513  USAZZ51   0.000000
 12514  USAZZ61   0.000000
 12515  USAZZ71   0.000000
 12516  USAZZ81  -0.011963
 12517  USAZZ91   0.000000
 12518  USAZZA1   0.000000
 12519  USAZZB1   0.000000
 12520  USAZZD1   0.000000
 12521  USAZZF1  -0.020305
 12522  USAZZI1   0.000000
 12523  USAZZJ1   0.003805
 12524  USAZZL1  -0.128205
 12525  USAZZP1   0.000000
 12526  USAZZR1   0.000000
 12527  USAZZX1  -0.100000
 12528  USAZZY1  -0.014946
 12529  USAZZZ1  -0.001150
 
 [12384 rows x 2 columns], '20050210':         Barrid  DlyReturn
 147    USA0001   0.000000
 148    USA0011   0.000000
 149    USA0031   0.000000
 150    USA0062   0.000000
 151    USA00E2   0.000000
 152    USA00F1   0.000000
 153    USA00G2   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161   0.005987
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.001498
 175    USA02H1   0.000000
 176    USA02P1   0.000000
 ...        ...        ...
 12501  USAZY61   0.000000
 12502  USAZY71   0.250000
 12503  USAZYI1  -0.166667
 12504  USAZYJ1   0.000000
 12505  USAZYK1   0.000000
 12506  USAZYM1   0.000000
 12507  USAZYO1  -0.036697
 12508  USAZYR1   0.039501
 12509  USAZYS1   0.000000
 12510  USAZYT1   0.043750
 12511  USAZYV1   0.000000
 12512  USAZYX1  -0.004360
 12513  USAZZ41  -0.019608
 12514  USAZZ51   0.000000
 12515  USAZZ61   0.000000
 12516  USAZZ71   0.000000
 12517  USAZZ81   0.008531
 12518  USAZZ91   0.000000
 12519  USAZZA1   0.000000
 12520  USAZZB1   0.000000
 12521  USAZZD1   0.000000
 12522  USAZZF1  -0.015544
 12523  USAZZI1   0.280000
 12524  USAZZJ1  -0.007088
 12525  USAZZL1  -0.058824
 12526  USAZZP1   0.000000
 12527  USAZZR1   0.000000
 12528  USAZZX1   0.037037
 12529  USAZZY1  -0.004138
 12530  USAZZZ1   0.006523
 
 [12384 rows x 2 columns], '20050211':         Barrid  DlyReturn
 147    USA0001   0.000000
 148    USA0011   0.000000
 149    USA0031   0.000000
 150    USA0062   0.000000
 151    USA00E2   0.000000
 152    USA00F1   0.000000
 153    USA00G2   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161   0.004872
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1  -0.035514
 175    USA02H1   0.000000
 176    USA02P1   0.000000
 ...        ...        ...
 12503  USAZY61   0.000000
 12504  USAZY71  -0.300000
 12505  USAZYI1   0.040000
 12506  USAZYJ1   0.000000
 12507  USAZYK1   1.000000
 12508  USAZYM1   0.000000
 12509  USAZYO1   0.047619
 12510  USAZYR1  -0.040000
 12511  USAZYS1   0.000000
 12512  USAZYT1  -0.029940
 12513  USAZYV1   0.000000
 12514  USAZYX1  -0.054745
 12515  USAZZ41   0.000000
 12516  USAZZ51   0.000000
 12517  USAZZ61   0.000000
 12518  USAZZ71   0.000000
 12519  USAZZ81   0.001910
 12520  USAZZ91   0.000000
 12521  USAZZA1   0.133333
 12522  USAZZB1   0.000000
 12523  USAZZD1   0.000000
 12524  USAZZF1  -0.015789
 12525  USAZZI1   0.000000
 12526  USAZZJ1   0.001494
 12527  USAZZL1   0.000000
 12528  USAZZP1   0.000000
 12529  USAZZR1   0.000000
 12530  USAZZX1   0.000000
 12531  USAZZY1   0.011357
 12532  USAZZZ1   0.006862
 
 [12386 rows x 2 columns], '20050214':         Barrid  DlyReturn
 147    USA0001   0.000000
 148    USA0011   0.000000
 149    USA0031   0.000000
 150    USA0062   0.000000
 151    USA00E2   0.000000
 152    USA00F1   0.000000
 153    USA00G2   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161   0.007758
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1  -0.043062
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.017442
 175    USA02H1   0.000000
 176    USA02P1   0.000000
 ...        ...        ...
 12502  USAZY61   0.000000
 12503  USAZY71   0.000000
 12504  USAZYI1   0.000000
 12505  USAZYJ1   0.000000
 12506  USAZYK1  -0.500000
 12507  USAZYM1   0.000000
 12508  USAZYO1   0.136364
 12509  USAZYR1  -0.062500
 12510  USAZYS1   0.000000
 12511  USAZYT1   0.024691
 12512  USAZYV1   0.000000
 12513  USAZYX1   0.036293
 12514  USAZZ41   0.000000
 12515  USAZZ51   0.000000
 12516  USAZZ61   0.000000
 12517  USAZZ71   0.000000
 12518  USAZZ81   0.022603
 12519  USAZZ91   0.000000
 12520  USAZZA1  -0.117647
 12521  USAZZB1   0.000000
 12522  USAZZD1   0.000000
 12523  USAZZF1  -0.010695
 12524  USAZZI1   0.000000
 12525  USAZZJ1   0.032322
 12526  USAZZL1   0.000000
 12527  USAZZP1  -0.062500
 12528  USAZZR1   0.000000
 12529  USAZZX1   0.000000
 12530  USAZZY1   0.006847
 12531  USAZZZ1   0.001515
 
 [12385 rows x 2 columns], '20050215':         Barrid  DlyReturn
 147    USA0001   0.000000
 148    USA0011   0.000000
 149    USA0031   0.000000
 150    USA0062   0.000000
 151    USA00E2   0.000000
 152    USA00F1   0.000000
 153    USA00G2   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161  -0.007457
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.035000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.032702
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.000000
 175    USA02H1   0.000000
 176    USA02P1   0.000000
 ...        ...        ...
 12505  USAZY61  -0.400000
 12506  USAZY71   0.000000
 12507  USAZYI1   0.000000
 12508  USAZYJ1   0.055556
 12509  USAZYK1   0.000000
 12510  USAZYM1   0.000000
 12511  USAZYO1   0.000000
 12512  USAZYR1   0.000000
 12513  USAZYS1   0.000000
 12514  USAZYT1  -0.012048
 12515  USAZYV1   0.000000
 12516  USAZYX1   0.000000
 12517  USAZZ41  -0.080000
 12518  USAZZ51   0.000000
 12519  USAZZ61   0.000000
 12520  USAZZ71   0.000000
 12521  USAZZ81  -0.010120
 12522  USAZZ91   0.000000
 12523  USAZZA1   0.016667
 12524  USAZZB1   0.000000
 12525  USAZZD1   0.000000
 12526  USAZZF1  -0.021622
 12527  USAZZI1   0.000000
 12528  USAZZJ1   0.020231
 12529  USAZZL1   0.156250
 12530  USAZZP1   0.000000
 12531  USAZZR1   0.000000
 12532  USAZZX1  -0.107143
 12533  USAZZY1  -0.013874
 12534  USAZZZ1   0.016257
 
 [12388 rows x 2 columns], '20050216':         Barrid  DlyReturn
 147    USA0001   0.000000
 148    USA0011   0.000000
 149    USA0031   0.023326
 150    USA0062   0.000000
 151    USA00E2   0.010573
 152    USA00F1   0.035398
 153    USA00G2   0.000000
 154    USA00H1   0.000000
 155    USA00I1  -0.033557
 156    USA00J1   0.000000
 157    USA00K1   0.018330
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161   0.000000
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.043076
 167    USA01P1   0.004831
 168    USA01Q1   0.000000
 169    USA0202   0.033251
 170    USA0231  -0.014553
 171    USA0281   0.006667
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1  -0.007619
 175    USA02H1  -0.003314
 176    USA02P1  -0.002375
 ...        ...        ...
 12505  USAZY61   0.000000
 12506  USAZY71   0.428571
 12507  USAZYI1   0.000000
 12508  USAZYJ1   0.000000
 12509  USAZYK1   4.000000
 12510  USAZYM1   0.000000
 12511  USAZYO1   0.040000
 12512  USAZYR1  -0.044444
 12513  USAZYS1   0.000000
 12514  USAZYT1   0.000000
 12515  USAZYV1   0.122449
 12516  USAZYX1   0.005961
 12517  USAZZ41   0.086957
 12518  USAZZ51   0.000000
 12519  USAZZ61   0.000000
 12520  USAZZ71   0.000000
 12521  USAZZ81  -0.003766
 12522  USAZZ91   0.000000
 12523  USAZZA1   0.016393
 12524  USAZZB1   0.000000
 12525  USAZZD1   0.000000
 12526  USAZZF1   0.049724
 12527  USAZZI1   0.000000
 12528  USAZZJ1   0.045483
 12529  USAZZL1  -0.135135
 12530  USAZZP1   0.000000
 12531  USAZZR1   0.000000
 12532  USAZZX1   0.040000
 12533  USAZZY1   0.091310
 12534  USAZZZ1   0.004836
 
 [12388 rows x 2 columns], '20050217':         Barrid  DlyReturn
 147    USA0001   0.000000
 148    USA0011   0.000000
 149    USA0031   0.000000
 150    USA0062   0.000000
 151    USA00E2   0.000000
 152    USA00F1   0.000000
 153    USA00G2   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1  -0.009000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161  -0.005090
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.017275
 175    USA02H1   0.000000
 176    USA02P1   0.000000
 ...        ...        ...
 12507  USAZY61   0.000000
 12508  USAZY71  -0.300000
 12509  USAZYI1  -0.076923
 12510  USAZYJ1   0.210526
 12511  USAZYK1  -0.400000
 12512  USAZYM1   0.000000
 12513  USAZYO1  -0.076923
 12514  USAZYR1   0.058140
 12515  USAZYS1   0.000000
 12516  USAZYT1   0.024390
 12517  USAZYV1   0.000000
 12518  USAZYX1   0.000000
 12519  USAZZ41   0.000000
 12520  USAZZ51   0.000000
 12521  USAZZ61   0.000000
 12522  USAZZ71   0.000000
 12523  USAZZ81   0.001890
 12524  USAZZ91   0.000000
 12525  USAZZA1   0.000000
 12526  USAZZB1   0.000000
 12527  USAZZD1   0.000000
 12528  USAZZF1   0.000000
 12529  USAZZI1   0.000000
 12530  USAZZJ1   0.054795
 12531  USAZZL1   0.000000
 12532  USAZZP1   0.000000
 12533  USAZZR1   0.000000
 12534  USAZZX1   0.076923
 12535  USAZZY1   0.044237
 12536  USAZZZ1  -0.018512
 
 [12390 rows x 2 columns], '20050218':         Barrid  DlyReturn
 147    USA0001   0.000000
 148    USA0011   0.000000
 149    USA0031   0.000000
 150    USA0062   0.000000
 151    USA00E2   0.000000
 152    USA00F1  -0.015873
 153    USA00G2   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.006054
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161  -0.014373
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1  -0.019231
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1  -0.035849
 175    USA02H1   0.000000
 176    USA02P1  -0.014286
 ...        ...        ...
 12507  USAZY61   0.000000
 12508  USAZY71   0.000000
 12509  USAZYI1   0.000000
 12510  USAZYJ1  -0.086957
 12511  USAZYK1   0.000000
 12512  USAZYM1   0.000000
 12513  USAZYO1   0.083333
 12514  USAZYR1  -0.032967
 12515  USAZYS1   0.000000
 12516  USAZYT1   0.011905
 12517  USAZYV1   0.000000
 12518  USAZYX1   0.014815
 12519  USAZZ41  -0.080000
 12520  USAZZ51   0.000000
 12521  USAZZ61   0.000000
 12522  USAZZ71   0.000000
 12523  USAZZ81  -0.000809
 12524  USAZZ91   0.000000
 12525  USAZZA1   0.000000
 12526  USAZZB1   0.000000
 12527  USAZZD1   0.000000
 12528  USAZZF1  -0.026316
 12529  USAZZI1   0.000000
 12530  USAZZJ1   0.022549
 12531  USAZZL1   0.000000
 12532  USAZZP1   0.000000
 12533  USAZZR1   0.000000
 12534  USAZZX1   0.071429
 12535  USAZZY1  -0.018397
 12536  USAZZZ1   0.007544
 
 [12390 rows x 2 columns], '20050222':         Barrid  DlyReturn
 147    USA0001   0.000000
 148    USA0011   0.000000
 149    USA0031  -0.004412
 150    USA0062   0.008836
 151    USA00E2   0.035745
 152    USA00F1  -0.009926
 153    USA00G2   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.001389
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161  -0.025244
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.034965
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231  -0.002110
 171    USA0281   0.034768
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.000000
 175    USA02H1  -0.045719
 176    USA02P1   0.007246
 ...        ...        ...
 12505  USAZY61   0.000000
 12506  USAZY71   0.000000
 12507  USAZYI1  -0.166667
 12508  USAZYJ1  -0.047619
 12509  USAZYK1   0.000000
 12510  USAZYM1   0.000000
 12511  USAZYO1  -0.153846
 12512  USAZYR1  -0.045455
 12513  USAZYS1   0.000000
 12514  USAZYT1  -0.011765
 12515  USAZYV1  -0.090909
 12516  USAZYX1  -0.002920
 12517  USAZZ41  -0.021739
 12518  USAZZ51   0.000000
 12519  USAZZ61   0.000000
 12520  USAZZ71   0.000000
 12521  USAZZ81  -0.027246
 12522  USAZZ91   0.000000
 12523  USAZZA1   0.000000
 12524  USAZZB1   0.000000
 12525  USAZZD1   0.000000
 12526  USAZZF1  -0.043243
 12527  USAZZI1   0.000000
 12528  USAZZJ1  -0.102861
 12529  USAZZL1   0.093750
 12530  USAZZP1  -0.166667
 12531  USAZZR1   0.000000
 12532  USAZZX1  -0.066667
 12533  USAZZY1  -0.024414
 12534  USAZZZ1  -0.013104
 
 [12388 rows x 2 columns], '20050223':         Barrid  DlyReturn
 147    USA0001   0.000000
 148    USA0011   0.000000
 149    USA0031   0.000000
 150    USA0062   0.000000
 151    USA00E2   0.000000
 152    USA00F1   0.000000
 153    USA00G2   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161   0.003846
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1  -0.025491
 175    USA02H1   0.000000
 176    USA02P1   0.000000
 ...        ...        ...
 12506  USAZY61   0.000000
 12507  USAZY71   0.000000
 12508  USAZYI1   0.000000
 12509  USAZYJ1   0.125000
 12510  USAZYK1   0.000000
 12511  USAZYM1   0.000000
 12512  USAZYO1   0.000000
 12513  USAZYR1   0.000000
 12514  USAZYS1   0.000000
 12515  USAZYT1   0.000000
 12516  USAZYV1   0.000000
 12517  USAZYX1   0.000737
 12518  USAZZ41  -0.111111
 12519  USAZZ51   0.000000
 12520  USAZZ61   0.000000
 12521  USAZZ71   0.000000
 12522  USAZZ81   0.012202
 12523  USAZZ91   0.000000
 12524  USAZZA1   0.096774
 12525  USAZZB1   0.000000
 12526  USAZZD1   0.000000
 12527  USAZZF1  -0.005650
 12528  USAZZI1   0.000000
 12529  USAZZJ1   0.038892
 12530  USAZZL1   0.000000
 12531  USAZZP1   0.000000
 12532  USAZZR1   0.000000
 12533  USAZZX1   0.071429
 12534  USAZZY1   0.013397
 12535  USAZZZ1   0.005311
 
 [12389 rows x 2 columns], '20050224':         Barrid  DlyReturn
 147    USA0001   0.000000
 148    USA0011   0.000000
 149    USA0031   0.000000
 150    USA0062   0.000000
 151    USA00E2   0.000000
 152    USA00F1   0.000000
 153    USA00G2   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161   0.021711
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.000000
 175    USA02H1   0.000000
 176    USA02P1   0.011169
 ...        ...        ...
 12507  USAZY61   0.000000
 12508  USAZY71   0.000000
 12509  USAZYI1   0.040000
 12510  USAZYJ1  -0.111111
 12511  USAZYK1  -0.666667
 12512  USAZYM1   0.000000
 12513  USAZYO1   0.045455
 12514  USAZYR1  -0.023810
 12515  USAZYS1   0.000000
 12516  USAZYT1   0.047619
 12517  USAZYV1   0.000000
 12518  USAZYX1  -0.005158
 12519  USAZZ41  -0.025000
 12520  USAZZ51   0.000000
 12521  USAZZ61   0.000000
 12522  USAZZ71   0.000000
 12523  USAZZ81   0.010959
 12524  USAZZ91   0.000000
 12525  USAZZA1   0.117647
 12526  USAZZB1   0.000000
 12527  USAZZD1   0.000000
 12528  USAZZF1   0.028409
 12529  USAZZI1   0.000000
 12530  USAZZJ1  -0.012129
 12531  USAZZL1   0.000000
 12532  USAZZP1   0.000000
 12533  USAZZR1   0.000000
 12534  USAZZX1   0.000000
 12535  USAZZY1   0.025692
 12536  USAZZZ1   0.016226
 
 [12390 rows x 2 columns], '20050225':         Barrid  DlyReturn
 147    USA0001   0.000000
 148    USA0011   0.000000
 149    USA0031   0.000000
 150    USA0062   0.000000
 151    USA00E2   0.000000
 152    USA00F1   0.000000
 153    USA00G2   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161   0.000250
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.018109
 175    USA02H1   0.000000
 176    USA02P1   0.000000
 ...        ...        ...
 12507  USAZY61   0.000000
 12508  USAZY71   0.000000
 12509  USAZYI1  -0.038462
 12510  USAZYJ1   0.000000
 12511  USAZYK1   2.000000
 12512  USAZYM1   0.000000
 12513  USAZYO1   0.043478
 12514  USAZYR1  -0.024390
 12515  USAZYS1   0.000000
 12516  USAZYT1   0.045455
 12517  USAZYV1  -0.100000
 12518  USAZYX1  -0.000741
 12519  USAZZ41   0.153846
 12520  USAZZ51   0.000000
 12521  USAZZ61   0.000000
 12522  USAZZ71   0.000000
 12523  USAZZ81   0.005420
 12524  USAZZ91   0.000000
 12525  USAZZA1   0.000000
 12526  USAZZB1   0.000000
 12527  USAZZD1   0.000000
 12528  USAZZF1   0.000000
 12529  USAZZI1   0.000000
 12530  USAZZJ1   0.046877
 12531  USAZZL1   0.000000
 12532  USAZZP1  -0.020000
 12533  USAZZR1   0.000000
 12534  USAZZX1   0.033333
 12535  USAZZY1   0.033317
 12536  USAZZZ1   0.003713
 
 [12390 rows x 2 columns], '20050228':         Barrid  DlyReturn
 147    USA0001   0.000000
 148    USA0011   0.000000
 149    USA0031   0.000000
 150    USA0062   0.000000
 151    USA00E2   0.000000
 152    USA00F1   0.000000
 153    USA00G2   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.002926
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.002908
 163    USA0161   0.005999
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.002000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.000000
 175    USA02H1   0.000000
 176    USA02P1  -0.016787
 ...        ...        ...
 12523  USAZY61   0.000000
 12524  USAZY71   0.000000
 12525  USAZYI1   0.050000
 12526  USAZYJ1   0.000000
 12527  USAZYK1   0.333333
 12528  USAZYM1   0.000000
 12529  USAZYO1   0.000000
 12530  USAZYR1   0.000000
 12531  USAZYS1   0.000000
 12532  USAZYT1  -0.021739
 12533  USAZYV1   0.000000
 12534  USAZYX1   0.000741
 12535  USAZZ41  -0.155556
 12536  USAZZ51   0.000000
 12537  USAZZ61   0.000000
 12538  USAZZ71   0.000000
 12539  USAZZ81  -0.008625
 12540  USAZZ91   0.000000
 12541  USAZZA1   0.052632
 12542  USAZZB1   0.000000
 12543  USAZZD1   0.000000
 12544  USAZZF1   0.022099
 12545  USAZZI1  -0.109375
 12546  USAZZJ1   0.000000
 12547  USAZZL1  -0.057143
 12548  USAZZP1  -0.183673
 12549  USAZZR1   0.000000
 12550  USAZZX1   0.064516
 12551  USAZZY1  -0.016004
 12552  USAZZZ1   0.003330
 
 [12406 rows x 2 columns], '20050301':         Barrid  DlyReturn
 147    USA0001   0.000000
 148    USA0011   0.000000
 149    USA0031   0.000000
 150    USA0062   0.000000
 151    USA00E2   0.000000
 152    USA00F1   0.000000
 153    USA00G2   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.028084
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161   0.016149
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.000000
 175    USA02H1   0.000000
 176    USA02P1   0.000000
 ...        ...        ...
 12495  USAZY61   0.000000
 12496  USAZY71   0.000000
 12497  USAZYI1   0.000000
 12498  USAZYJ1   0.000000
 12499  USAZYK1   0.000000
 12500  USAZYM1   0.000000
 12501  USAZYO1   0.166667
 12502  USAZYR1  -0.025000
 12503  USAZYS1   0.000000
 12504  USAZYT1   0.077778
 12505  USAZYV1   0.000000
 12506  USAZYX1   0.000000
 12507  USAZZ41   0.000000
 12508  USAZZ51   0.000000
 12509  USAZZ61   0.000000
 12510  USAZZ71  -0.533333
 12511  USAZZ81   0.023110
 12512  USAZZ91   0.000000
 12513  USAZZA1   0.100000
 12514  USAZZB1   0.000000
 12515  USAZZD1   0.000000
 12516  USAZZF1   0.000000
 12517  USAZZI1   0.000000
 12518  USAZZJ1   0.001557
 12519  USAZZL1   0.000000
 12520  USAZZP1   0.250000
 12521  USAZZR1   0.000000
 12522  USAZZX1   0.242424
 12523  USAZZY1  -0.003827
 12524  USAZZZ1   0.001106
 
 [12378 rows x 2 columns], '20050302':         Barrid  DlyReturn
 147    USA0001   0.000000
 148    USA0011   0.000000
 149    USA0031   0.000000
 150    USA0062   0.000000
 151    USA00E2   0.000000
 152    USA00F1   0.000683
 153    USA00G2   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1  -0.018156
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161  -0.002200
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.013972
 169    USA0202   0.000000
 170    USA0231   0.012685
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.000000
 175    USA02H1   0.000000
 176    USA02P1   0.000000
 ...        ...        ...
 12494  USAZY61   0.000000
 12495  USAZY71   0.000000
 12496  USAZYI1   0.000000
 12497  USAZYJ1   0.000000
 12498  USAZYK1   0.000000
 12499  USAZYM1   0.000000
 12500  USAZYO1  -0.092857
 12501  USAZYR1   0.025641
 12502  USAZYS1   0.000000
 12503  USAZYT1   0.164948
 12504  USAZYV1   0.111111
 12505  USAZYX1   0.003704
 12506  USAZZ41  -0.026316
 12507  USAZZ51   0.000000
 12508  USAZZ61   0.000000
 12509  USAZZ71   0.000000
 12510  USAZZ81  -0.008770
 12511  USAZZ91   0.000000
 12512  USAZZA1   0.000000
 12513  USAZZB1   0.000000
 12514  USAZZD1   0.000000
 12515  USAZZF1  -0.021622
 12516  USAZZI1   0.000000
 12517  USAZZJ1  -0.004048
 12518  USAZZL1  -0.030303
 12519  USAZZP1   0.320000
 12520  USAZZR1   0.000000
 12521  USAZZX1  -0.146341
 12522  USAZZY1   0.003601
 12523  USAZZZ1  -0.005525
 
 [12377 rows x 2 columns], '20050303':         Barrid  DlyReturn
 147    USA0001   0.000000
 148    USA0011   0.000000
 149    USA0031   0.000000
 150    USA0062   0.000000
 151    USA00E2   0.010943
 152    USA00F1   0.000000
 153    USA00G2   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.053928
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161   0.049988
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.000000
 175    USA02H1   0.000000
 176    USA02P1   0.000000
 ...        ...        ...
 12494  USAZY61   0.000000
 12495  USAZY71   0.714286
 12496  USAZYI1   0.047619
 12497  USAZYJ1   0.050000
 12498  USAZYK1   0.000000
 12499  USAZYM1   0.000000
 12500  USAZYO1  -0.094488
 12501  USAZYR1   0.000000
 12502  USAZYS1   0.000000
 12503  USAZYT1   0.035398
 12504  USAZYV1  -0.100000
 12505  USAZYX1   0.000000
 12506  USAZZ41   0.027027
 12507  USAZZ51   0.000000
 12508  USAZZ61   0.000000
 12509  USAZZ71   0.000000
 12510  USAZZ81   0.001877
 12511  USAZZ91   0.000000
 12512  USAZZA1   0.159091
 12513  USAZZB1   0.000000
 12514  USAZZD1   0.000000
 12515  USAZZF1  -0.005525
 12516  USAZZI1   0.000000
 12517  USAZZJ1   0.058064
 12518  USAZZL1   0.031250
 12519  USAZZP1  -0.390909
 12520  USAZZR1   0.000000
 12521  USAZZX1   0.000000
 12522  USAZZY1   0.003589
 12523  USAZZZ1   0.011111
 
 [12377 rows x 2 columns], '20050304':         Barrid  DlyReturn
 147    USA0001   0.000000
 148    USA0011   0.000000
 149    USA0031   0.000000
 150    USA0062   0.000000
 151    USA00E2   0.000000
 152    USA00F1   0.000000
 153    USA00G2   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161   0.000000
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.039216
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1  -0.003952
 175    USA02H1   0.000000
 176    USA02P1   0.000000
 ...        ...        ...
 12495  USAZY61   0.000000
 12496  USAZY71   0.000000
 12497  USAZYI1   0.000000
 12498  USAZYJ1   0.000000
 12499  USAZYK1   0.000000
 12500  USAZYM1   0.000000
 12501  USAZYO1   0.000000
 12502  USAZYR1  -0.025000
 12503  USAZYS1   0.000000
 12504  USAZYT1  -0.059829
 12505  USAZYV1   0.111111
 12506  USAZYX1  -0.011070
 12507  USAZZ41   0.000000
 12508  USAZZ51   0.000000
 12509  USAZZ61   0.000000
 12510  USAZZ71   0.000000
 12511  USAZZ81   0.001338
 12512  USAZZ91   0.000000
 12513  USAZZA1   0.176471
 12514  USAZZB1   0.000000
 12515  USAZZD1   0.000000
 12516  USAZZF1   0.072222
 12517  USAZZI1   0.000000
 12518  USAZZJ1   0.021814
 12519  USAZZL1   0.000000
 12520  USAZZP1   0.119403
 12521  USAZZR1   0.000000
 12522  USAZZX1   0.000000
 12523  USAZZY1   0.061263
 12524  USAZZZ1  -0.007326
 
 [12378 rows x 2 columns], '20050307':         Barrid  DlyReturn
 147    USA0001   0.000000
 148    USA0011   0.000000
 149    USA0031   0.000000
 150    USA0062   0.000000
 151    USA00E2   0.000000
 152    USA00F1   0.000000
 153    USA00G2   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161   0.024504
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1  -0.001190
 175    USA02H1   0.000000
 176    USA02P1   0.039024
 ...        ...        ...
 12495  USAZY61   0.000000
 12496  USAZY71   0.000000
 12497  USAZYI1   0.000000
 12498  USAZYJ1   0.428571
 12499  USAZYK1   0.000000
 12500  USAZYM1   0.000000
 12501  USAZYO1   0.000000
 12502  USAZYR1  -0.076923
 12503  USAZYS1   0.000000
 12504  USAZYT1  -0.181818
 12505  USAZYV1  -0.180000
 12506  USAZYX1   0.005970
 12507  USAZZ41   0.000000
 12508  USAZZ51   0.000000
 12509  USAZZ61   0.000000
 12510  USAZZ71   0.000000
 12511  USAZZ81  -0.005612
 12512  USAZZ91   0.000000
 12513  USAZZA1   0.083333
 12514  USAZZB1   0.000000
 12515  USAZZD1   0.000000
 12516  USAZZF1   0.000000
 12517  USAZZI1   0.000000
 12518  USAZZJ1   0.116273
 12519  USAZZL1  -0.030303
 12520  USAZZP1   0.000000
 12521  USAZZR1   0.000000
 12522  USAZZX1   0.028571
 12523  USAZZY1  -0.033019
 12524  USAZZZ1  -0.018450
 
 [12378 rows x 2 columns], '20050308':         Barrid  DlyReturn
 147    USA0001   0.000000
 148    USA0011   0.000000
 149    USA0031   0.000000
 150    USA0062   0.000000
 151    USA00E2   0.000000
 152    USA00F1   0.000000
 153    USA00G2   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161   0.002278
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.012316
 175    USA02H1   0.000000
 176    USA02P1   0.000000
 ...        ...        ...
 12493  USAZY61   0.000000
 12494  USAZY71  -0.333333
 12495  USAZYI1   0.090909
 12496  USAZYJ1  -0.166667
 12497  USAZYK1   0.000000
 12498  USAZYM1   0.000000
 12499  USAZYO1   0.043478
 12500  USAZYR1   0.055556
 12501  USAZYS1   0.000000
 12502  USAZYT1   0.022222
 12503  USAZYV1   0.000000
 12504  USAZYX1  -0.004451
 12505  USAZZ41   0.000000
 12506  USAZZ51   0.000000
 12507  USAZZ61   0.000000
 12508  USAZZ71   0.000000
 12509  USAZZ81   0.007525
 12510  USAZZ91   0.000000
 12511  USAZZA1  -0.076923
 12512  USAZZB1   0.000000
 12513  USAZZD1   0.000000
 12514  USAZZF1  -0.041451
 12515  USAZZI1   0.000000
 12516  USAZZJ1  -0.049194
 12517  USAZZL1   0.125000
 12518  USAZZP1   0.000000
 12519  USAZZR1   0.000000
 12520  USAZZX1  -0.027778
 12521  USAZZY1  -0.009059
 12522  USAZZZ1   0.005639
 
 [12376 rows x 2 columns], '20050309':         Barrid  DlyReturn
 147    USA0001   0.000000
 148    USA0011   0.000000
 149    USA0031   0.000000
 150    USA0062   0.000000
 151    USA00E2   0.000000
 152    USA00F1   0.000000
 153    USA00G2   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.096397
 163    USA0161  -0.027273
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.015766
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1  -0.018838
 175    USA02H1   0.000000
 176    USA02P1   0.000000
 ...        ...        ...
 12495  USAZY61   0.000000
 12496  USAZY71   0.000000
 12497  USAZYI1   0.000000
 12498  USAZYJ1   0.580000
 12499  USAZYK1   0.000000
 12500  USAZYM1   0.000000
 12501  USAZYO1   0.000000
 12502  USAZYR1  -0.026316
 12503  USAZYS1   0.000000
 12504  USAZYT1  -0.043478
 12505  USAZYV1  -0.024390
 12506  USAZYX1  -0.007452
 12507  USAZZ41   0.000000
 12508  USAZZ51   0.000000
 12509  USAZZ61   0.000000
 12510  USAZZ71  -0.285714
 12511  USAZZ81  -0.010261
 12512  USAZZ91   0.000000
 12513  USAZZA1  -0.150000
 12514  USAZZB1   0.000000
 12515  USAZZD1   0.000000
 12516  USAZZF1   0.070270
 12517  USAZZI1   0.000000
 12518  USAZZJ1  -0.008223
 12519  USAZZL1   0.000000
 12520  USAZZP1   0.000000
 12521  USAZZR1   0.000000
 12522  USAZZX1  -0.085714
 12523  USAZZY1  -0.021331
 12524  USAZZZ1   0.005607
 
 [12378 rows x 2 columns], '20050310':         Barrid  DlyReturn
 147    USA0001   0.000000
 148    USA0011   0.000000
 149    USA0031   0.000000
 150    USA0062   0.000000
 151    USA00E2   0.000000
 152    USA00F1   0.000000
 153    USA00G2   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161  -0.010280
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.014151
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.000000
 175    USA02H1   0.000000
 176    USA02P1   0.000000
 ...        ...        ...
 12495  USAZY61   0.000000
 12496  USAZY71   0.000000
 12497  USAZYI1   0.000000
 12498  USAZYJ1  -0.493671
 12499  USAZYK1   0.000000
 12500  USAZYM1   0.000000
 12501  USAZYO1  -0.083333
 12502  USAZYR1  -0.027027
 12503  USAZYS1   0.000000
 12504  USAZYT1   0.045455
 12505  USAZYV1  -0.125000
 12506  USAZYX1   0.002252
 12507  USAZZ41  -0.078947
 12508  USAZZ51   0.000000
 12509  USAZZ61   0.000000
 12510  USAZZ71   1.000000
 12511  USAZZ81  -0.000278
 12512  USAZZ91   0.000000
 12513  USAZZA1  -0.137255
 12514  USAZZB1   0.000000
 12515  USAZZD1   0.000000
 12516  USAZZF1   0.000000
 12517  USAZZI1   0.000000
 12518  USAZZJ1   0.058163
 12519  USAZZL1   0.000000
 12520  USAZZP1   0.000000
 12521  USAZZR1   0.000000
 12522  USAZZX1   0.000000
 12523  USAZZY1   0.001916
 12524  USAZZZ1  -0.027881
 
 [12378 rows x 2 columns], '20050311':         Barrid  DlyReturn
 147    USA0001   0.000000
 148    USA0011   0.000000
 149    USA0031   0.000000
 150    USA0062   0.000000
 151    USA00E2   0.000000
 152    USA00F1   0.000000
 153    USA00G2   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161  -0.005902
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.000000
 175    USA02H1   0.000000
 176    USA02P1   0.000000
 ...        ...        ...
 12494  USAZY61   0.666667
 12495  USAZY71   0.000000
 12496  USAZYI1   0.000000
 12497  USAZYJ1   0.025000
 12498  USAZYK1   0.000000
 12499  USAZYM1   0.000000
 12500  USAZYO1   0.000000
 12501  USAZYR1   0.000000
 12502  USAZYS1   0.000000
 12503  USAZYT1   0.000000
 12504  USAZYV1  -0.428571
 12505  USAZYX1  -0.000749
 12506  USAZZ41   0.057143
 12507  USAZZ51   0.000000
 12508  USAZZ61   0.000000
 12509  USAZZ71   0.000000
 12510  USAZZ81  -0.002222
 12511  USAZZ91   0.000000
 12512  USAZZA1   0.000000
 12513  USAZZB1  -0.400000
 12514  USAZZD1   0.000000
 12515  USAZZF1  -0.015152
 12516  USAZZI1  -0.087719
 12517  USAZZJ1  -0.043274
 12518  USAZZL1   0.000000
 12519  USAZZP1   0.000000
 12520  USAZZR1   0.000000
 12521  USAZZX1   0.062500
 12522  USAZZY1   0.003586
 12523  USAZZZ1   0.011472
 
 [12377 rows x 2 columns], '20050314':         Barrid  DlyReturn
 147    USA0001   0.000000
 148    USA0011   0.000000
 149    USA0031   0.000000
 150    USA0062   0.000000
 151    USA00E2   0.000000
 152    USA00F1  -0.066416
 153    USA00G2   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161  -0.001425
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.000800
 175    USA02H1   0.000000
 176    USA02P1   0.000000
 ...        ...        ...
 12485  USAZY61   0.000000
 12486  USAZY71   0.250000
 12487  USAZYI1  -0.125000
 12488  USAZYJ1   0.024390
 12489  USAZYK1   0.000000
 12490  USAZYM1  -0.142857
 12491  USAZYO1   0.000000
 12492  USAZYR1   0.111111
 12493  USAZYS1   0.000000
 12494  USAZYT1   0.021739
 12495  USAZYV1   0.000000
 12496  USAZYX1   0.000000
 12497  USAZZ41  -0.054054
 12498  USAZZ51   0.000000
 12499  USAZZ61   0.000000
 12500  USAZZ71   0.000000
 12501  USAZZ81  -0.006960
 12502  USAZZ91   0.000000
 12503  USAZZA1   0.000000
 12504  USAZZB1   0.000000
 12505  USAZZD1   0.000000
 12506  USAZZF1   0.020513
 12507  USAZZI1   0.000000
 12508  USAZZJ1  -0.008064
 12509  USAZZL1   0.000000
 12510  USAZZP1   0.000000
 12511  USAZZR1   0.000000
 12512  USAZZX1  -0.088235
 12513  USAZZY1  -0.013578
 12514  USAZZZ1  -0.003403
 
 [12368 rows x 2 columns], '20050315':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1  -0.031583
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161   0.022592
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.000000
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 12487  USAZY61   0.000000
 12488  USAZY71   0.000000
 12489  USAZYI1  -0.047619
 12490  USAZYJ1   0.000000
 12491  USAZYK1   0.000000
 12492  USAZYM1  -0.333333
 12493  USAZYO1   0.068182
 12494  USAZYR1   0.050000
 12495  USAZYS1   0.000000
 12496  USAZYT1  -0.021277
 12497  USAZYV1   0.000000
 12498  USAZYX1   0.005997
 12499  USAZZ41  -0.028571
 12500  USAZZ51   0.000000
 12501  USAZZ61   0.000000
 12502  USAZZ71   0.000000
 12503  USAZZ81   0.001402
 12504  USAZZ91   0.000000
 12505  USAZZA1   0.022727
 12506  USAZZB1   0.000000
 12507  USAZZD1   0.000000
 12508  USAZZF1   0.005025
 12509  USAZZI1   0.000000
 12510  USAZZJ1   0.254414
 12511  USAZZL1  -0.100000
 12512  USAZZP1   0.000000
 12513  USAZZR1   0.000000
 12514  USAZZX1   0.032258
 12515  USAZZY1   0.017870
 12516  USAZZZ1  -0.007967
 
 [12369 rows x 2 columns], '20050316':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161  -0.002326
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1  -0.000799
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 12488  USAZY61   0.000000
 12489  USAZY71  -0.200000
 12490  USAZYI1   0.000000
 12491  USAZYJ1   0.000000
 12492  USAZYK1  -0.750000
 12493  USAZYM1   0.000000
 12494  USAZYO1   0.021277
 12495  USAZYR1  -0.142857
 12496  USAZYS1   0.000000
 12497  USAZYT1  -0.076087
 12498  USAZYV1   3.000000
 12499  USAZYX1   0.000000
 12500  USAZZ41   0.029412
 12501  USAZZ51   0.000000
 12502  USAZZ61   0.000000
 12503  USAZZ71  -0.280000
 12504  USAZZ81   0.001120
 12505  USAZZ91   0.000000
 12506  USAZZA1   0.000000
 12507  USAZZB1   0.000000
 12508  USAZZD1   0.000000
 12509  USAZZF1   0.000000
 12510  USAZZI1   0.000000
 12511  USAZZJ1  -0.074929
 12512  USAZZL1   0.000000
 12513  USAZZP1   0.000000
 12514  USAZZR1   0.000000
 12515  USAZZX1   0.062500
 12516  USAZZY1   0.000000
 12517  USAZZZ1   0.005736
 
 [12369 rows x 2 columns], '20050317':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031  -0.033973
 152    USA0062   0.045557
 153    USA00E2  -0.043297
 154    USA00F1  -0.026846
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1  -0.022191
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161  -0.031469
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1  -0.035477
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231  -0.056367
 173    USA0281  -0.022400
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1  -0.038000
 177    USA02H1  -0.063589
 178    USA02P1  -0.021127
 ...        ...        ...
 12489  USAZY61   0.000000
 12490  USAZY71   0.500000
 12491  USAZYI1   0.000000
 12492  USAZYJ1   0.142857
 12493  USAZYK1   0.000000
 12494  USAZYM1   0.000000
 12495  USAZYO1  -0.083333
 12496  USAZYR1   0.000000
 12497  USAZYS1   0.000000
 12498  USAZYT1  -0.047059
 12499  USAZYV1   0.062500
 12500  USAZYX1  -0.001490
 12501  USAZZ41   0.000000
 12502  USAZZ51   0.000000
 12503  USAZZ61   0.000000
 12504  USAZZ71   0.000000
 12505  USAZZ81   0.001957
 12506  USAZZ91   0.000000
 12507  USAZZA1   0.000000
 12508  USAZZB1   0.000000
 12509  USAZZD1   0.000000
 12510  USAZZF1  -0.055000
 12511  USAZZI1   0.000000
 12512  USAZZJ1  -0.001095
 12513  USAZZL1  -0.012346
 12514  USAZZP1  -0.422222
 12515  USAZZR1   0.000000
 12516  USAZZX1   0.029412
 12517  USAZZY1   0.005931
 12518  USAZZZ1  -0.009125
 
 [12370 rows x 2 columns], '20050318':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161  -0.022864
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000000
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 12491  USAZY61   0.000000
 12492  USAZY71   0.666667
 12493  USAZYI1   0.000000
 12494  USAZYJ1  -0.125000
 12495  USAZYK1   0.000000
 12496  USAZYM1   0.000000
 12497  USAZYO1   0.000000
 12498  USAZYR1   0.055556
 12499  USAZYS1   0.000000
 12500  USAZYT1   0.148148
 12501  USAZYV1  -0.058824
 12502  USAZYX1   0.000000
 12503  USAZZ41  -0.085714
 12504  USAZZ51   0.000000
 12505  USAZZ61   0.000000
 12506  USAZZ71   0.000000
 12507  USAZZ81  -0.009768
 12508  USAZZ91   0.000000
 12509  USAZZA1   0.000000
 12510  USAZZB1   0.000000
 12511  USAZZD1   0.000000
 12512  USAZZF1  -0.021164
 12513  USAZZI1   0.000000
 12514  USAZZJ1   0.041858
 12515  USAZZL1   0.000000
 12516  USAZZP1  -0.084615
 12517  USAZZR1   0.000000
 12518  USAZZX1   0.000000
 12519  USAZZY1  -0.008255
 12520  USAZZZ1   0.007291
 
 [12372 rows x 2 columns], '20050321':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.045567
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1  -0.006237
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 12493  USAZY61   0.000000
 12494  USAZY71   0.000000
 12495  USAZYI1   0.000000
 12496  USAZYJ1   0.071429
 12497  USAZYK1   0.000000
 12498  USAZYM1   0.000000
 12499  USAZYO1  -0.045455
 12500  USAZYR1   0.000000
 12501  USAZYS1   0.000000
 12502  USAZYT1  -0.053763
 12503  USAZYV1  -0.250000
 12504  USAZYX1   0.000000
 12505  USAZZ41  -0.062500
 12506  USAZZ51   0.000000
 12507  USAZZ61   0.000000
 12508  USAZZ71   0.000000
 12509  USAZZ81  -0.007046
 12510  USAZZ91   0.000000
 12511  USAZZA1   0.000000
 12512  USAZZB1   0.000000
 12513  USAZZD1   0.000000
 12514  USAZZF1   0.027027
 12515  USAZZI1   0.000000
 12516  USAZZJ1  -0.047118
 12517  USAZZL1   0.000000
 12518  USAZZP1  -0.008403
 12519  USAZZR1   0.000000
 12520  USAZZX1   0.000000
 12521  USAZZY1  -0.009037
 12522  USAZZZ1  -0.004190
 
 [12374 rows x 2 columns], '20050322':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.000000
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000000
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 12492  USAZY61   0.000000
 12493  USAZY71  -0.500000
 12494  USAZYI1   0.000000
 12495  USAZYJ1  -0.022222
 12496  USAZYK1   0.000000
 12497  USAZYM1   0.000000
 12498  USAZYO1   0.142857
 12499  USAZYR1  -0.052632
 12500  USAZYS1   0.000000
 12501  USAZYT1  -0.079545
 12502  USAZYV1   0.250000
 12503  USAZYX1  -0.004478
 12504  USAZZ41   0.000000
 12505  USAZZ51   0.000000
 12506  USAZZ61   0.000000
 12507  USAZZ71   0.000000
 12508  USAZZ81   0.003690
 12509  USAZZ91   0.000000
 12510  USAZZA1   0.111111
 12511  USAZZB1   0.000000
 12512  USAZZD1   0.000000
 12513  USAZZF1  -0.026316
 12514  USAZZI1  -0.038462
 12515  USAZZJ1   0.048013
 12516  USAZZL1  -0.193750
 12517  USAZZP1   0.000000
 12518  USAZZR1   0.000000
 12519  USAZZX1  -0.085714
 12520  USAZZY1   0.022318
 12521  USAZZZ1  -0.013007
 
 [12373 rows x 2 columns], '20050323':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.015783
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000000
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 12492  USAZY61   0.000000
 12493  USAZY71  -0.200000
 12494  USAZYI1   0.000000
 12495  USAZYJ1  -0.045455
 12496  USAZYK1   0.000000
 12497  USAZYM1   0.000000
 12498  USAZYO1  -0.166667
 12499  USAZYR1   0.000000
 12500  USAZYS1   0.000000
 12501  USAZYT1   0.012346
 12502  USAZYV1  -0.266667
 12503  USAZYX1   0.004498
 12504  USAZZ41   0.033333
 12505  USAZZ51   0.000000
 12506  USAZZ61   0.000000
 12507  USAZZ71   0.000000
 12508  USAZZ81  -0.012443
 12509  USAZZ91   0.000000
 12510  USAZZA1   0.000000
 12511  USAZZB1   0.000000
 12512  USAZZD1   0.000000
 12513  USAZZF1  -0.027027
 12514  USAZZI1   0.000000
 12515  USAZZJ1  -0.060874
 12516  USAZZL1   0.100775
 12517  USAZZP1   0.355932
 12518  USAZZR1   0.000000
 12519  USAZZX1   0.062500
 12520  USAZZY1  -0.039671
 12521  USAZZZ1  -0.046512
 
 [12373 rows x 2 columns], '20050324':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161  -0.002319
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.025105
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 12492  USAZY61  -0.133333
 12493  USAZY71   0.500000
 12494  USAZYI1   0.000000
 12495  USAZYJ1  -0.047619
 12496  USAZYK1   4.000000
 12497  USAZYM1   0.000000
 12498  USAZYO1   0.100000
 12499  USAZYR1  -0.027778
 12500  USAZYS1   0.000000
 12501  USAZYT1  -0.048780
 12502  USAZYV1  -0.072727
 12503  USAZYX1   0.000000
 12504  USAZZ41  -0.032258
 12505  USAZZ51   0.000000
 12506  USAZZ61   0.000000
 12507  USAZZ71   0.000000
 12508  USAZZ81   0.004868
 12509  USAZZ91   0.000000
 12510  USAZZA1   0.000000
 12511  USAZZB1   0.000000
 12512  USAZZD1   0.000000
 12513  USAZZF1   0.000000
 12514  USAZZI1   0.000000
 12515  USAZZJ1  -0.047774
 12516  USAZZL1  -0.014085
 12517  USAZZP1   0.187500
 12518  USAZZR1   0.000000
 12519  USAZZX1   0.088235
 12520  USAZZY1   0.027866
 12521  USAZZZ1   0.008130
 
 [12373 rows x 2 columns], '20050328':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.011468
 152    USA0062  -0.026596
 153    USA00E2   0.050479
 154    USA00F1  -0.084138
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1  -0.001418
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.000000
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1  -0.016092
 169    USA01P1  -0.009302
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281  -0.016367
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000000
 177    USA02H1  -0.001860
 178    USA02P1   0.014388
 ...        ...        ...
 12491  USAZY51  -0.025000
 12492  USAZY61   0.000000
 12493  USAZY71  -0.333333
 12494  USAZYI1   0.000000
 12495  USAZYJ1   0.125000
 12496  USAZYK1   0.000000
 12497  USAZYM1   0.000000
 12498  USAZYO1   0.000000
 12499  USAZYR1   0.014286
 12500  USAZYS1   0.000000
 12501  USAZYT1  -0.038462
 12502  USAZYV1   0.000000
 12503  USAZYX1   0.000000
 12504  USAZZ41  -0.066667
 12505  USAZZ51   0.000000
 12506  USAZZ61   0.000000
 12507  USAZZ71   0.388889
 12508  USAZZ81  -0.003705
 12509  USAZZ91   0.000000
 12510  USAZZA1   0.000000
 12511  USAZZB1   0.000000
 12512  USAZZD1   0.000000
 12513  USAZZF1  -0.044444
 12514  USAZZI1   0.000000
 12515  USAZZL1  -0.214286
 12516  USAZZP1   0.026316
 12517  USAZZR1   0.000000
 12518  USAZZX1   0.162162
 12519  USAZZY1  -0.004994
 12520  USAZZZ1  -0.003226
 
 [12372 rows x 2 columns], '20050329':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062  -0.007286
 153    USA00E2   0.000000
 154    USA00F1   0.045181
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.004440
 165    USA0161   0.026499
 166    USA01I1   0.000000
 167    USA01J2   0.003711
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1  -0.033696
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.003328
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1  -0.002041
 177    USA02H1   0.000000
 178    USA02P1  -0.004728
 ...        ...        ...
 12491  USAZY51   0.030769
 12492  USAZY61   0.000000
 12493  USAZY71   0.000000
 12494  USAZYI1   0.000000
 12495  USAZYJ1   0.000000
 12496  USAZYK1   0.000000
 12497  USAZYM1   0.000000
 12498  USAZYO1  -0.045455
 12499  USAZYR1   0.070423
 12500  USAZYS1   0.000000
 12501  USAZYT1  -0.080000
 12502  USAZYV1   0.019608
 12503  USAZYX1  -0.007463
 12504  USAZZ41   0.000000
 12505  USAZZ51   0.000000
 12506  USAZZ61   0.000000
 12507  USAZZ71   0.000000
 12508  USAZZ81   0.001144
 12509  USAZZ91   0.000000
 12510  USAZZA1   0.000000
 12511  USAZZB1   0.000000
 12512  USAZZD1   0.000000
 12513  USAZZF1   0.017442
 12514  USAZZI1   0.000000
 12515  USAZZL1   0.000000
 12516  USAZZP1   0.200000
 12517  USAZZR1   0.000000
 12518  USAZZX1  -0.069767
 12519  USAZZY1  -0.015296
 12520  USAZZZ1  -0.025081
 
 [12372 rows x 2 columns], '20050330':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.030982
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.000000
 166    USA01I1   0.000379
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.002045
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 12491  USAZY51  -0.032338
 12492  USAZY61   0.000000
 12493  USAZY71   0.000000
 12494  USAZYI1  -0.300000
 12495  USAZYJ1  -0.111111
 12496  USAZYK1   0.000000
 12497  USAZYM1   0.000000
 12498  USAZYO1   0.000000
 12499  USAZYR1  -0.092105
 12500  USAZYS1   0.000000
 12501  USAZYT1   0.014493
 12502  USAZYV1   0.057692
 12503  USAZYX1   0.007519
 12504  USAZZ41  -0.107143
 12505  USAZZ51   0.000000
 12506  USAZZ61   0.000000
 12507  USAZZ71   1.000000
 12508  USAZZ81   0.012857
 12509  USAZZ91   0.000000
 12510  USAZZA1   0.000000
 12511  USAZZB1   0.000000
 12512  USAZZD1   0.000000
 12513  USAZZF1   0.000000
 12514  USAZZI1   0.000000
 12515  USAZZL1   0.090909
 12516  USAZZP1  -0.038462
 12517  USAZZR1   0.000000
 12518  USAZZX1   0.000000
 12519  USAZZY1   0.008252
 12520  USAZZZ1   0.024896
 
 [12372 rows x 2 columns], '20050331':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161   0.015625
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.000000
 176    USA02H1   0.000000
 177    USA02P1  -0.007126
 ...        ...        ...
 12500  USAZY51   0.002571
 12501  USAZY61   0.000000
 12502  USAZY71   0.500000
 12503  USAZYI1  -0.142857
 12504  USAZYJ1   0.000000
 12505  USAZYK1  -0.980000
 12506  USAZYM1   0.000000
 12507  USAZYO1   0.000000
 12508  USAZYR1   0.014493
 12509  USAZYS1   0.000000
 12510  USAZYT1   0.028571
 12511  USAZYV1   0.181818
 12512  USAZYX1   0.000000
 12513  USAZZ41   0.080000
 12514  USAZZ51   0.000000
 12515  USAZZ61   0.000000
 12516  USAZZ71   0.000000
 12517  USAZZ81  -0.004513
 12518  USAZZ91   0.000000
 12519  USAZZA1  -0.010000
 12520  USAZZB1   0.000000
 12521  USAZZD1   0.000000
 12522  USAZZF1  -0.028571
 12523  USAZZI1   0.000000
 12524  USAZZL1   0.166667
 12525  USAZZP1   0.022222
 12526  USAZZR1   0.000000
 12527  USAZZX1  -0.175000
 12528  USAZZY1   0.016129
 12529  USAZZZ1   0.031174
 
 [12382 rows x 2 columns], '20050401':         Barrid  DlyReturn
 147    USA0001   0.000000
 148    USA0011   0.000000
 149    USA0031   0.000000
 150    USA0062   0.000000
 151    USA00E2   0.000000
 152    USA00F1   0.000000
 153    USA00G2   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161   0.003344
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.004898
 175    USA02H1   0.000000
 176    USA02P1  -0.004785
 ...        ...        ...
 12473  USAZY51  -0.002564
 12474  USAZY61   0.000000
 12475  USAZY71   0.166667
 12476  USAZYI1   0.000000
 12477  USAZYJ1   0.075000
 12478  USAZYK1   0.000000
 12479  USAZYM1   0.000000
 12480  USAZYO1  -0.047619
 12481  USAZYR1  -0.111429
 12482  USAZYS1   0.000000
 12483  USAZYT1   0.000000
 12484  USAZYV1   0.076923
 12485  USAZYX1   0.000000
 12486  USAZZ41  -0.148148
 12487  USAZZ51   0.000000
 12488  USAZZ61  -0.500000
 12489  USAZZ71   0.000000
 12490  USAZZ81  -0.008218
 12491  USAZZ91   0.000000
 12492  USAZZA1   0.030303
 12493  USAZZB1   0.000000
 12494  USAZZD1   0.000000
 12495  USAZZF1   0.005882
 12496  USAZZI1   0.000000
 12497  USAZZL1   0.000000
 12498  USAZZP1   0.060870
 12499  USAZZR1   0.000000
 12500  USAZZX1   0.000000
 12501  USAZZY1   0.000711
 12502  USAZZZ1   0.014920
 
 [12356 rows x 2 columns], '20050404':         Barrid  DlyReturn
 147    USA0001   0.000000
 148    USA0011   0.000000
 149    USA0031   0.021164
 150    USA0062  -0.005505
 151    USA00E2   0.026512
 152    USA00F1  -0.136888
 153    USA00G2   0.000000
 154    USA00H1   0.000000
 155    USA00I1  -0.017045
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161  -0.006444
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1  -0.018692
 167    USA01P1  -0.028169
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231  -0.004425
 171    USA0281  -0.021559
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.000000
 175    USA02H1  -0.072693
 176    USA02P1   0.000000
 ...        ...        ...
 12473  USAZY51   0.028278
 12474  USAZY61   0.000000
 12475  USAZY71  -0.285714
 12476  USAZYI1   0.166667
 12477  USAZYJ1  -0.069767
 12478  USAZYK1   0.000000
 12479  USAZYM1   0.000000
 12480  USAZYO1   0.000000
 12481  USAZYR1  -0.003215
 12482  USAZYS1   0.000000
 12483  USAZYT1  -0.055556
 12484  USAZYV1  -0.257143
 12485  USAZYX1  -0.003731
 12486  USAZZ41   0.000000
 12487  USAZZ51   0.000000
 12488  USAZZ61   0.000000
 12489  USAZZ71   0.250000
 12490  USAZZ81  -0.004286
 12491  USAZZ91   0.000000
 12492  USAZZA1  -0.137255
 12493  USAZZB1   0.000000
 12494  USAZZD1   0.000000
 12495  USAZZF1   0.023392
 12496  USAZZI1   0.000000
 12497  USAZZL1  -0.071429
 12498  USAZZP1  -0.016393
 12499  USAZZR1   0.000000
 12500  USAZZX1   0.000000
 12501  USAZZY1   0.020360
 12502  USAZZZ1  -0.001934
 
 [12356 rows x 2 columns], '20050405':         Barrid  DlyReturn
 147    USA0001   0.000000
 148    USA0011   0.000000
 149    USA0031   0.010363
 150    USA0062   0.000000
 151    USA00E2   0.000000
 152    USA00F1   0.000000
 153    USA00G2   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161  -0.001342
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1  -0.017059
 175    USA02H1   0.016080
 176    USA02P1   0.000000
 ...        ...        ...
 12467  USAZY51   0.000000
 12468  USAZY61   0.000000
 12469  USAZY71   0.000000
 12470  USAZYI1   0.000000
 12471  USAZYJ1   0.000000
 12472  USAZYK1   0.000000
 12473  USAZYM1   0.000000
 12474  USAZYO1   0.100000
 12475  USAZYR1   0.032258
 12476  USAZYS1   0.000000
 12477  USAZYT1   0.088235
 12478  USAZYV1  -0.038462
 12479  USAZYX1   0.004494
 12480  USAZZ41  -0.086957
 12481  USAZZ51   0.000000
 12482  USAZZ61   0.000000
 12483  USAZZ71   0.000000
 12484  USAZZ81   0.036155
 12485  USAZZ91   0.000000
 12486  USAZZA1   0.477273
 12487  USAZZB1   0.000000
 12488  USAZZD1   0.000000
 12489  USAZZF1  -0.028571
 12490  USAZZI1   0.000000
 12491  USAZZL1   0.000000
 12492  USAZZP1  -0.166667
 12493  USAZZR1   0.000000
 12494  USAZZX1  -0.060606
 12495  USAZZY1   0.002320
 12496  USAZZZ1   0.000000
 
 [12350 rows x 2 columns], '20050406':         Barrid  DlyReturn
 147    USA0001   0.000000
 148    USA0011   0.000000
 149    USA0031   0.000000
 150    USA0062   0.000000
 151    USA00E2   0.000000
 152    USA00F1   0.000000
 153    USA00G2   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161   0.007839
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1  -0.004124
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.002066
 175    USA02H1   0.000000
 176    USA02P1   0.000000
 ...        ...        ...
 12467  USAZY51   0.000000
 12468  USAZY61   0.000000
 12469  USAZY71   0.000000
 12470  USAZYI1  -0.071429
 12471  USAZYJ1  -0.050000
 12472  USAZYK1   0.000000
 12473  USAZYM1   0.000000
 12474  USAZYO1  -0.090909
 12475  USAZYR1  -0.031250
 12476  USAZYS1   0.000000
 12477  USAZYT1  -0.040541
 12478  USAZYV1   0.000000
 12479  USAZYX1   0.091723
 12480  USAZZ41  -0.047619
 12481  USAZZ51   0.000000
 12482  USAZZ61   0.000000
 12483  USAZZ71   0.000000
 12484  USAZZ81   0.003600
 12485  USAZZ91   0.000000
 12486  USAZZA1  -0.061538
 12487  USAZZB1   0.000000
 12488  USAZZD1   0.000000
 12489  USAZZF1   0.076471
 12490  USAZZI1   0.000000
 12491  USAZZL1  -0.076923
 12492  USAZZP1   0.200000
 12493  USAZZR1   0.000000
 12494  USAZZX1  -0.032258
 12495  USAZZY1  -0.016898
 12496  USAZZZ1  -0.009690
 
 [12350 rows x 2 columns], '20050407':         Barrid  DlyReturn
 147    USA0001   0.000000
 148    USA0011   0.000000
 149    USA0031   0.000000
 150    USA0062   0.000000
 151    USA00E2   0.000000
 152    USA00F1   0.000000
 153    USA00G2   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161  -0.009111
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.004536
 175    USA02H1   0.000000
 176    USA02P1   0.000000
 ...        ...        ...
 12466  USAZY51   0.087500
 12467  USAZY61   0.000000
 12468  USAZY71   0.000000
 12469  USAZYI1   0.076923
 12470  USAZYJ1   0.152632
 12471  USAZYK1   9.000000
 12472  USAZYM1   0.000000
 12473  USAZYO1   0.000000
 12474  USAZYR1  -0.032258
 12475  USAZYS1   0.000000
 12476  USAZYT1   0.056338
 12477  USAZYV1   0.000000
 12478  USAZYX1  -0.013661
 12479  USAZZ41   0.000000
 12480  USAZZ51   0.000000
 12481  USAZZ61   0.000000
 12482  USAZZ71   0.000000
 12483  USAZZ81  -0.007174
 12484  USAZZ91   0.000000
 12485  USAZZA1   0.000000
 12486  USAZZB1   0.000000
 12487  USAZZD1   0.000000
 12488  USAZZF1   0.038251
 12489  USAZZI1   0.000000
 12490  USAZZL1   0.125000
 12491  USAZZP1   0.062500
 12492  USAZZR1   0.000000
 12493  USAZZX1   0.100000
 12494  USAZZY1   0.012715
 12495  USAZZZ1  -0.003914
 
 [12349 rows x 2 columns], '20050408':         Barrid  DlyReturn
 147    USA0001   0.000000
 148    USA0011   0.000000
 149    USA0031   0.000000
 150    USA0062   0.000000
 151    USA00E2   0.000000
 152    USA00F1   0.000000
 153    USA00G2   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161   0.010316
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.000000
 175    USA02H1   0.000000
 176    USA02P1   0.000000
 ...        ...        ...
 12463  USAZY51   0.011494
 12464  USAZY61   0.000000
 12465  USAZY71   0.000000
 12466  USAZYI1   0.000000
 12467  USAZYJ1   0.000000
 12468  USAZYK1   0.000000
 12469  USAZYM1   0.000000
 12470  USAZYO1   0.000000
 12471  USAZYR1   0.000000
 12472  USAZYS1   0.000000
 12473  USAZYT1  -0.013333
 12474  USAZYV1  -0.200000
 12475  USAZYX1  -0.002078
 12476  USAZZ41   0.950000
 12477  USAZZ51   0.000000
 12478  USAZZ61   0.000000
 12479  USAZZ71   0.000000
 12480  USAZZ81  -0.003057
 12481  USAZZ91   0.000000
 12482  USAZZA1  -0.262295
 12483  USAZZB1   0.000000
 12484  USAZZD1   0.000000
 12485  USAZZF1  -0.015789
 12486  USAZZI1   0.000000
 12487  USAZZL1   0.000000
 12488  USAZZP1   0.000000
 12489  USAZZR1   0.000000
 12490  USAZZX1  -0.060606
 12491  USAZZY1  -0.004418
 12492  USAZZZ1  -0.012967
 
 [12346 rows x 2 columns], '20050411':         Barrid  DlyReturn
 147    USA0001   0.010172
 148    USA0011   0.000000
 149    USA0031   0.000000
 150    USA0062  -0.003690
 151    USA00E2   0.000000
 152    USA00F1   0.000000
 153    USA00G2   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161  -0.011099
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202  -0.004768
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.000000
 175    USA02H1   0.000000
 176    USA02P1  -0.012019
 ...        ...        ...
 12462  USAZY51   0.022727
 12463  USAZY61   0.000000
 12464  USAZY71   0.000000
 12465  USAZYI1   0.000000
 12466  USAZYJ1  -0.086758
 12467  USAZYK1   0.000000
 12468  USAZYM1   0.000000
 12469  USAZYO1   0.050000
 12470  USAZYR1  -0.100000
 12471  USAZYS1   0.000000
 12472  USAZYT1   0.000000
 12473  USAZYV1  -0.075000
 12474  USAZYX1  -0.000694
 12475  USAZZ41  -0.384615
 12476  USAZZ51   0.000000
 12477  USAZZ61   0.000000
 12478  USAZZ71   0.000000
 12479  USAZZ81   0.020909
 12480  USAZZ91   0.000000
 12481  USAZZA1   0.000000
 12482  USAZZB1   0.000000
 12483  USAZZD1   0.000000
 12484  USAZZF1  -0.090909
 12485  USAZZI1   0.000000
 12486  USAZZL1   0.000000
 12487  USAZZP1  -0.039216
 12488  USAZZR1   0.000000
 12489  USAZZX1   0.000000
 12490  USAZZY1  -0.009809
 12491  USAZZZ1  -0.000796
 
 [12345 rows x 2 columns], '20050412':         Barrid  DlyReturn
 147    USA0001   0.000000
 148    USA0011   0.000000
 149    USA0031  -0.005128
 150    USA0062   0.000000
 151    USA00E2   0.000000
 152    USA00F1   0.000000
 153    USA00G2   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161   0.006958
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281  -0.044068
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.000000
 175    USA02H1   0.000000
 176    USA02P1   0.000000
 ...        ...        ...
 12459  USAZY51  -0.055556
 12460  USAZY61   0.000000
 12461  USAZY71   0.000000
 12462  USAZYI1   0.000000
 12463  USAZYJ1   0.000000
 12464  USAZYK1   0.000000
 12465  USAZYM1   0.000000
 12466  USAZYO1  -0.047619
 12467  USAZYR1  -0.037037
 12468  USAZYS1   0.000000
 12469  USAZYT1   0.040541
 12470  USAZYV1   0.081081
 12471  USAZYX1  -0.006944
 12472  USAZZ41  -0.166667
 12473  USAZZ51   0.000000
 12474  USAZZ61   1.000000
 12475  USAZZ71  -0.440000
 12476  USAZZ81  -0.004096
 12477  USAZZ91   0.000000
 12478  USAZZA1   0.000000
 12479  USAZZB1   0.000000
 12480  USAZZD1   0.000000
 12481  USAZZF1   0.000000
 12482  USAZZI1   0.000000
 12483  USAZZL1   0.000000
 12484  USAZZP1   0.000000
 12485  USAZZR1   0.000000
 12486  USAZZX1  -0.096774
 12487  USAZZY1   0.040330
 12488  USAZZZ1  -0.012749
 
 [12342 rows x 2 columns], '20050413':         Barrid  DlyReturn
 147    USA0001   0.000000
 148    USA0011   0.000000
 149    USA0031   0.010356
 150    USA0062   0.000000
 151    USA00E2   0.000000
 152    USA00F1   0.000000
 153    USA00G2   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161   0.003121
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.021346
 175    USA02H1   0.000000
 176    USA02P1   0.000000
 ...        ...        ...
 12460  USAZY51   0.000000
 12461  USAZY61   0.000000
 12462  USAZY71   0.000000
 12463  USAZYI1  -0.071429
 12464  USAZYJ1   0.000000
 12465  USAZYK1   0.000000
 12466  USAZYM1   0.000000
 12467  USAZYO1   0.050000
 12468  USAZYR1  -0.019231
 12469  USAZYS1   0.000000
 12470  USAZYT1  -0.090909
 12471  USAZYV1   0.125000
 12472  USAZYX1  -0.006993
 12473  USAZZ41   0.000000
 12474  USAZZ51   0.000000
 12475  USAZZ61   0.000000
 12476  USAZZ71   0.000000
 12477  USAZZ81   0.010145
 12478  USAZZ91   0.000000
 12479  USAZZA1   0.000000
 12480  USAZZB1   0.000000
 12481  USAZZD1   0.000000
 12482  USAZZF1  -0.011765
 12483  USAZZI1   0.000000
 12484  USAZZL1  -0.037037
 12485  USAZZP1   0.000000
 12486  USAZZR1   0.000000
 12487  USAZZX1   0.000000
 12488  USAZZY1  -0.021537
 12489  USAZZZ1  -0.006457
 
 [12343 rows x 2 columns], '20050414':         Barrid  DlyReturn
 147    USA0001   0.000000
 148    USA0011   0.000000
 149    USA0031   0.024300
 150    USA0062  -0.020370
 151    USA00E2   0.040355
 152    USA00F1  -0.006678
 153    USA00G2   0.000000
 154    USA00H1   0.000000
 155    USA00I1  -0.047688
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161   0.014000
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1  -0.061905
 167    USA01P1   0.004831
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231  -0.057778
 171    USA0281  -0.012411
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.000000
 175    USA02H1   0.077151
 176    USA02P1   0.007299
 ...        ...        ...
 12451  USAZY51  -0.070588
 12452  USAZY61   0.000000
 12453  USAZY71   0.000000
 12454  USAZYI1   0.153846
 12455  USAZYJ1   0.000000
 12456  USAZYK1   0.000000
 12457  USAZYM1   0.000000
 12458  USAZYO1   0.000000
 12459  USAZYR1   0.039216
 12460  USAZYS1   0.000000
 12461  USAZYT1   0.100000
 12462  USAZYV1   0.000000
 12463  USAZYX1  -0.024648
 12464  USAZZ41   0.100000
 12465  USAZZ51   0.000000
 12466  USAZZ61   0.000000
 12467  USAZZ71   0.428571
 12468  USAZZ81  -0.008686
 12469  USAZZ91   0.000000
 12470  USAZZA1   0.066667
 12471  USAZZB1   0.000000
 12472  USAZZD1   0.000000
 12473  USAZZF1   0.011905
 12474  USAZZI1   0.000000
 12475  USAZZL1   0.007692
 12476  USAZZP1   0.000000
 12477  USAZZR1   0.000000
 12478  USAZZX1  -0.107143
 12479  USAZZY1  -0.041937
 12480  USAZZZ1  -0.010967
 
 [12334 rows x 2 columns], '20050415':         Barrid  DlyReturn
 147    USA0001   0.000000
 148    USA0011   0.000000
 149    USA0031   0.000000
 150    USA0062   0.000000
 151    USA00E2   0.000000
 152    USA00F1   0.000000
 153    USA00G2   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1  -0.179512
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1  -0.052590
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161  -0.025641
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.000000
 175    USA02H1   0.000000
 176    USA02P1   0.000000
 ...        ...        ...
 12452  USAZY51   0.012658
 12453  USAZY61   0.000000
 12454  USAZY71   0.000000
 12455  USAZYI1   0.000000
 12456  USAZYJ1   0.000000
 12457  USAZYK1   0.000000
 12458  USAZYM1   0.000000
 12459  USAZYO1   0.000000
 12460  USAZYR1  -0.094340
 12461  USAZYS1   0.000000
 12462  USAZYT1   0.103896
 12463  USAZYV1   0.777778
 12464  USAZYX1   0.000000
 12465  USAZZ41  -0.090909
 12466  USAZZ51   0.000000
 12467  USAZZ61   0.000000
 12468  USAZZ71   0.000000
 12469  USAZZ81  -0.013417
 12470  USAZZ91   0.000000
 12471  USAZZA1   0.041667
 12472  USAZZB1   0.000000
 12473  USAZZD1   0.000000
 12474  USAZZF1   0.058824
 12475  USAZZI1   0.000000
 12476  USAZZL1   0.000000
 12477  USAZZP1   0.000000
 12478  USAZZR1   0.000000
 12479  USAZZX1   0.200000
 12480  USAZZY1  -0.015719
 12481  USAZZZ1  -0.004107
 
 [12335 rows x 2 columns], '20050418':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161  -0.021592
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1  -0.075562
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 12452  USAZY51   0.037500
 12453  USAZY61   0.000000
 12454  USAZY71   0.000000
 12455  USAZYI1   0.000000
 12456  USAZYJ1  -0.025000
 12457  USAZYK1   0.000000
 12458  USAZYM1   0.000000
 12459  USAZYO1   0.000000
 12460  USAZYR1  -0.166667
 12461  USAZYS1   0.000000
 12462  USAZYT1  -0.070588
 12463  USAZYV1  -0.125000
 12464  USAZYX1  -0.007942
 12465  USAZZ41   0.150000
 12466  USAZZ51   0.000000
 12467  USAZZ61   0.000000
 12468  USAZZ71   0.000000
 12469  USAZZ81  -0.003886
 12470  USAZZ91   0.000000
 12471  USAZZA1  -0.040000
 12472  USAZZB1   0.000000
 12473  USAZZD1   0.000000
 12474  USAZZF1  -0.083333
 12475  USAZZI1   0.000000
 12476  USAZZL1   0.000000
 12477  USAZZP1  -0.020408
 12478  USAZZR1   0.000000
 12479  USAZZX1   0.066667
 12480  USAZZY1   0.012039
 12481  USAZZZ1   0.032577
 
 [12334 rows x 2 columns], '20050419':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.002378
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161   0.000230
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1  -0.028846
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.020000
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 12454  USAZY51   0.048193
 12455  USAZY61   0.000000
 12456  USAZY71   0.000000
 12457  USAZYI1   0.000000
 12458  USAZYJ1   0.000000
 12459  USAZYK1   4.000000
 12460  USAZYM1   0.000000
 12461  USAZYO1  -0.047619
 12462  USAZYR1   0.150000
 12463  USAZYS1   0.000000
 12464  USAZYT1   0.139241
 12465  USAZYV1  -0.214286
 12466  USAZYX1   0.007278
 12467  USAZZ41  -0.086957
 12468  USAZZ51   0.000000
 12469  USAZZ61   0.000000
 12470  USAZZ71   0.000000
 12471  USAZZ81   0.003065
 12472  USAZZ91   0.000000
 12473  USAZZA1   0.000000
 12474  USAZZB1   0.000000
 12475  USAZZD1   0.000000
 12476  USAZZF1   0.024242
 12477  USAZZI1  -0.080000
 12478  USAZZL1   0.000000
 12479  USAZZP1  -0.004167
 12480  USAZZR1   0.000000
 12481  USAZZX1  -0.093750
 12482  USAZZY1  -0.007526
 12483  USAZZZ1   0.000399
 
 [12336 rows x 2 columns], '20050420':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161   0.000230
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1  -0.012788
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 12455  USAZY51   0.110345
 12456  USAZY61   0.000000
 12457  USAZY71   0.000000
 12458  USAZYI1   0.000000
 12459  USAZYJ1  -0.051282
 12460  USAZYK1   0.000000
 12461  USAZYM1   0.000000
 12462  USAZYO1   0.000000
 12463  USAZYR1   0.304348
 12464  USAZYS1   0.000000
 12465  USAZYT1   0.000000
 12466  USAZYV1  -0.236364
 12467  USAZYX1   0.026012
 12468  USAZZ41   0.000000
 12469  USAZZ51   0.000000
 12470  USAZZ61   0.000000
 12471  USAZZ71   0.000000
 12472  USAZZ81   0.002778
 12473  USAZZ91   0.000000
 12474  USAZZA1   0.125000
 12475  USAZZB1   0.000000
 12476  USAZZD1   0.000000
 12477  USAZZF1  -0.041420
 12478  USAZZI1   0.000000
 12479  USAZZL1   0.106870
 12480  USAZZP1  -0.330544
 12481  USAZZR1   0.000000
 12482  USAZZX1  -0.034483
 12483  USAZZY1  -0.008072
 12484  USAZZZ1  -0.025948
 
 [12337 rows x 2 columns], '20050421':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031  -0.002157
 151    USA0062  -0.017013
 152    USA00E2  -0.019395
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161  -0.016544
 165    USA01I1   0.000000
 166    USA01J2  -0.029123
 167    USA01L1  -0.032995
 168    USA01P1  -0.004950
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231  -0.004717
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1  -0.002591
 176    USA02H1  -0.058770
 177    USA02P1  -0.002415
 ...        ...        ...
 12453  USAZY51  -0.047619
 12454  USAZY61   0.000000
 12455  USAZY71   0.000000
 12456  USAZYI1   0.000000
 12457  USAZYJ1   0.000000
 12458  USAZYK1   0.000000
 12459  USAZYM1   0.000000
 12460  USAZYO1   0.050000
 12461  USAZYR1  -0.166667
 12462  USAZYS1   0.000000
 12463  USAZYT1  -0.033333
 12464  USAZYV1   0.071429
 12465  USAZYX1   0.007042
 12466  USAZZ41  -0.047619
 12467  USAZZ51   0.000000
 12468  USAZZ61   0.000000
 12469  USAZZ71   0.250000
 12470  USAZZ81   0.017452
 12471  USAZZ91   0.000000
 12472  USAZZA1  -0.074074
 12473  USAZZB1   0.000000
 12474  USAZZD1   0.000000
 12475  USAZZF1   0.018519
 12476  USAZZI1   0.000000
 12477  USAZZL1   0.068966
 12478  USAZZP1   0.000000
 12479  USAZZR1   0.000000
 12480  USAZZX1  -0.071429
 12481  USAZZY1   0.022935
 12482  USAZZZ1   0.020492
 
 [12335 rows x 2 columns], '20050422':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1  -0.022120
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161   0.029206
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1  -0.004975
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.000000
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 12453  USAZY51  -0.043478
 12454  USAZY61   0.000000
 12455  USAZY71   0.000000
 12456  USAZYI1   0.000000
 12457  USAZYJ1   0.081081
 12458  USAZYK1  -0.800000
 12459  USAZYM1   0.000000
 12460  USAZYO1  -0.047619
 12461  USAZYR1   0.200000
 12462  USAZYS1   0.000000
 12463  USAZYT1  -0.080460
 12464  USAZYV1   0.000000
 12465  USAZYX1  -0.003497
 12466  USAZZ41   0.000000
 12467  USAZZ51   0.000000
 12468  USAZZ61  -0.500000
 12469  USAZZ71  -0.160000
 12470  USAZZ81   0.004084
 12471  USAZZ91   0.000000
 12472  USAZZA1  -0.040000
 12473  USAZZB1   0.000000
 12474  USAZZD1   0.000000
 12475  USAZZF1   0.000000
 12476  USAZZI1   0.000000
 12477  USAZZL1   0.000000
 12478  USAZZP1   0.325000
 12479  USAZZR1   0.000000
 12480  USAZZX1   0.000000
 12481  USAZZY1  -0.009161
 12482  USAZZZ1  -0.012048
 
 [12335 rows x 2 columns], '20050425':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161   0.023837
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.000000
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 12455  USAZY51  -0.323182
 12456  USAZY61   0.000000
 12457  USAZY71   0.000000
 12458  USAZYI1   0.000000
 12459  USAZYJ1   0.000000
 12460  USAZYK1   0.000000
 12461  USAZYM1   0.000000
 12462  USAZYO1  -0.200000
 12463  USAZYR1  -0.166667
 12464  USAZYS1   0.000000
 12465  USAZYT1  -0.012500
 12466  USAZYV1  -0.177778
 12467  USAZYX1  -0.007018
 12468  USAZZ41   0.000000
 12469  USAZZ51   0.000000
 12470  USAZZ61   0.000000
 12471  USAZZ71   0.000000
 12472  USAZZ81   0.017896
 12473  USAZZ91   0.000000
 12474  USAZZA1   0.000000
 12475  USAZZB1   0.000000
 12476  USAZZD1   0.000000
 12477  USAZZF1  -0.006061
 12478  USAZZI1   0.000000
 12479  USAZZL1   0.064516
 12480  USAZZP1   0.122642
 12481  USAZZR1   0.000000
 12482  USAZZX1   0.038462
 12483  USAZZY1   0.048905
 12484  USAZZZ1  -0.006098
 
 [12337 rows x 2 columns], '20050426':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1  -0.006070
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161   0.008869
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.028986
 170    USA0202   0.000000
 171    USA0231  -0.018957
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1  -0.103896
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 12457  USAZY51  -0.110141
 12458  USAZY61   0.000000
 12459  USAZY71   0.000000
 12460  USAZYI1   0.066667
 12461  USAZYJ1   0.000000
 12462  USAZYK1   0.000000
 12463  USAZYM1   0.000000
 12464  USAZYO1   0.062500
 12465  USAZYR1   0.040000
 12466  USAZYS1   0.000000
 12467  USAZYT1   0.000000
 12468  USAZYV1   0.486486
 12469  USAZYX1   0.003534
 12470  USAZZ41  -0.050000
 12471  USAZZ51   0.000000
 12472  USAZZ61   0.000000
 12473  USAZZ71   0.000000
 12474  USAZZ81  -0.018114
 12475  USAZZ91   0.000000
 12476  USAZZA1   0.020833
 12477  USAZZB1   0.000000
 12478  USAZZD1   0.000000
 12479  USAZZF1   0.000000
 12480  USAZZI1   0.000000
 12481  USAZZL1   0.151515
 12482  USAZZP1  -0.159664
 12483  USAZZR1   0.000000
 12484  USAZZX1   0.000000
 12485  USAZZY1  -0.015310
 12486  USAZZZ1  -0.002045
 
 [12339 rows x 2 columns], '20050427':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161  -0.010989
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1  -0.009662
 176    USA02H1   0.008753
 177    USA02P1   0.000000
 ...        ...        ...
 12457  USAZY51   0.000000
 12458  USAZY61   0.000000
 12459  USAZY71   0.000000
 12460  USAZYI1   0.000000
 12461  USAZYJ1  -0.100000
 12462  USAZYK1   0.000000
 12463  USAZYM1   0.000000
 12464  USAZYO1   0.058824
 12465  USAZYR1  -0.038462
 12466  USAZYS1   0.000000
 12467  USAZYT1  -0.025316
 12468  USAZYV1   0.527273
 12469  USAZYX1   0.018310
 12470  USAZZ41   0.000000
 12471  USAZZ51   0.000000
 12472  USAZZ61   0.000000
 12473  USAZZ71   0.000000
 12474  USAZZ81   0.013565
 12475  USAZZ91   0.000000
 12476  USAZZA1   0.081633
 12477  USAZZB1  -0.166667
 12478  USAZZD1   0.000000
 12479  USAZZF1   0.000000
 12480  USAZZI1   0.000000
 12481  USAZZL1  -0.052632
 12482  USAZZP1   0.155000
 12483  USAZZR1   0.000000
 12484  USAZZX1  -0.111111
 12485  USAZZY1   0.012956
 12486  USAZZZ1  -0.022541
 
 [12339 rows x 2 columns], '20050428':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.007692
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161   0.004667
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1  -0.023622
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1  -0.041464
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 12457  USAZY51  -0.135849
 12458  USAZY61   0.000000
 12459  USAZY71   0.000000
 12460  USAZYI1   0.000000
 12461  USAZYJ1   0.000000
 12462  USAZYK1   0.000000
 12463  USAZYM1   0.000000
 12464  USAZYO1   0.000000
 12465  USAZYR1   0.040000
 12466  USAZYS1   0.000000
 12467  USAZYT1  -0.025974
 12468  USAZYV1  -0.166667
 12469  USAZYX1   0.000000
 12470  USAZZ41  -0.105263
 12471  USAZZ51   0.000000
 12472  USAZZ61   0.000000
 12473  USAZZ71   0.190476
 12474  USAZZ81   0.002409
 12475  USAZZ91   0.000000
 12476  USAZZA1   0.132075
 12477  USAZZB1   0.000000
 12478  USAZZD1   0.000000
 12479  USAZZF1   0.000000
 12480  USAZZI1   0.000000
 12481  USAZZL1   0.027778
 12482  USAZZP1   0.000000
 12483  USAZZR1   0.000000
 12484  USAZZX1   0.000000
 12485  USAZZY1  -0.028837
 12486  USAZZZ1  -0.004193
 
 [12339 rows x 2 columns], '20050429':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161  -0.000221
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000000
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 12455  USAZY51   0.013100
 12456  USAZY61   0.000000
 12457  USAZY71   0.000000
 12458  USAZYI1   0.000000
 12459  USAZYJ1  -0.027778
 12460  USAZYK1  -0.500000
 12461  USAZYM1   0.000000
 12462  USAZYO1   0.000000
 12463  USAZYR1  -0.115385
 12464  USAZYS1   0.000000
 12465  USAZYT1   0.080000
 12466  USAZYV1   0.000000
 12467  USAZYX1   0.040111
 12468  USAZZ41   0.000000
 12469  USAZZ51   0.000000
 12470  USAZZ61   0.000000
 12471  USAZZ71   0.000000
 12472  USAZZ81   0.005607
 12473  USAZZ91   0.000000
 12474  USAZZA1  -0.016667
 12475  USAZZB1   0.000000
 12476  USAZZD1   0.000000
 12477  USAZZF1   0.000000
 12478  USAZZI1   0.086957
 12479  USAZZL1   0.081081
 12480  USAZZP1   0.000000
 12481  USAZZR1   0.000000
 12482  USAZZX1   0.166667
 12483  USAZZY1   0.028017
 12484  USAZZZ1  -0.000842
 
 [12336 rows x 2 columns], '20050502':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.028470
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.017699
 166    USA01I1   0.000000
 167    USA01J2  -0.030710
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.002012
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.027990
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 12132  USAZY51  -0.234914
 12133  USAZY61   0.000000
 12134  USAZY71   0.000000
 12135  USAZYI1  -0.062500
 12136  USAZYJ1   0.062857
 12137  USAZYK1   0.000000
 12138  USAZYM1   0.000000
 12139  USAZYO1   0.111111
 12140  USAZYR1  -0.043478
 12141  USAZYS1   0.000000
 12142  USAZYT1  -0.123457
 12143  USAZYV1   0.000000
 12144  USAZYX1   0.063830
 12145  USAZZ41   0.000000
 12146  USAZZ51   0.000000
 12147  USAZZ61   0.000000
 12148  USAZZ71   0.000000
 12149  USAZZ81  -0.003717
 12150  USAZZ91   0.000000
 12151  USAZZA1   0.271186
 12152  USAZZB1   0.000000
 12153  USAZZD1   0.000000
 12154  USAZZF1  -0.006098
 12155  USAZZI1   0.000000
 12156  USAZZL1   0.150000
 12157  USAZZP1   0.000000
 12158  USAZZR1   0.000000
 12159  USAZZX1  -0.035714
 12160  USAZZY1   0.014442
 12161  USAZZZ1  -0.030763
 
 [12013 rows x 2 columns], '20050503':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1  -0.014225
 159    USA00K1   0.001153
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161  -0.012609
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281  -0.014363
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1  -0.027228
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 12130  USAZY51   0.014085
 12131  USAZY61   0.000000
 12132  USAZY71   0.000000
 12133  USAZYI1   0.000000
 12134  USAZYJ1   0.000000
 12135  USAZYK1   0.000000
 12136  USAZYM1   0.000000
 12137  USAZYO1  -0.050000
 12138  USAZYR1   0.090909
 12139  USAZYS1   0.000000
 12140  USAZYT1   0.056338
 12141  USAZYV1   0.000000
 12142  USAZYX1   0.003125
 12143  USAZZ41   0.176471
 12144  USAZZ51   0.000000
 12145  USAZZ61   0.000000
 12146  USAZZ71   0.000000
 12147  USAZZ81  -0.013060
 12148  USAZZ91   0.000000
 12149  USAZZA1  -0.001333
 12150  USAZZB1   0.000000
 12151  USAZZD1   0.000000
 12152  USAZZF1   0.024540
 12153  USAZZI1   0.000000
 12154  USAZZL1   0.108696
 12155  USAZZP1   0.000000
 12156  USAZZR1   0.000000
 12157  USAZZX1   0.111111
 12158  USAZZY1  -0.004133
 12159  USAZZZ1   0.035217
 
 [12011 rows x 2 columns], '20050504':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.036744
 152    USA0062  -0.011450
 153    USA00E2   0.031646
 154    USA00F1   0.057143
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.016794
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.012770
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.040323
 169    USA01P1   0.025000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.025501
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1  -0.002545
 177    USA02H1   0.040976
 178    USA02P1   0.014528
 ...        ...        ...
 12130  USAZY51   0.036111
 12131  USAZY61   0.000000
 12132  USAZY71   0.000000
 12133  USAZYI1   0.466667
 12134  USAZYJ1   0.075269
 12135  USAZYK1   0.000000
 12136  USAZYM1   0.000000
 12137  USAZYO1   0.000000
 12138  USAZYR1  -0.104167
 12139  USAZYS1   0.000000
 12140  USAZYT1  -0.066667
 12141  USAZYV1  -0.142857
 12142  USAZYX1  -0.008723
 12143  USAZZ41  -0.150000
 12144  USAZZ51   0.000000
 12145  USAZZ61   0.000000
 12146  USAZZ71   0.000000
 12147  USAZZ81   0.028625
 12148  USAZZ91   0.000000
 12149  USAZZA1   0.000000
 12150  USAZZB1   0.000000
 12151  USAZZD1   0.000000
 12152  USAZZF1  -0.011976
 12153  USAZZI1   0.000000
 12154  USAZZL1   0.000000
 12155  USAZZP1  -0.480519
 12156  USAZZR1   0.000000
 12157  USAZZX1  -0.033333
 12158  USAZZY1   0.031589
 12159  USAZZZ1   0.001680
 
 [12011 rows x 2 columns], '20050505':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.009134
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.000000
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.020409
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 12131  USAZY51   0.150134
 12132  USAZY61   0.000000
 12133  USAZY71   0.400000
 12134  USAZYI1  -0.090909
 12135  USAZYJ1   0.000000
 12136  USAZYK1   0.000000
 12137  USAZYM1   0.000000
 12138  USAZYO1  -0.157895
 12139  USAZYR1   0.302326
 12140  USAZYS1  99.000000
 12141  USAZYT1   0.071429
 12142  USAZYV1   0.083333
 12143  USAZYX1   0.027027
 12144  USAZZ41   0.117647
 12145  USAZZ51   0.000000
 12146  USAZZ61   0.000000
 12147  USAZZ71   0.000000
 12148  USAZZ81   0.009714
 12149  USAZZ91   0.000000
 12150  USAZZA1   0.001335
 12151  USAZZB1   0.000000
 12152  USAZZD1   0.000000
 12153  USAZZF1  -0.012121
 12154  USAZZI1   0.000000
 12155  USAZZL1   0.000000
 12156  USAZZP1   0.250000
 12157  USAZZR1   0.000000
 12158  USAZZX1  -0.068966
 12159  USAZZY1   0.032633
 12160  USAZZZ1  -0.012579
 
 [12012 rows x 2 columns], '20050506':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.004348
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000000
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 12134  USAZY51   0.097902
 12135  USAZY61   0.000000
 12136  USAZY71  -0.285714
 12137  USAZYI1   0.000000
 12138  USAZYJ1   0.025000
 12139  USAZYK1   0.000000
 12140  USAZYM1   0.000000
 12141  USAZYO1   0.000000
 12142  USAZYR1  -0.107143
 12143  USAZYS1   0.000000
 12144  USAZYT1  -0.066667
 12145  USAZYV1  -0.107692
 12146  USAZYX1  -0.041616
 12147  USAZZ41   0.842105
 12148  USAZZ51   0.000000
 12149  USAZZ61   0.000000
 12150  USAZZ71   0.000000
 12151  USAZZ81  -0.000260
 12152  USAZZ91   0.000000
 12153  USAZZA1   0.320000
 12154  USAZZB1   0.000000
 12155  USAZZD1   0.000000
 12156  USAZZF1   0.012270
 12157  USAZZI1   0.000000
 12158  USAZZL1   0.333333
 12159  USAZZP1   0.000000
 12160  USAZZR1  -0.590164
 12161  USAZZX1  -0.111111
 12162  USAZZY1  -0.004329
 12163  USAZZZ1   0.009342
 
 [12015 rows x 2 columns], '20050509':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.013636
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000000
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 12133  USAZY51   0.070064
 12134  USAZY61   0.000000
 12135  USAZY71   0.000000
 12136  USAZYI1   0.000000
 12137  USAZYJ1   0.000000
 12138  USAZYK1   0.000000
 12139  USAZYM1   0.000000
 12140  USAZYO1   0.187500
 12141  USAZYR1   0.160000
 12142  USAZYS1   0.000000
 12143  USAZYT1   0.000000
 12144  USAZYV1  -0.310345
 12145  USAZYX1   0.000000
 12146  USAZZ41  -0.142857
 12147  USAZZ51   0.000000
 12148  USAZZ61   0.000000
 12149  USAZZ71   0.000000
 12150  USAZZ81  -0.005202
 12151  USAZZ91   0.000000
 12152  USAZZA1  -0.040404
 12153  USAZZB1   0.000000
 12154  USAZZD1   0.000000
 12155  USAZZF1   0.000000
 12156  USAZZI1   0.000000
 12157  USAZZL1  -0.132353
 12158  USAZZP1   0.000000
 12159  USAZZR1   0.000000
 12160  USAZZX1   0.041667
 12161  USAZZY1   0.028261
 12162  USAZZZ1   0.005469
 
 [12014 rows x 2 columns], '20050510':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.015375
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000000
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 12131  USAZY51  -0.198413
 12132  USAZY61   0.000000
 12133  USAZY71  -0.200000
 12134  USAZYI1   0.000000
 12135  USAZYJ1  -0.034146
 12136  USAZYK1   0.000000
 12137  USAZYM1   0.000000
 12138  USAZYO1   0.052632
 12139  USAZYR1  -0.068966
 12140  USAZYS1   0.000000
 12141  USAZYT1   0.000000
 12142  USAZYV1   0.000000
 12143  USAZYX1   0.005109
 12144  USAZZ41   0.166667
 12145  USAZZ51   0.000000
 12146  USAZZ61   0.000000
 12147  USAZZ71   0.000000
 12148  USAZZ81   0.007582
 12149  USAZZ91   0.000000
 12150  USAZZA1   0.000000
 12151  USAZZB1   0.000000
 12152  USAZZD1   0.000000
 12153  USAZZF1   0.000000
 12154  USAZZI1   0.000000
 12155  USAZZL1  -0.067797
 12156  USAZZP1   0.066667
 12157  USAZZR1   0.000000
 12158  USAZZX1  -0.040000
 12159  USAZZY1  -0.001903
 12160  USAZZZ1  -0.007950
 
 [12012 rows x 2 columns], '20050511':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031  -0.009729
 152    USA0062   0.021236
 153    USA00E2   0.007564
 154    USA00F1  -0.020668
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1  -0.018018
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161  -0.015563
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.058537
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281  -0.030195
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.099499
 177    USA02H1   0.000937
 178    USA02P1  -0.002387
 ...        ...        ...
 12134  USAZY51   0.039604
 12135  USAZY61   0.000000
 12136  USAZY71   1.500000
 12137  USAZYI1   0.000000
 12138  USAZYJ1   0.000000
 12139  USAZYK1   1.000000
 12140  USAZYM1   0.000000
 12141  USAZYO1  -0.050000
 12142  USAZYR1  -0.037037
 12143  USAZYS1   0.000000
 12144  USAZYT1   0.000000
 12145  USAZYV1   0.500000
 12146  USAZYX1   0.000000
 12147  USAZZ41  -0.257143
 12148  USAZZ51   0.000000
 12149  USAZZ61  -0.900000
 12150  USAZZ71  -0.040000
 12151  USAZZ81  -0.001038
 12152  USAZZ91   0.000000
 12153  USAZZA1  -0.210526
 12154  USAZZB1   0.000000
 12155  USAZZD1   0.000000
 12156  USAZZF1  -0.012121
 12157  USAZZI1   0.000000
 12158  USAZZL1   0.090909
 12159  USAZZP1   0.000000
 12160  USAZZR1   0.000000
 12161  USAZZX1   0.041667
 12162  USAZZY1  -0.004872
 12163  USAZZZ1   0.031632
 
 [12015 rows x 2 columns], '20050512':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.000109
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000000
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 12133  USAZY51   0.000000
 12134  USAZY61   0.000000
 12135  USAZY71   0.100000
 12136  USAZYI1   0.100000
 12137  USAZYJ1   0.015152
 12138  USAZYK1   0.000000
 12139  USAZYM1   0.000000
 12140  USAZYO1   0.000000
 12141  USAZYR1  -0.115385
 12142  USAZYS1   0.000000
 12143  USAZYT1   0.000000
 12144  USAZYV1   0.000000
 12145  USAZYX1  -0.024778
 12146  USAZZ41   0.076923
 12147  USAZZ51   0.000000
 12148  USAZZ61   0.000000
 12149  USAZZ71  -0.375000
 12150  USAZZ81   0.003117
 12151  USAZZ91   0.000000
 12152  USAZZA1   0.053333
 12153  USAZZB1   0.000000
 12154  USAZZD1   0.000000
 12155  USAZZF1  -0.006135
 12156  USAZZI1   0.000000
 12157  USAZZL1   0.063333
 12158  USAZZP1   0.000000
 12159  USAZZR1   0.000000
 12160  USAZZX1   0.200000
 12161  USAZZY1  -0.033206
 12162  USAZZZ1   0.017171
 
 [12014 rows x 2 columns], '20050513':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.009224
 166    USA01I1   0.000000
 167    USA01J2   0.026733
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000000
 177    USA02H1   0.000000
 178    USA02P1   0.004785
 ...        ...        ...
 11828  USAZY41   0.000000
 11829  USAZY51  -0.104762
 11830  USAZY61   0.000000
 11831  USAZY71   0.000000
 11832  USAZYI1   0.090909
 11833  USAZYJ1   0.000000
 11834  USAZYK1   0.000000
 11835  USAZYM1   0.000000
 11836  USAZYO1   0.052632
 11837  USAZYR1   0.130435
 11838  USAZYS1   0.000000
 11839  USAZYT1   0.000000
 11840  USAZYV1   0.000000
 11841  USAZYX1   0.035831
 11842  USAZZ41   0.142857
 11843  USAZZ51   0.000000
 11844  USAZZ71   0.000000
 11845  USAZZ81  -0.002848
 11846  USAZZ91   0.000000
 11847  USAZZA1   0.012658
 11848  USAZZB1   0.000000
 11849  USAZZD1   0.000000
 11850  USAZZF1   0.012346
 11851  USAZZI1   0.000000
 11852  USAZZL1   0.018809
 11853  USAZZP1   0.000000
 11854  USAZZR1   0.000000
 11855  USAZZX1  -0.133333
 11856  USAZZY1  -0.026640
 11857  USAZZZ1  -0.000241
 
 [11709 rows x 2 columns], '20050516':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1  -0.006494
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161  -0.001063
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.263473
 172    USA0231   0.106280
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000000
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 11828  USAZY41   0.000000
 11829  USAZY51  -0.010638
 11830  USAZY61   0.000000
 11831  USAZY71  -0.272727
 11832  USAZYI1   0.000000
 11833  USAZYJ1   0.000000
 11834  USAZYK1   0.000000
 11835  USAZYM1   0.000000
 11836  USAZYO1  -0.050000
 11837  USAZYR1  -0.038462
 11838  USAZYS1  -0.990000
 11839  USAZYT1   0.000000
 11840  USAZYV1  -0.250000
 11841  USAZYX1   0.000000
 11842  USAZZ41   0.062500
 11843  USAZZ51   0.000000
 11844  USAZZ71   0.000000
 11845  USAZZ81   0.031298
 11846  USAZZ91   0.000000
 11847  USAZZA1   0.000000
 11848  USAZZB1   0.000000
 11849  USAZZD1   0.000000
 11850  USAZZF1  -0.024390
 11851  USAZZI1   0.000000
 11852  USAZZL1  -0.030769
 11853  USAZZP1  -0.343750
 11854  USAZZR1   0.000000
 11855  USAZZX1   0.153846
 11856  USAZZY1   0.038679
 11857  USAZZZ1  -0.010613
 
 [11709 rows x 2 columns], '20050517':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062  -0.007561
 153    USA00E2   0.000000
 154    USA00F1  -0.003268
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.077982
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.004468
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1  -0.036762
 169    USA01P1   0.013825
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1  -0.071851
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 11825  USAZY41   0.000000
 11826  USAZY51  -0.129032
 11827  USAZY61   0.000000
 11828  USAZY71   0.000000
 11829  USAZYI1  -0.083333
 11830  USAZYJ1  -0.004975
 11831  USAZYK1   0.000000
 11832  USAZYM1   0.000000
 11833  USAZYO1   0.052632
 11834  USAZYR1   0.000000
 11835  USAZYS1   0.000000
 11836  USAZYT1   0.000000
 11837  USAZYV1   0.111111
 11838  USAZYX1   0.012579
 11839  USAZZ41  -0.147059
 11840  USAZZ51   0.000000
 11841  USAZZ71   0.000000
 11842  USAZZ81  -0.009065
 11843  USAZZ91   0.000000
 11844  USAZZA1   0.000000
 11845  USAZZB1   0.000000
 11846  USAZZD1   0.000000
 11847  USAZZF1  -0.018750
 11848  USAZZI1   0.000000
 11849  USAZZL1  -0.092063
 11850  USAZZP1   0.666667
 11851  USAZZR1   0.000000
 11852  USAZZX1   0.000000
 11853  USAZZY1   0.003920
 11854  USAZZZ1   0.007314
 
 [11706 rows x 2 columns], '20050518':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.016734
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.046185
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000000
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 11826  USAZY41   0.000000
 11827  USAZY51   0.111111
 11828  USAZY61   0.000000
 11829  USAZY71   0.000000
 11830  USAZYI1   0.000000
 11831  USAZYJ1   0.000000
 11832  USAZYK1   1.000000
 11833  USAZYM1  -0.250000
 11834  USAZYO1   0.000000
 11835  USAZYR1  -0.120000
 11836  USAZYS1   0.000000
 11837  USAZYT1   0.000000
 11838  USAZYV1   0.400000
 11839  USAZYX1  -0.005590
 11840  USAZZ41  -0.310345
 11841  USAZZ51   0.000000
 11842  USAZZ71   0.200000
 11843  USAZZ81   0.015421
 11844  USAZZ91   0.000000
 11845  USAZZA1  -0.037500
 11846  USAZZB1   0.000000
 11847  USAZZD1   0.000000
 11848  USAZZF1  -0.050955
 11849  USAZZI1   0.000000
 11850  USAZZL1  -0.090909
 11851  USAZZP1  -0.085714
 11852  USAZZR1   0.000000
 11853  USAZZX1   0.066667
 11854  USAZZY1   0.011497
 11855  USAZZZ1   0.004437
 
 [11707 rows x 2 columns], '20050519':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.004375
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.021558
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 11827  USAZY41   0.000000
 11828  USAZY51  -0.027778
 11829  USAZY61   0.000000
 11830  USAZY71  -0.312500
 11831  USAZYI1   0.000000
 11832  USAZYJ1   0.050000
 11833  USAZYK1   0.500000
 11834  USAZYM1   0.000000
 11835  USAZYO1  -0.100000
 11836  USAZYR1   0.090909
 11837  USAZYS1   0.000000
 11838  USAZYT1  -0.028571
 11839  USAZYV1  -0.285714
 11840  USAZYX1   0.000000
 11841  USAZZ41   0.000000
 11842  USAZZ51   0.000000
 11843  USAZZ71   0.000000
 11844  USAZZ81  -0.004376
 11845  USAZZ91   0.000000
 11846  USAZZA1   0.000000
 11847  USAZZB1   0.000000
 11848  USAZZD1   0.000000
 11849  USAZZF1   0.006711
 11850  USAZZI1   0.000000
 11851  USAZZL1   0.038462
 11852  USAZZP1   0.000000
 11853  USAZZR1   0.000000
 11854  USAZZX1   0.031250
 11855  USAZZY1  -0.003860
 11856  USAZZZ1  -0.000402
 
 [11708 rows x 2 columns], '20050520':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031  -0.004211
 152    USA0062   0.031050
 153    USA00E2  -0.023810
 154    USA00F1   0.019672
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.009929
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.010164
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.021798
 169    USA01P1   0.027273
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.001832
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000000
 177    USA02H1   0.025281
 178    USA02P1   0.021429
 ...        ...        ...
 11828  USAZY41   0.000000
 11829  USAZY51  -0.017143
 11830  USAZY61   0.000000
 11831  USAZY71   0.636364
 11832  USAZYI1   0.000000
 11833  USAZYJ1   0.000000
 11834  USAZYK1   0.000000
 11835  USAZYM1   0.000000
 11836  USAZYO1   0.111111
 11837  USAZYR1   0.041667
 11838  USAZYS1   0.000000
 11839  USAZYT1  -0.014706
 11840  USAZYV1   0.000000
 11841  USAZYX1  -0.000625
 11842  USAZZ41   0.000000
 11843  USAZZ51   0.000000
 11844  USAZZ71   0.000000
 11845  USAZZ81   0.005171
 11846  USAZZ91   0.000000
 11847  USAZZA1   0.000000
 11848  USAZZB1   0.000000
 11849  USAZZD1   0.000000
 11850  USAZZF1   0.033333
 11851  USAZZI1   0.000000
 11852  USAZZL1   0.018519
 11853  USAZZP1  -0.125000
 11854  USAZZR1   0.000000
 11855  USAZZX1   0.000000
 11856  USAZZY1  -0.008611
 11857  USAZZZ1   0.010044
 
 [11709 rows x 2 columns], '20050523':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161  -0.002875
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1  -0.013274
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000000
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 11831  USAZY41   0.000000
 11832  USAZY51   0.220930
 11833  USAZY61   0.000000
 11834  USAZY71   0.111111
 11835  USAZYI1   0.045455
 11836  USAZYJ1  -0.023810
 11837  USAZYK1   0.000000
 11838  USAZYM1   0.000000
 11839  USAZYO1   0.050000
 11840  USAZYR1  -0.080000
 11841  USAZYS1   0.000000
 11842  USAZYT1  -0.029851
 11843  USAZYV1  -0.240000
 11844  USAZYX1   0.000000
 11845  USAZZ41   0.150000
 11846  USAZZ51   0.000000
 11847  USAZZ71  -0.444444
 11848  USAZZ81  -0.003858
 11849  USAZZ91   0.000000
 11850  USAZZA1   0.038961
 11851  USAZZB1   0.000000
 11852  USAZZD1   0.000000
 11853  USAZZF1   0.000000
 11854  USAZZI1   0.000000
 11855  USAZZL1  -0.054545
 11856  USAZZP1   0.250000
 11857  USAZZR1   0.000000
 11858  USAZZX1  -0.212121
 11859  USAZZY1   0.036916
 11860  USAZZZ1  -0.001193
 
 [11712 rows x 2 columns], '20050524':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161  -0.009473
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.004484
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291  -0.060748
 174    USA02A1   0.000000
 175    USA02B1   0.000000
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11834  USAZY41   0.000000
 11835  USAZY51   0.000000
 11836  USAZY61   0.000000
 11837  USAZY71   0.000000
 11838  USAZYI1  -0.130435
 11839  USAZYJ1  -0.014634
 11840  USAZYK1   0.000000
 11841  USAZYM1   0.000000
 11842  USAZYO1   0.000000
 11843  USAZYR1  -0.043478
 11844  USAZYS1   0.000000
 11845  USAZYT1   0.015385
 11846  USAZYV1   0.315789
 11847  USAZYX1   0.006250
 11848  USAZZ41   0.000000
 11849  USAZZ51   0.000000
 11850  USAZZ71   0.200000
 11851  USAZZ81   0.004131
 11852  USAZZ91   0.000000
 11853  USAZZA1  -0.062500
 11854  USAZZB1   0.000000
 11855  USAZZD1   0.000000
 11856  USAZZF1   0.000000
 11857  USAZZI1   0.000000
 11858  USAZZL1   0.057692
 11859  USAZZP1   0.000000
 11860  USAZZR1   0.000000
 11861  USAZZX1   0.192308
 11862  USAZZY1  -0.004188
 11863  USAZZZ1   0.015133
 
 [11716 rows x 2 columns], '20050525':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161   0.012682
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.000000
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11833  USAZY41   0.000000
 11834  USAZY51   0.023810
 11835  USAZY61   0.000000
 11836  USAZY71  -0.200000
 11837  USAZYI1   0.000000
 11838  USAZYJ1  -0.009901
 11839  USAZYK1   0.000000
 11840  USAZYM1   0.000000
 11841  USAZYO1  -0.047619
 11842  USAZYR1   0.000000
 11843  USAZYS1   0.000000
 11844  USAZYT1   0.030303
 11845  USAZYV1  -0.160000
 11846  USAZYX1   0.001875
 11847  USAZZ41  -0.130435
 11848  USAZZ51   0.000000
 11849  USAZZ71   0.000000
 11850  USAZZ81  -0.016457
 11851  USAZZ91   0.000000
 11852  USAZZA1   0.106667
 11853  USAZZB1   0.000000
 11854  USAZZD1   0.000000
 11855  USAZZF1   0.025806
 11856  USAZZI1  -0.080000
 11857  USAZZL1  -0.090909
 11858  USAZZP1   0.000000
 11859  USAZZR1   0.000000
 11860  USAZZX1   0.000000
 11861  USAZZY1  -0.027340
 11862  USAZZZ1  -0.002354
 
 [11715 rows x 2 columns], '20050526':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161   0.001437
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.008929
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.000000
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11833  USAZY41   0.000000
 11834  USAZY51  -0.023256
 11835  USAZY61   0.153846
 11836  USAZY71   0.250000
 11837  USAZYI1   0.150000
 11838  USAZYJ1  -0.025000
 11839  USAZYK1   0.000000
 11840  USAZYM1   0.000000
 11841  USAZYO1   0.000000
 11842  USAZYR1   0.000000
 11843  USAZYS1   0.000000
 11844  USAZYT1  -0.044118
 11845  USAZYV1  -0.095238
 11846  USAZYX1  -0.004991
 11847  USAZZ41   0.250000
 11848  USAZZ51   0.000000
 11849  USAZZ71   0.000000
 11850  USAZZ81   0.003922
 11851  USAZZ91   0.000000
 11852  USAZZA1   0.000000
 11853  USAZZB1   0.000000
 11854  USAZZD1   0.000000
 11855  USAZZF1   0.000000
 11856  USAZZI1   0.000000
 11857  USAZZL1   0.000000
 11858  USAZZP1  -0.142857
 11859  USAZZR1   0.000000
 11860  USAZZX1   0.064516
 11861  USAZZY1   0.016432
 11862  USAZZZ1   0.002359
 
 [11715 rows x 2 columns], '20050527':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161   0.014965
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1  -0.001919
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.028540
 175    USA02B1   0.000000
 176    USA02H1   0.000000
 177    USA02P1  -0.002331
 ...        ...        ...
 11832  USAZY41   0.000000
 11833  USAZY51   0.047619
 11834  USAZY61   0.000000
 11835  USAZY71   0.000000
 11836  USAZYI1   0.000000
 11837  USAZYJ1   0.000000
 11838  USAZYK1   0.000000
 11839  USAZYM1   0.000000
 11840  USAZYO1   0.100000
 11841  USAZYR1   0.000000
 11842  USAZYS1   0.000000
 11843  USAZYT1   0.030769
 11844  USAZYV1  -0.052632
 11845  USAZYX1  -0.002508
 11846  USAZZ41   0.040000
 11847  USAZZ51   0.000000
 11848  USAZZ71   0.000000
 11849  USAZZ81  -0.002604
 11850  USAZZ91   0.000000
 11851  USAZZA1   0.084337
 11852  USAZZB1   0.000000
 11853  USAZZD1   0.000000
 11854  USAZZF1  -0.006289
 11855  USAZZI1   0.000000
 11856  USAZZL1   0.000000
 11857  USAZZP1   0.000000
 11858  USAZZR1   0.000000
 11859  USAZZX1  -0.030303
 11860  USAZZY1  -0.002340
 11861  USAZZZ1  -0.003138
 
 [11714 rows x 2 columns], '20050531':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.004805
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161   0.019329
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.014486
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11841  USAZY41   0.000000
 11842  USAZY51  -0.018182
 11843  USAZY61   0.000000
 11844  USAZY71  -0.100000
 11845  USAZYI1  -0.130435
 11846  USAZYJ1   0.000000
 11847  USAZYK1  -0.666667
 11848  USAZYM1   0.000000
 11849  USAZYO1   0.181818
 11850  USAZYR1   0.045455
 11851  USAZYS1   0.000000
 11852  USAZYT1  -0.074627
 11853  USAZYV1  -0.055555
 11854  USAZYX1   0.005657
 11855  USAZZ41  -0.115385
 11856  USAZZ51   0.000000
 11857  USAZZ71  -0.083333
 11858  USAZZ81  -0.002872
 11859  USAZZ91   0.000000
 11860  USAZZA1  -0.050000
 11861  USAZZB1   0.000000
 11862  USAZZD1   0.000000
 11863  USAZZF1  -0.018987
 11864  USAZZI1   0.086957
 11865  USAZZL1   0.000000
 11866  USAZZP1  -0.166667
 11867  USAZZR1   0.000000
 11868  USAZZX1   0.031250
 11869  USAZZY1  -0.022175
 11870  USAZZZ1   0.007477
 
 [11723 rows x 2 columns], '20050601':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.004111
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161   0.019960
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1  -0.009043
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11833  USAZY41   0.000000
 11834  USAZY51   0.064815
 11835  USAZY61   0.000000
 11836  USAZY71   0.000000
 11837  USAZYI1   0.000000
 11838  USAZYJ1   0.000000
 11839  USAZYK1   3.000000
 11840  USAZYM1   0.000000
 11841  USAZYO1   0.261539
 11842  USAZYR1  -0.086957
 11843  USAZYS1   0.000000
 11844  USAZYT1   0.129032
 11845  USAZYV1   0.617647
 11846  USAZYX1   0.006250
 11847  USAZZ41  -0.130435
 11848  USAZZ51   0.000000
 11849  USAZZ71  -0.090909
 11850  USAZZ81   0.011783
 11851  USAZZ91   0.000000
 11852  USAZZA1   0.052632
 11853  USAZZB1   0.000000
 11854  USAZZD1   0.000000
 11855  USAZZF1  -0.032258
 11856  USAZZI1   0.000000
 11857  USAZZL1   0.060000
 11858  USAZZP1   0.000000
 11859  USAZZR1   0.000000
 11860  USAZZX1   0.060606
 11861  USAZZY1  -0.010467
 11862  USAZZZ1  -0.000781
 
 [11715 rows x 2 columns], '20050602':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161   0.003914
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.018252
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11832  USAZY41   0.000000
 11833  USAZY51   0.130435
 11834  USAZY61   0.000000
 11835  USAZY71   0.000000
 11836  USAZYI1   0.000000
 11837  USAZYJ1   0.076923
 11838  USAZYK1   0.000000
 11839  USAZYM1   0.000000
 11840  USAZYO1   0.006098
 11841  USAZYR1   0.190476
 11842  USAZYS1   0.000000
 11843  USAZYT1  -0.042857
 11844  USAZYV1   0.000000
 11845  USAZYX1   0.000000
 11846  USAZZ41   0.000000
 11847  USAZZ51   0.000000
 11848  USAZZ71   0.200000
 11849  USAZZ81   0.009317
 11850  USAZZ91   0.000000
 11851  USAZZA1   0.000000
 11852  USAZZB1   0.000000
 11853  USAZZD1   0.000000
 11854  USAZZF1   0.126667
 11855  USAZZI1   0.000000
 11856  USAZZL1  -0.128302
 11857  USAZZP1   0.000000
 11858  USAZZR1   0.000000
 11859  USAZZX1  -0.028571
 11860  USAZZY1   0.000881
 11861  USAZZZ1   0.004691
 
 [11714 rows x 2 columns], '20050603':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062  -0.027985
 152    USA00E2   0.000000
 153    USA00F1   0.017685
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.102224
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.095134
 164    USA0161   0.013645
 165    USA01I1   0.000000
 166    USA01J2   0.040501
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1  -0.032692
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.009905
 176    USA02H1   0.000000
 177    USA02P1  -0.016355
 ...        ...        ...
 11831  USAZY41   0.000000
 11832  USAZY51  -0.134615
 11833  USAZY61   0.000000
 11834  USAZY71  -0.222222
 11835  USAZYI1   0.000000
 11836  USAZYJ1   0.000000
 11837  USAZYK1  -0.750000
 11838  USAZYM1   0.000000
 11839  USAZYO1   0.030303
 11840  USAZYR1  -0.040000
 11841  USAZYS1   0.000000
 11842  USAZYT1   0.000000
 11843  USAZYV1  -0.181818
 11844  USAZYX1  -0.004348
 11845  USAZZ41   0.300000
 11846  USAZZ51   0.000000
 11847  USAZZ71  -0.250000
 11848  USAZZ81   0.006923
 11849  USAZZ91   0.000000
 11850  USAZZA1   0.055556
 11851  USAZZB1   0.000000
 11852  USAZZD1   0.000000
 11853  USAZZF1   0.088757
 11854  USAZZI1   0.000000
 11855  USAZZL1   0.168831
 11856  USAZZP1   0.400000
 11857  USAZZR1   0.000000
 11858  USAZZX1  -0.058824
 11859  USAZZY1  -0.036768
 11860  USAZZZ1  -0.007782
 
 [11713 rows x 2 columns], '20050606':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161   0.000000
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.004204
 176    USA02H1   0.000000
 177    USA02P1  -0.002375
 ...        ...        ...
 11825  USAZY41   0.000000
 11826  USAZY51  -0.044444
 11827  USAZY61   0.000000
 11828  USAZY71   0.000000
 11829  USAZYI1   0.000000
 11830  USAZYJ1  -0.047619
 11831  USAZYK1   0.000000
 11832  USAZYM1   0.000000
 11833  USAZYO1   0.117647
 11834  USAZYR1   0.000000
 11835  USAZYS1   0.000000
 11836  USAZYT1   0.000000
 11837  USAZYV1   0.000000
 11838  USAZYX1   0.000000
 11839  USAZZ41   0.000000
 11840  USAZZ51   0.000000
 11841  USAZZ71   0.000000
 11842  USAZZ81   0.011714
 11843  USAZZ91   0.000000
 11844  USAZZA1  -0.021053
 11845  USAZZB1   0.000000
 11846  USAZZD1   0.000000
 11847  USAZZF1  -0.021739
 11848  USAZZI1   0.000000
 11849  USAZZL1   0.074074
 11850  USAZZP1   0.000000
 11851  USAZZR1   0.000000
 11852  USAZZX1   0.000000
 11853  USAZZY1   0.010971
 11854  USAZZZ1   0.000000
 
 [11707 rows x 2 columns], '20050607':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161   0.019231
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.000000
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11825  USAZY41   0.000000
 11826  USAZY51   0.000000
 11827  USAZY61   0.066667
 11828  USAZY71   0.000000
 11829  USAZYI1   0.100000
 11830  USAZYJ1   0.625000
 11831  USAZYK1   0.000000
 11832  USAZYM1   0.000000
 11833  USAZYO1  -0.078947
 11834  USAZYR1  -0.041667
 11835  USAZYS1   0.000000
 11836  USAZYT1  -0.029851
 11837  USAZYV1   0.000000
 11838  USAZYX1  -0.001871
 11839  USAZZ41  -0.076923
 11840  USAZZ51   0.000000
 11841  USAZZ71   1.222222
 11842  USAZZ81   0.007299
 11843  USAZZ91   0.000000
 11844  USAZZA1   0.021505
 11845  USAZZB1   0.000000
 11846  USAZZD1   0.000000
 11847  USAZZF1  -0.022222
 11848  USAZZI1   0.000000
 11849  USAZZL1   0.086207
 11850  USAZZP1  -0.085714
 11851  USAZZR1   0.000000
 11852  USAZZX1   0.093750
 11853  USAZZY1   0.018313
 11854  USAZZZ1   0.000000
 
 [11707 rows x 2 columns], '20050608':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161  -0.014151
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.000000
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11821  USAZY41   0.000000
 11822  USAZY51  -0.009302
 11823  USAZY61   0.000000
 11824  USAZY71   0.000000
 11825  USAZYI1  -0.090909
 11826  USAZYJ1   0.000000
 11827  USAZYK1   0.000000
 11828  USAZYM1   0.000000
 11829  USAZYO1  -0.142857
 11830  USAZYR1   0.000000
 11831  USAZYS1   0.000000
 11832  USAZYT1   0.000000
 11833  USAZYV1   0.000000
 11834  USAZYX1   0.006250
 11835  USAZZ41  -0.125000
 11836  USAZZ51   0.000000
 11837  USAZZ71   0.000000
 11838  USAZZ81  -0.012744
 11839  USAZZ91   0.000000
 11840  USAZZA1  -0.010526
 11841  USAZZB1   0.000000
 11842  USAZZD1   0.000000
 11843  USAZZF1   0.022727
 11844  USAZZI1   0.000000
 11845  USAZZL1   0.015873
 11846  USAZZP1   0.000000
 11847  USAZZR1   0.000000
 11848  USAZZX1  -0.057143
 11849  USAZZY1  -0.016874
 11850  USAZZZ1  -0.027451
 
 [11703 rows x 2 columns], '20050609':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161  -0.009569
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.000000
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11822  USAZY41   0.000000
 11823  USAZY51   0.009390
 11824  USAZY61   0.000000
 11825  USAZY71  -0.285714
 11826  USAZYI1   0.000000
 11827  USAZYJ1  -0.153846
 11828  USAZYK1   0.000000
 11829  USAZYM1   0.000000
 11830  USAZYO1  -0.166667
 11831  USAZYR1   0.086957
 11832  USAZYS1   0.000000
 11833  USAZYT1   0.000000
 11834  USAZYV1  -0.111111
 11835  USAZYX1   0.000000
 11836  USAZZ41   0.047619
 11837  USAZZ51   0.000000
 11838  USAZZ71   0.000000
 11839  USAZZ81   0.024804
 11840  USAZZ91   0.000000
 11841  USAZZA1   0.000000
 11842  USAZZB1   0.000000
 11843  USAZZD1   0.000000
 11844  USAZZF1   0.000000
 11845  USAZZI1   0.000000
 11846  USAZZL1  -0.031250
 11847  USAZZP1  -0.187500
 11848  USAZZR1   0.000000
 11849  USAZZX1   0.030303
 11850  USAZZY1   0.005420
 11851  USAZZZ1   0.006048
 
 [11704 rows x 2 columns], '20050610':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161   0.008696
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.000000
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11823  USAZY41   0.000000
 11824  USAZY51   0.004651
 11825  USAZY61   0.000000
 11826  USAZY71   0.000000
 11827  USAZYI1   0.000000
 11828  USAZYJ1  -0.010909
 11829  USAZYK1   0.000000
 11830  USAZYM1   0.000000
 11831  USAZYO1   0.000000
 11832  USAZYR1  -0.040000
 11833  USAZYS1   0.000000
 11834  USAZYT1   0.015385
 11835  USAZYV1   0.000000
 11836  USAZYX1  -0.003106
 11837  USAZZ41  -0.090909
 11838  USAZZ51   0.000000
 11839  USAZZ71   0.000000
 11840  USAZZ81  -0.014571
 11841  USAZZ91   0.000000
 11842  USAZZA1   0.000000
 11843  USAZZB1   0.000000
 11844  USAZZD1   0.000000
 11845  USAZZF1   0.000000
 11846  USAZZI1   0.000000
 11847  USAZZL1   0.016129
 11848  USAZZP1   0.000000
 11849  USAZZR1   0.000000
 11850  USAZZX1   0.000000
 11851  USAZZY1  -0.001348
 11852  USAZZZ1   0.014028
 
 [11705 rows x 2 columns], '20050613':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031  -0.006342
 151    USA0062   0.038270
 152    USA00E2  -0.012589
 153    USA00F1   0.020537
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.036517
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161   0.013410
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.082667
 168    USA01P1  -0.026549
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.007313
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1  -0.011628
 176    USA02H1   0.026484
 177    USA02P1   0.016667
 ...        ...        ...
 11823  USAZY41   0.000000
 11824  USAZY51   0.064815
 11825  USAZY61  -0.062500
 11826  USAZY71   0.100000
 11827  USAZYI1  -0.180000
 11828  USAZYJ1   0.000000
 11829  USAZYK1   0.000000
 11830  USAZYM1   0.000000
 11831  USAZYO1   0.240000
 11832  USAZYR1  -0.083333
 11833  USAZYS1   0.000000
 11834  USAZYT1   0.000000
 11835  USAZYV1  -0.150000
 11836  USAZYX1   0.020561
 11837  USAZZ41   0.000000
 11838  USAZZ51   0.000000
 11839  USAZZ71   0.150000
 11840  USAZZ81  -0.001003
 11841  USAZZ91   0.000000
 11842  USAZZA1   0.000000
 11843  USAZZB1   0.000000
 11844  USAZZD1   0.000000
 11845  USAZZF1   0.027778
 11846  USAZZI1   0.000000
 11847  USAZZL1   0.000000
 11848  USAZZP1   0.038462
 11849  USAZZR1   0.000000
 11850  USAZZX1   0.088235
 11851  USAZZY1  -0.004948
 11852  USAZZZ1   0.003953
 
 [11705 rows x 2 columns], '20050614':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161   0.001890
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.011765
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11807  USAZY41   0.000000
 11808  USAZY51   0.000000
 11809  USAZY61   0.000000
 11810  USAZY71   0.000000
 11811  USAZYI1   0.000000
 11812  USAZYJ1  -0.080882
 11813  USAZYK1   0.000000
 11814  USAZYM1   0.000000
 11815  USAZYO1  -0.032258
 11816  USAZYR1   0.000000
 11817  USAZYS1   0.000000
 11818  USAZYT1   0.000000
 11819  USAZYV1   0.000000
 11820  USAZYX1   0.000611
 11821  USAZZ41   0.100000
 11822  USAZZ51   0.000000
 11823  USAZZ71   0.000000
 11824  USAZZ81  -0.006523
 11825  USAZZ91   0.000000
 11826  USAZZA1   0.010638
 11827  USAZZB1   0.000000
 11828  USAZZD1  -0.500000
 11829  USAZZF1  -0.016216
 11830  USAZZI1  -0.080000
 11831  USAZZL1   0.000000
 11832  USAZZP1  -0.148148
 11833  USAZZR1   0.000000
 11834  USAZZX1   0.000000
 11835  USAZZY1   0.018149
 11836  USAZZZ1  -0.013780
 
 [11689 rows x 2 columns], '20050615':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161  -0.018868
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.000000
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11807  USAZY41   0.000000
 11808  USAZY51   0.000000
 11809  USAZY61   0.000000
 11810  USAZY71   0.000000
 11811  USAZYI1   0.097561
 11812  USAZYJ1   0.000000
 11813  USAZYK1   0.000000
 11814  USAZYM1   0.000000
 11815  USAZYO1  -0.100000
 11816  USAZYR1   0.000000
 11817  USAZYS1   0.000000
 11818  USAZYT1   0.000000
 11819  USAZYV1   0.000000
 11820  USAZYX1  -0.005491
 11821  USAZZ41  -0.045455
 11822  USAZZ51   0.000000
 11823  USAZZ71  -0.173913
 11824  USAZZ81   0.017677
 11825  USAZZ91   0.000000
 11826  USAZZA1  -0.010526
 11827  USAZZB1   0.000000
 11828  USAZZD1   1.000000
 11829  USAZZF1   0.060440
 11830  USAZZI1   0.000000
 11831  USAZZL1  -0.047619
 11832  USAZZP1  -0.086957
 11833  USAZZR1   0.000000
 11834  USAZZX1  -0.054054
 11835  USAZZY1   0.042781
 11836  USAZZZ1   0.007984
 
 [11689 rows x 2 columns], '20050616':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.012565
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161   0.013462
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.046512
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11808  USAZY41   0.000000
 11809  USAZY51   0.000000
 11810  USAZY61   0.000000
 11811  USAZY71   0.000000
 11812  USAZYI1   0.111111
 11813  USAZYJ1   0.040000
 11814  USAZYK1   0.000000
 11815  USAZYM1   0.000000
 11816  USAZYO1   0.037037
 11817  USAZYR1   0.090909
 11818  USAZYS1   0.000000
 11819  USAZYT1   0.090909
 11820  USAZYV1   0.470588
 11821  USAZYX1   0.000000
 11822  USAZZ41  -0.047619
 11823  USAZZ51   0.000000
 11824  USAZZ71   0.000000
 11825  USAZZ81  -0.021588
 11826  USAZZ91   0.000000
 11827  USAZZA1   0.117021
 11828  USAZZB1   0.000000
 11829  USAZZD1  -0.500000
 11830  USAZZF1  -0.015544
 11831  USAZZI1   0.000000
 11832  USAZZL1   0.000000
 11833  USAZZP1  -0.038095
 11834  USAZZR1   0.000000
 11835  USAZZX1   0.000000
 11836  USAZZY1   0.016026
 11837  USAZZZ1   0.005941
 
 [11690 rows x 2 columns], '20050617':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161  -0.005693
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.011555
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11808  USAZY41   0.000000
 11809  USAZY51  -0.056522
 11810  USAZY61   0.000000
 11811  USAZY71   0.000000
 11812  USAZYI1  -0.150000
 11813  USAZYJ1  -0.057692
 11814  USAZYK1   0.000000
 11815  USAZYM1   0.000000
 11816  USAZYO1   0.035714
 11817  USAZYR1  -0.125000
 11818  USAZYS1   0.000000
 11819  USAZYT1  -0.027778
 11820  USAZYV1  -0.200000
 11821  USAZYX1   0.004908
 11822  USAZZ41   0.000000
 11823  USAZZ51   0.000000
 11824  USAZZ71  -0.105263
 11825  USAZZ81   0.000507
 11826  USAZZ91   0.000000
 11827  USAZZA1   0.152381
 11828  USAZZB1   0.000000
 11829  USAZZD1   0.000000
 11830  USAZZF1   0.021053
 11831  USAZZI1   0.000000
 11832  USAZZL1  -0.016667
 11833  USAZZP1   0.000000
 11834  USAZZR1   0.000000
 11835  USAZZX1  -0.057143
 11836  USAZZY1  -0.029232
 11837  USAZZZ1   0.011417
 
 [11690 rows x 2 columns], '20050620':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161  -0.015267
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1  -0.019332
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11807  USAZY41   0.000000
 11808  USAZY51  -0.009217
 11809  USAZY61   0.000000
 11810  USAZY71   0.000000
 11811  USAZYI1   0.000000
 11812  USAZYJ1   0.000000
 11813  USAZYK1   0.000000
 11814  USAZYM1   0.000000
 11815  USAZYO1  -0.068966
 11816  USAZYR1   0.142857
 11817  USAZYS1   0.000000
 11818  USAZYT1  -0.057143
 11819  USAZYV1   0.000000
 11820  USAZYX1  -0.004884
 11821  USAZZ41  -0.050000
 11822  USAZZ51   0.000000
 11823  USAZZ71  -0.235294
 11824  USAZZ81  -0.009632
 11825  USAZZ91   0.000000
 11826  USAZZA1  -0.008264
 11827  USAZZB1   0.000000
 11828  USAZZD1   1.000000
 11829  USAZZF1  -0.046392
 11830  USAZZI1   0.000000
 11831  USAZZL1   0.000000
 11832  USAZZP1   0.000000
 11833  USAZZR1   0.000000
 11834  USAZZX1   0.000000
 11835  USAZZY1  -0.031196
 11836  USAZZZ1  -0.011288
 
 [11689 rows x 2 columns], '20050621':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2  -0.014343
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161   0.000000
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.009091
 169    USA01Q1  -0.012391
 170    USA0202   0.000000
 171    USA0231  -0.010917
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1  -0.004480
 176    USA02H1   0.000000
 177    USA02P1  -0.044496
 ...        ...        ...
 11808  USAZY41   0.000000
 11809  USAZY51   0.000000
 11810  USAZY61   0.000000
 11811  USAZY71   0.000000
 11812  USAZYI1   0.117647
 11813  USAZYJ1   0.000000
 11814  USAZYK1   0.000000
 11815  USAZYM1   0.000000
 11816  USAZYO1   0.000000
 11817  USAZYR1   0.041667
 11818  USAZYS1   0.000000
 11819  USAZYT1   0.060606
 11820  USAZYV1   0.250000
 11821  USAZYX1   0.000000
 11822  USAZZ41  -0.105263
 11823  USAZZ51   0.000000
 11824  USAZZ71   0.000000
 11825  USAZZ81   0.003327
 11826  USAZZ91   0.000000
 11827  USAZZA1  -0.125000
 11828  USAZZB1   0.000000
 11829  USAZZD1   0.000000
 11830  USAZZF1   0.016216
 11831  USAZZI1   0.000000
 11832  USAZZL1   0.000000
 11833  USAZZP1  -0.207921
 11834  USAZZR1   0.000000
 11835  USAZZX1   0.000000
 11836  USAZZY1   0.000671
 11837  USAZZZ1   0.003937
 
 [11690 rows x 2 columns], '20050622':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161   0.000000
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1  -0.004500
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11808  USAZY41   0.000000
 11809  USAZY51  -0.023256
 11810  USAZY61   0.000000
 11811  USAZY71   0.000000
 11812  USAZYI1  -0.052632
 11813  USAZYJ1  -0.081633
 11814  USAZYK1   0.000000
 11815  USAZYM1   0.000000
 11816  USAZYO1   0.111111
 11817  USAZYR1   0.020000
 11818  USAZYS1   0.000000
 11819  USAZYT1  -0.014286
 11820  USAZYV1   0.000000
 11821  USAZYX1   0.000000
 11822  USAZZ41   0.000000
 11823  USAZZ51   0.000000
 11824  USAZZ71   0.000000
 11825  USAZZ81   0.001786
 11826  USAZZ91   0.000000
 11827  USAZZA1   0.000000
 11828  USAZZB1   0.000000
 11829  USAZZD1  -0.500000
 11830  USAZZF1   0.010638
 11831  USAZZI1   0.000000
 11832  USAZZL1   0.016949
 11833  USAZZP1   0.262500
 11834  USAZZR1   0.000000
 11835  USAZZX1   0.000000
 11836  USAZZY1   0.005587
 11837  USAZZZ1  -0.007451
 
 [11690 rows x 2 columns], '20050623':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161   0.000000
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.000000
 176    USA02H1   0.000000
 177    USA02P1   0.010953
 ...        ...        ...
 11811  USAZY41   0.000000
 11812  USAZY51   0.014286
 11813  USAZY61   0.000000
 11814  USAZY71   0.000000
 11815  USAZYI1   0.000000
 11816  USAZYJ1   0.000000
 11817  USAZYK1   0.000000
 11818  USAZYM1  -0.166667
 11819  USAZYO1  -0.066667
 11820  USAZYR1   0.058824
 11821  USAZYS1   0.000000
 11822  USAZYT1   0.014493
 11823  USAZYV1  -0.280000
 11824  USAZYX1   0.000000
 11825  USAZZ41   0.176471
 11826  USAZZ51   0.000000
 11827  USAZZ71   0.269231
 11828  USAZZ81  -0.010950
 11829  USAZZ91   0.000000
 11830  USAZZA1   0.000000
 11831  USAZZB1   0.000000
 11832  USAZZD1   0.000000
 11833  USAZZF1  -0.010526
 11834  USAZZI1   0.000000
 11835  USAZZL1   0.000000
 11836  USAZZP1   0.485149
 11837  USAZZR1   0.000000
 11838  USAZZX1  -0.181818
 11839  USAZZY1  -0.037111
 11840  USAZZZ1   0.009482
 
 [11693 rows x 2 columns], '20050624':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161  -0.020349
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.000000
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11812  USAZY41   0.000000
 11813  USAZY51  -0.014085
 11814  USAZY61   0.000000
 11815  USAZY71   0.000000
 11816  USAZYI1   0.000000
 11817  USAZYJ1   0.000000
 11818  USAZYK1   0.000000
 11819  USAZYM1   0.000000
 11820  USAZYO1   0.071429
 11821  USAZYR1   0.037037
 11822  USAZYS1   0.000000
 11823  USAZYT1   0.085714
 11824  USAZYV1  -0.055556
 11825  USAZYX1   0.061350
 11826  USAZZ41   0.000000
 11827  USAZZ51   0.000000
 11828  USAZZ71   0.272727
 11829  USAZZ81  -0.004892
 11830  USAZZ91   0.000000
 11831  USAZZA1   0.000000
 11832  USAZZB1   0.000000
 11833  USAZZD1   0.000000
 11834  USAZZF1   0.005319
 11835  USAZZI1   0.000000
 11836  USAZZL1  -0.016667
 11837  USAZZP1  -0.166667
 11838  USAZZR1   0.000000
 11839  USAZZX1   0.185185
 11840  USAZZY1  -0.015232
 11841  USAZZZ1   0.000000
 
 [11694 rows x 2 columns], '20050627':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062  -0.013233
 152    USA00E2   0.000000
 153    USA00F1  -0.021672
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1  -0.045502
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131  -0.065854
 164    USA0161  -0.031652
 165    USA01I1   0.000000
 166    USA01J2   0.031511
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1  -0.006110
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.000000
 176    USA02H1   0.000000
 177    USA02P1  -0.022059
 ...        ...        ...
 11810  USAZY41   0.000000
 11811  USAZY51   0.000000
 11812  USAZY61   0.000000
 11813  USAZY71   0.000000
 11814  USAZYI1   0.000000
 11815  USAZYJ1  -0.111111
 11816  USAZYK1   0.000000
 11817  USAZYM1   0.000000
 11818  USAZYO1   0.000000
 11819  USAZYR1   0.000000
 11820  USAZYS1   0.000000
 11821  USAZYT1   0.052632
 11822  USAZYV1   0.000000
 11823  USAZYX1   0.069364
 11824  USAZZ41  -0.100000
 11825  USAZZ51   0.000000
 11826  USAZZ71  -0.047619
 11827  USAZZ81   0.000259
 11828  USAZZ91   0.000000
 11829  USAZZA1   0.000000
 11830  USAZZB1   0.000000
 11831  USAZZD1   0.000000
 11832  USAZZF1   0.000000
 11833  USAZZI1   0.000000
 11834  USAZZL1   0.016949
 11835  USAZZP1   0.120000
 11836  USAZZR1   0.000000
 11837  USAZZX1  -0.218750
 11838  USAZZY1   0.012421
 11839  USAZZZ1  -0.005871
 
 [11692 rows x 2 columns], '20050628':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161   0.032686
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.000000
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11810  USAZY41   0.000000
 11811  USAZY51   0.000000
 11812  USAZY61   0.000000
 11813  USAZY71   0.636364
 11814  USAZYI1   0.000000
 11815  USAZYJ1   0.050000
 11816  USAZYK1   0.000000
 11817  USAZYM1   0.000000
 11818  USAZYO1   0.000000
 11819  USAZYR1  -0.107143
 11820  USAZYS1   0.000000
 11821  USAZYT1   0.175000
 11822  USAZYV1   0.000000
 11823  USAZYX1   0.072432
 11824  USAZZ41  -0.166667
 11825  USAZZ51   0.000000
 11826  USAZZ71  -0.600000
 11827  USAZZ81   0.005173
 11828  USAZZ91   0.000000
 11829  USAZZA1   0.000000
 11830  USAZZB1   0.000000
 11831  USAZZD1   0.000000
 11832  USAZZF1  -0.005291
 11833  USAZZI1   0.000000
 11834  USAZZL1   0.000000
 11835  USAZZP1   0.357143
 11836  USAZZR1   0.000000
 11837  USAZZX1   0.240000
 11838  USAZZY1   0.021296
 11839  USAZZZ1   0.005906
 
 [11692 rows x 2 columns], '20050629':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.055380
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161  -0.000989
 165    USA01I1   0.001089
 166    USA01J2  -0.009883
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1  -0.004098
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1  -0.005425
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11814  USAZY41   0.000000
 11815  USAZY51   0.004762
 11816  USAZY61   0.000000
 11817  USAZY71   0.000000
 11818  USAZYI1  -0.055556
 11819  USAZYJ1  -0.047619
 11820  USAZYK1   0.000000
 11821  USAZYM1   0.000000
 11822  USAZYO1   0.000000
 11823  USAZYR1   0.080000
 11824  USAZYS1   0.000000
 11825  USAZYT1  -0.005319
 11826  USAZYV1   0.000000
 11827  USAZYX1  -0.042843
 11828  USAZZ41  -0.066667
 11829  USAZZ51   0.000000
 11830  USAZZ71  -0.125000
 11831  USAZZ81  -0.005661
 11832  USAZZ91   0.000000
 11833  USAZZA1   0.047619
 11834  USAZZB1   0.000000
 11835  USAZZD1   1.000000
 11836  USAZZF1  -0.005319
 11837  USAZZI1   0.000000
 11838  USAZZL1   0.050000
 11839  USAZZP1  -0.105263
 11840  USAZZR1   0.000000
 11841  USAZZX1  -0.193548
 11842  USAZZY1  -0.005893
 11843  USAZZZ1   0.000000
 
 [11696 rows x 2 columns], '20050630':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1  -0.004498
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.097476
 164    USA0161   0.077228
 165    USA01I1   0.000000
 166    USA01J2  -0.005445
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.000000
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11833  USAZY41   0.000000
 11834  USAZY51  -0.004739
 11835  USAZY61   0.000000
 11836  USAZY71  -0.222222
 11837  USAZYI1   0.000000
 11838  USAZYJ1   0.000000
 11839  USAZYK1   0.000000
 11840  USAZYM1   0.000000
 11841  USAZYO1  -0.033333
 11842  USAZYR1  -0.037037
 11843  USAZYS1   0.000000
 11844  USAZYT1  -0.037433
 11845  USAZYV1   0.617647
 11846  USAZYX1  -0.005266
 11847  USAZZ41   0.000000
 11848  USAZZ51   0.000000
 11849  USAZZ71   0.000000
 11850  USAZZ81   0.004658
 11851  USAZZ91   0.000000
 11852  USAZZA1   0.022727
 11853  USAZZB1   0.000000
 11854  USAZZD1   0.000000
 11855  USAZZF1   0.000000
 11856  USAZZI1   0.065217
 11857  USAZZL1   0.000000
 11858  USAZZP1   0.000000
 11859  USAZZR1   0.000000
 11860  USAZZX1   0.040000
 11861  USAZZY1   0.039672
 11862  USAZZZ1  -0.005871
 
 [11715 rows x 2 columns], '20050701':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161   0.000000
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.000000
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11816  USAZY41   0.000000
 11817  USAZY51  -0.023809
 11818  USAZY61   0.000000
 11819  USAZY71   0.000000
 11820  USAZYI1   0.000000
 11821  USAZYJ1   0.000000
 11822  USAZYK1   3.000000
 11823  USAZYM1   0.000000
 11824  USAZYO1   0.034483
 11825  USAZYR1   0.346154
 11826  USAZYS1   0.000000
 11827  USAZYT1   0.033333
 11828  USAZYV1   0.000000
 11829  USAZYX1   0.026998
 11830  USAZZ41   0.000000
 11831  USAZZ51   0.000000
 11832  USAZZ71  -0.285714
 11833  USAZZ81   0.005925
 11834  USAZZ91   0.000000
 11835  USAZZA1   0.000000
 11836  USAZZB1   0.000000
 11837  USAZZD1  -0.500000
 11838  USAZZF1  -0.010695
 11839  USAZZI1   0.000000
 11840  USAZZL1  -0.047619
 11841  USAZZP1   0.000000
 11842  USAZZR1   0.000000
 11843  USAZZX1   0.192308
 11844  USAZZY1  -0.016667
 11845  USAZZZ1  -0.004331
 
 [11698 rows x 2 columns], '20050705':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161  -0.016544
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.043182
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11812  USAZY41   0.000000
 11813  USAZY51   0.000000
 11814  USAZY61   0.000000
 11815  USAZY71   0.000000
 11816  USAZYI1   0.000000
 11817  USAZYJ1   0.325000
 11818  USAZYK1   0.000000
 11819  USAZYM1   0.000000
 11820  USAZYO1  -0.033333
 11821  USAZYR1  -0.114286
 11822  USAZYS1   0.000000
 11823  USAZYT1  -0.010753
 11824  USAZYV1  -0.181818
 11825  USAZYX1   0.020619
 11826  USAZZ41   0.000000
 11827  USAZZ51   0.000000
 11828  USAZZ71   0.000000
 11829  USAZZ81  -0.020487
 11830  USAZZ91   0.000000
 11831  USAZZA1  -0.022222
 11832  USAZZB1   0.000000
 11833  USAZZD1   1.000000
 11834  USAZZF1  -0.059459
 11835  USAZZI1   0.000000
 11836  USAZZL1   0.000000
 11837  USAZZP1   0.000000
 11838  USAZZR1   0.000000
 11839  USAZZX1  -0.032258
 11840  USAZZY1   0.022079
 11841  USAZZZ1   0.003954
 
 [11694 rows x 2 columns], '20050706':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161   0.016822
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.009950
 174    USA02A1   0.000000
 175    USA02B1   0.000000
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11814  USAZY41   0.000000
 11815  USAZY51   0.000000
 11816  USAZY61   0.000000
 11817  USAZY71   0.000000
 11818  USAZYI1   0.035294
 11819  USAZYJ1  -0.056604
 11820  USAZYK1   0.000000
 11821  USAZYM1   0.000000
 11822  USAZYO1   0.241379
 11823  USAZYR1  -0.032258
 11824  USAZYS1   0.000000
 11825  USAZYT1  -0.130435
 11826  USAZYV1  -0.244444
 11827  USAZYX1   0.004040
 11828  USAZZ41  -0.071429
 11829  USAZZ51   0.000000
 11830  USAZZ71   0.400000
 11831  USAZZ81   0.004183
 11832  USAZZ91   0.000000
 11833  USAZZA1  -0.004545
 11834  USAZZB1   0.000000
 11835  USAZZD1  -0.500000
 11836  USAZZF1  -0.051724
 11837  USAZZI1   0.000000
 11838  USAZZL1   0.100000
 11839  USAZZP1   0.000000
 11840  USAZZR1   0.000000
 11841  USAZZX1   0.066667
 11842  USAZZY1  -0.001746
 11843  USAZZZ1   0.006302
 
 [11696 rows x 2 columns], '20050707':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161  -0.028493
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1  -0.098039
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11813  USAZY41   0.000000
 11814  USAZY51   0.004878
 11815  USAZY61   0.000000
 11816  USAZY71  -0.214286
 11817  USAZYI1  -0.147727
 11818  USAZYJ1   0.000000
 11819  USAZYK1   0.000000
 11820  USAZYM1   0.000000
 11821  USAZYO1  -0.061111
 11822  USAZYR1   0.133333
 11823  USAZYS1   0.000000
 11824  USAZYT1   0.125000
 11825  USAZYV1   1.058824
 11826  USAZYX1  -0.016600
 11827  USAZZ41  -0.230769
 11828  USAZZ51   0.000000
 11829  USAZZ71  -0.142857
 11830  USAZZ81  -0.011976
 11831  USAZZ91   0.000000
 11832  USAZZA1   0.004566
 11833  USAZZB1   0.000000
 11834  USAZZD1   0.000000
 11835  USAZZF1   0.000000
 11836  USAZZI1   0.000000
 11837  USAZZL1   0.000000
 11838  USAZZP1   0.000000
 11839  USAZZR1   0.000000
 11840  USAZZX1  -0.156250
 11841  USAZZY1   0.007869
 11842  USAZZZ1   0.017613
 
 [11695 rows x 2 columns], '20050708':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161   0.017029
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.060386
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11811  USAZY41   0.000000
 11812  USAZY51   0.000000
 11813  USAZY61   0.000000
 11814  USAZY71   0.000000
 11815  USAZYI1  -0.200000
 11816  USAZYJ1   0.000000
 11817  USAZYK1   0.000000
 11818  USAZYM1   0.000000
 11819  USAZYO1   0.005917
 11820  USAZYR1   0.029412
 11821  USAZYS1   0.000000
 11822  USAZYT1   0.000000
 11823  USAZYV1  -0.285714
 11824  USAZYX1  -0.007673
 11825  USAZZ41   0.000000
 11826  USAZZ51   0.000000
 11827  USAZZ71   0.166667
 11828  USAZZ81   0.008169
 11829  USAZZ91   0.000000
 11830  USAZZA1  -0.059091
 11831  USAZZB1   0.000000
 11832  USAZZD1   0.000000
 11833  USAZZF1  -0.030303
 11834  USAZZI1   0.000000
 11835  USAZZL1  -0.145455
 11836  USAZZP1   0.005882
 11837  USAZZR1   0.000000
 11838  USAZZX1   0.000000
 11839  USAZZY1   0.003036
 11840  USAZZZ1   0.021154
 
 [11693 rows x 2 columns], '20050711':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161  -0.011163
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.000000
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11808  USAZY41   0.000000
 11809  USAZY51   0.043689
 11810  USAZY61   0.000000
 11811  USAZY71   0.272727
 11812  USAZYI1  -0.083333
 11813  USAZYJ1  -0.140000
 11814  USAZYK1  -0.750000
 11815  USAZYM1   0.000000
 11816  USAZYO1  -0.058824
 11817  USAZYR1  -0.028571
 11818  USAZYS1   0.000000
 11819  USAZYT1   0.000000
 11820  USAZYV1  -0.200000
 11821  USAZYX1  -0.010309
 11822  USAZZ41   0.000000
 11823  USAZZ51   0.000000
 11824  USAZZ71   0.428571
 11825  USAZZ81   0.001045
 11826  USAZZ91   0.000000
 11827  USAZZA1   0.014493
 11828  USAZZB1   0.000000
 11829  USAZZD1   0.000000
 11830  USAZZF1   0.000000
 11831  USAZZI1   0.000000
 11832  USAZZL1   0.000000
 11833  USAZZP1   0.000000
 11834  USAZZR1   0.000000
 11835  USAZZX1  -0.037037
 11836  USAZZY1   0.019676
 11837  USAZZZ1   0.010923
 
 [11690 rows x 2 columns], '20050712':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161  -0.014111
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.004555
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11809  USAZY41   0.000000
 11810  USAZY51   0.000000
 11811  USAZY61   0.000000
 11812  USAZY71  -0.071429
 11813  USAZYI1   0.000000
 11814  USAZYJ1   0.000000
 11815  USAZYK1   0.000000
 11816  USAZYM1   0.000000
 11817  USAZYO1  -0.031250
 11818  USAZYR1   0.000000
 11819  USAZYS1   0.000000
 11820  USAZYT1  -0.100000
 11821  USAZYV1   0.125000
 11822  USAZYX1  -0.026042
 11823  USAZZ41  -0.100000
 11824  USAZZ51   0.000000
 11825  USAZZ71   0.000000
 11826  USAZZ81   0.008355
 11827  USAZZ91   0.000000
 11828  USAZZA1   0.000000
 11829  USAZZB1   0.000000
 11830  USAZZD1   0.000000
 11831  USAZZF1   0.062500
 11832  USAZZI1   0.000000
 11833  USAZZL1   0.010638
 11834  USAZZP1   0.000000
 11835  USAZZR1   0.000000
 11836  USAZZX1  -0.153846
 11837  USAZZY1  -0.006573
 11838  USAZZZ1   0.000373
 
 [11691 rows x 2 columns], '20050713':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.009905
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161  -0.014313
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.000000
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11810  USAZY41   0.000000
 11811  USAZY51   0.023256
 11812  USAZY61   0.000000
 11813  USAZY71   0.000000
 11814  USAZYI1   0.000000
 11815  USAZYJ1   0.232558
 11816  USAZYK1   0.000000
 11817  USAZYM1   0.000000
 11818  USAZYO1  -0.032258
 11819  USAZYR1   0.000000
 11820  USAZYS1   0.000000
 11821  USAZYT1   0.012346
 11822  USAZYV1  -0.111111
 11823  USAZYX1  -0.004813
 11824  USAZZ41  -0.111111
 11825  USAZZ51   0.000000
 11826  USAZZ71   0.000000
 11827  USAZZ81  -0.014241
 11828  USAZZ91   0.000000
 11829  USAZZA1   0.000000
 11830  USAZZB1   0.000000
 11831  USAZZD1   0.000000
 11832  USAZZF1   0.000000
 11833  USAZZI1  -0.061224
 11834  USAZZL1   0.000000
 11835  USAZZP1   0.000000
 11836  USAZZR1   0.000000
 11837  USAZZX1   0.090909
 11838  USAZZY1  -0.004269
 11839  USAZZZ1   0.008566
 
 [11692 rows x 2 columns], '20050714':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161   0.017425
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.000000
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11807  USAZY41   0.000000
 11808  USAZY51   0.072727
 11809  USAZY61   0.000000
 11810  USAZY71   0.000000
 11811  USAZYI1   0.000000
 11812  USAZYJ1  -0.169811
 11813  USAZYK1   0.000000
 11814  USAZYM1   0.000000
 11815  USAZYO1  -0.026667
 11816  USAZYR1  -0.058824
 11817  USAZYS1   0.000000
 11818  USAZYT1   0.085366
 11819  USAZYV1   0.000000
 11820  USAZYX1  -0.000537
 11821  USAZZ41   0.000000
 11822  USAZZ51   0.000000
 11823  USAZZ71   0.000000
 11824  USAZZ81  -0.005779
 11825  USAZZ91   0.000000
 11826  USAZZA1  -0.095238
 11827  USAZZB1   0.000000
 11828  USAZZD1   0.000000
 11829  USAZZF1   0.058824
 11830  USAZZI1   0.000000
 11831  USAZZL1   0.000000
 11832  USAZZP1   0.000000
 11833  USAZZR1   0.000000
 11834  USAZZX1   0.000000
 11835  USAZZY1  -0.027438
 11836  USAZZZ1  -0.002954
 
 [11689 rows x 2 columns], '20050715':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031  -0.060284
 151    USA0062  -0.011494
 152    USA00E2   0.035570
 153    USA00F1   0.039157
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.029810
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161  -0.005709
 165    USA01I1   0.000000
 166    USA01J2   0.041971
 167    USA01L1  -0.017241
 168    USA01P1   0.004505
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281  -0.099819
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.052155
 176    USA02H1   0.003559
 177    USA02P1  -0.002506
 ...        ...        ...
 11791  USAZY41   0.000000
 11792  USAZY51   0.093220
 11793  USAZY61   0.000000
 11794  USAZY71   0.000000
 11795  USAZYI1   0.090909
 11796  USAZYJ1   0.000000
 11797  USAZYK1   0.000000
 11798  USAZYM1   0.000000
 11799  USAZYO1  -0.006849
 11800  USAZYR1  -0.031250
 11801  USAZYS1   0.000000
 11802  USAZYT1  -0.078652
 11803  USAZYV1  -0.050000
 11804  USAZYX1   0.005914
 11805  USAZZ41  -0.250000
 11806  USAZZ51   0.000000
 11807  USAZZ71   0.000000
 11808  USAZZ81  -0.002642
 11809  USAZZ91   0.000000
 11810  USAZZA1   0.000000
 11811  USAZZB1   0.000000
 11812  USAZZD1   0.000000
 11813  USAZZF1  -0.027778
 11814  USAZZI1   0.000000
 11815  USAZZL1   0.000000
 11816  USAZZP1  -0.005848
 11817  USAZZR1   0.000000
 11818  USAZZX1   0.166667
 11819  USAZZY1   0.004408
 11820  USAZZZ1   0.000000
 
 [11673 rows x 2 columns], '20050718':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.002899
 154    USA00G2   0.119412
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131  -0.026170
 164    USA0161   0.027751
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.002058
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1  -0.004311
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11790  USAZY41   0.000000
 11791  USAZY51  -0.011628
 11792  USAZY61   0.000000
 11793  USAZY71   0.000000
 11794  USAZYI1  -0.166667
 11795  USAZYJ1   0.000000
 11796  USAZYK1   0.000000
 11797  USAZYM1   0.000000
 11798  USAZYO1   0.000000
 11799  USAZYR1   0.000000
 11800  USAZYS1   0.000000
 11801  USAZYT1   0.024390
 11802  USAZYV1   0.000000
 11803  USAZYX1   0.001069
 11804  USAZZ41   0.166667
 11805  USAZZ51   0.000000
 11806  USAZZ71  -0.400000
 11807  USAZZ81  -0.004503
 11808  USAZZ91   0.000000
 11809  USAZZA1   0.421053
 11810  USAZZB1   0.000000
 11811  USAZZD1   0.000000
 11812  USAZZF1  -0.051429
 11813  USAZZI1   0.000000
 11814  USAZZL1   0.000000
 11815  USAZZP1   0.000000
 11816  USAZZR1   0.000000
 11817  USAZZX1  -0.107143
 11818  USAZZY1   0.015361
 11819  USAZZZ1   0.000000
 
 [11672 rows x 2 columns], '20050719':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161  -0.012104
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.000433
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11788  USAZY41   0.000000
 11789  USAZY51  -0.015686
 11790  USAZY61   0.000000
 11791  USAZY71  -0.153846
 11792  USAZYI1   0.400000
 11793  USAZYJ1   0.000000
 11794  USAZYK1   0.000000
 11795  USAZYM1   0.000000
 11796  USAZYO1   0.186207
 11797  USAZYR1  -0.032258
 11798  USAZYS1   0.000000
 11799  USAZYT1   0.000000
 11800  USAZYV1   0.000000
 11801  USAZYX1   0.014415
 11802  USAZZ41   0.000000
 11803  USAZZ51   0.000000
 11804  USAZZ71   0.000000
 11805  USAZZ81  -0.022352
 11806  USAZZ91   0.000000
 11807  USAZZA1  -0.000001
 11808  USAZZB1   0.000000
 11809  USAZZD1   0.000000
 11810  USAZZF1   0.012048
 11811  USAZZI1   0.000000
 11812  USAZZL1   0.000000
 11813  USAZZP1   0.147059
 11814  USAZZR1   0.000000
 11815  USAZZX1   0.120000
 11816  USAZZY1   0.017074
 11817  USAZZZ1   0.014815
 
 [11670 rows x 2 columns], '20050720':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161  -0.000943
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1  -0.048031
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11787  USAZY41   0.000000
 11788  USAZY51   0.019920
 11789  USAZY61   0.000000
 11790  USAZY71   0.000000
 11791  USAZYI1   0.000000
 11792  USAZYJ1   0.000000
 11793  USAZYK1   0.000000
 11794  USAZYM1   0.000000
 11795  USAZYO1   0.046512
 11796  USAZYR1  -0.030000
 11797  USAZYS1   0.000000
 11798  USAZYT1   0.005952
 11799  USAZYV1   0.000000
 11800  USAZYX1  -0.010526
 11801  USAZZ41  -0.142857
 11802  USAZZ51   0.000000
 11803  USAZZ71   0.666667
 11804  USAZZ81   0.006805
 11805  USAZZ91   0.000000
 11806  USAZZA1   0.000000
 11807  USAZZB1   0.000000
 11808  USAZZD1   0.000000
 11809  USAZZF1  -0.017857
 11810  USAZZI1   0.000000
 11811  USAZZL1   0.052632
 11812  USAZZP1   0.000000
 11813  USAZZR1   0.000000
 11814  USAZZX1   0.000000
 11815  USAZZY1   0.018275
 11816  USAZZZ1  -0.005474
 
 [11669 rows x 2 columns], '20050721':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161   0.014151
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.007519
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.034091
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11788  USAZY41   0.000000
 11789  USAZY51   0.000000
 11790  USAZY61   0.000000
 11791  USAZY71   0.000000
 11792  USAZYI1   0.000000
 11793  USAZYJ1   0.000000
 11794  USAZYK1   0.000000
 11795  USAZYM1   0.000000
 11796  USAZYO1  -0.061111
 11797  USAZYR1   0.030928
 11798  USAZYS1   0.000000
 11799  USAZYT1   0.000000
 11800  USAZYV1   0.000000
 11801  USAZYX1  -0.001064
 11802  USAZZ41   0.000000
 11803  USAZZ51   0.000000
 11804  USAZZ71   0.000000
 11805  USAZZ81   0.002703
 11806  USAZZ91   0.000000
 11807  USAZZA1   0.000000
 11808  USAZZB1   0.000000
 11809  USAZZD1   0.000000
 11810  USAZZF1   0.090909
 11811  USAZZI1   0.000000
 11812  USAZZL1   0.000000
 11813  USAZZP1   0.000000
 11814  USAZZR1   0.000000
 11815  USAZZX1  -0.107143
 11816  USAZZY1  -0.027546
 11817  USAZZZ1   0.001835
 
 [11670 rows x 2 columns], '20050722':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161  -0.011163
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1  -0.032967
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11793  USAZY41   0.000000
 11794  USAZY51   0.000000
 11795  USAZY61   0.000000
 11796  USAZY71   0.000000
 11797  USAZYI1   0.000000
 11798  USAZYJ1   0.000000
 11799  USAZYK1   0.000000
 11800  USAZYM1   0.000000
 11801  USAZYO1  -0.059172
 11802  USAZYR1  -0.033333
 11803  USAZYS1   0.000000
 11804  USAZYT1  -0.017751
 11805  USAZYV1  -0.078947
 11806  USAZYX1   0.004792
 11807  USAZZ41   0.000000
 11808  USAZZ51   0.000000
 11809  USAZZ71   0.000000
 11810  USAZZ81  -0.009167
 11811  USAZZ91   0.000000
 11812  USAZZA1  -0.074073
 11813  USAZZB1   0.000000
 11814  USAZZD1   0.000000
 11815  USAZZF1  -0.083333
 11816  USAZZI1   0.000000
 11817  USAZZL1   0.000000
 11818  USAZZP1   0.025641
 11819  USAZZR1   0.000000
 11820  USAZZX1   0.120000
 11821  USAZZY1   0.011159
 11822  USAZZZ1  -0.000733
 
 [11675 rows x 2 columns], '20050725':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031  -0.030943
 151    USA0062   0.032946
 152    USA00E2   0.008587
 153    USA00F1  -0.015896
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.002632
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161   0.016933
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.017413
 168    USA01P1  -0.049327
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.004032
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.019091
 176    USA02H1  -0.031915
 177    USA02P1  -0.017588
 ...        ...        ...
 11794  USAZY41   0.000000
 11795  USAZY51   0.000000
 11796  USAZY61   0.000000
 11797  USAZY71   0.000000
 11798  USAZYI1  -0.142857
 11799  USAZYJ1   0.000000
 11800  USAZYK1   0.000000
 11801  USAZYM1   0.000000
 11802  USAZYO1   0.006289
 11803  USAZYR1   0.034483
 11804  USAZYS1   0.000000
 11805  USAZYT1  -0.024096
 11806  USAZYV1   0.000000
 11807  USAZYX1   0.000000
 11808  USAZZ41   0.000000
 11809  USAZZ51   0.000000
 11810  USAZZ71   0.000000
 11811  USAZZ81   0.027755
 11812  USAZZ91   0.000000
 11813  USAZZA1   0.040000
 11814  USAZZB1   0.000000
 11815  USAZZD1   0.000000
 11816  USAZZF1  -0.006061
 11817  USAZZI1   0.000000
 11818  USAZZL1   0.000000
 11819  USAZZP1  -0.025000
 11820  USAZZR1   0.000000
 11821  USAZZX1   0.000000
 11822  USAZZY1  -0.023981
 11823  USAZZZ1   0.001100
 
 [11676 rows x 2 columns], '20050726':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161   0.007401
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1  -0.023194
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11793  USAZY41   0.000000
 11794  USAZY51   0.003906
 11795  USAZY61   0.000000
 11796  USAZY71   0.272727
 11797  USAZYI1   0.000000
 11798  USAZYJ1   0.204545
 11799  USAZYK1   0.000000
 11800  USAZYM1   0.000000
 11801  USAZYO1  -0.006250
 11802  USAZYR1   0.000000
 11803  USAZYS1   0.000000
 11804  USAZYT1   0.061728
 11805  USAZYV1   0.000000
 11806  USAZYX1   0.030737
 11807  USAZZ41  -0.166667
 11808  USAZZ51   0.000000
 11809  USAZZ71   0.000000
 11810  USAZZ81  -0.012708
 11811  USAZZ91   0.000000
 11812  USAZZA1   0.000000
 11813  USAZZB1   0.000000
 11814  USAZZD1   0.000000
 11815  USAZZF1   0.024390
 11816  USAZZI1   0.000000
 11817  USAZZL1   0.000000
 11818  USAZZP1  -0.102564
 11819  USAZZR1   0.000000
 11820  USAZZX1   0.000000
 11821  USAZZY1  -0.015003
 11822  USAZZZ1   0.001465
 
 [11675 rows x 2 columns], '20050727':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.015576
 151    USA0062   0.000000
 152    USA00E2  -0.002322
 153    USA00F1   0.008811
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1  -0.017060
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161   0.028466
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.009434
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281  -0.060241
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1  -0.018264
 176    USA02H1  -0.021299
 177    USA02P1   0.000000
 ...        ...        ...
 11794  USAZY41   0.000000
 11795  USAZY51  -0.019455
 11796  USAZY61   0.000000
 11797  USAZY71  -0.071429
 11798  USAZYI1   0.166667
 11799  USAZYJ1  -0.150943
 11800  USAZYK1   0.000000
 11801  USAZYM1   0.000000
 11802  USAZYO1   0.006289
 11803  USAZYR1   0.033333
 11804  USAZYS1   0.000000
 11805  USAZYT1  -0.034884
 11806  USAZYV1   0.000000
 11807  USAZYX1  -0.000514
 11808  USAZZ41  -0.200000
 11809  USAZZ51   0.000000
 11810  USAZZ71   0.000000
 11811  USAZZ81   0.005632
 11812  USAZZ91   0.000000
 11813  USAZZA1  -0.076923
 11814  USAZZB1   0.000000
 11815  USAZZD1   0.000000
 11816  USAZZF1   0.065476
 11817  USAZZI1   0.000000
 11818  USAZZL1   0.000000
 11819  USAZZP1   0.142857
 11820  USAZZR1   0.000000
 11821  USAZZX1   0.000000
 11822  USAZZY1   0.008830
 11823  USAZZZ1  -0.009141
 
 [11676 rows x 2 columns], '20050728':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161  -0.027679
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.000930
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11794  USAZY41   0.000000
 11795  USAZY51   0.051587
 11796  USAZY61   0.000000
 11797  USAZY71  -0.230769
 11798  USAZYI1   0.128571
 11799  USAZYJ1   0.000000
 11800  USAZYK1   0.000000
 11801  USAZYM1   0.000000
 11802  USAZYO1   0.062500
 11803  USAZYR1  -0.129032
 11804  USAZYS1   0.000000
 11805  USAZYT1  -0.024096
 11806  USAZYV1   0.000000
 11807  USAZYX1   0.028292
 11808  USAZZ41   1.250000
 11809  USAZZ51   0.000000
 11810  USAZZ71   0.000000
 11811  USAZZ81   0.028533
 11812  USAZZ91   0.000000
 11813  USAZZA1   0.000000
 11814  USAZZB1   0.000000
 11815  USAZZD1   0.000000
 11816  USAZZF1  -0.016760
 11817  USAZZI1   0.000000
 11818  USAZZL1   0.000000
 11819  USAZZP1   0.000000
 11820  USAZZR1   0.000000
 11821  USAZZX1  -0.107143
 11822  USAZZY1   0.045514
 11823  USAZZZ1  -0.001845
 
 [11676 rows x 2 columns], '20050729':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.001456
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.026873
 164    USA0161  -0.012856
 165    USA01I1   0.000000
 166    USA01J2   0.099945
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.000000
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11799  USAZY41   0.000000
 11800  USAZY51  -0.033962
 11801  USAZY61   0.000000
 11802  USAZY71   0.000000
 11803  USAZYI1   0.000000
 11804  USAZYJ1  -0.044444
 11805  USAZYK1   0.000000
 11806  USAZYM1   0.000000
 11807  USAZYO1  -0.058824
 11808  USAZYR1   0.148148
 11809  USAZYS1   0.000000
 11810  USAZYT1   0.012346
 11811  USAZYV1   0.000000
 11812  USAZYX1   0.000000
 11813  USAZZ41  -0.222222
 11814  USAZZ51   0.000000
 11815  USAZZ71   0.200000
 11816  USAZZ81   0.035520
 11817  USAZZ91   0.000000
 11818  USAZZA1   0.000000
 11819  USAZZB1   0.000000
 11820  USAZZD1   0.000000
 11821  USAZZF1  -0.005682
 11822  USAZZI1   0.065217
 11823  USAZZL1   0.100000
 11824  USAZZP1   0.000000
 11825  USAZZR1   0.000000
 11826  USAZZX1   0.120000
 11827  USAZZY1   0.042277
 11828  USAZZZ1  -0.003697
 
 [11681 rows x 2 columns], '20050801':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161   0.000000
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.000000
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11790  USAZY41   0.000000
 11791  USAZY51   0.000000
 11792  USAZY61   0.000000
 11793  USAZY71   0.000000
 11794  USAZYI1   0.000000
 11795  USAZYJ1   0.000000
 11796  USAZYK1   0.000000
 11797  USAZYM1   0.000000
 11798  USAZYO1  -0.062500
 11799  USAZYR1  -0.096774
 11800  USAZYS1   0.000000
 11801  USAZYT1  -0.012195
 11802  USAZYV1   0.000000
 11803  USAZYX1   0.025513
 11804  USAZZ41   1.714286
 11805  USAZZ51   0.000000
 11806  USAZZ71   0.000000
 11807  USAZZ81   0.002003
 11808  USAZZ91   0.000000
 11809  USAZZA1   0.000000
 11810  USAZZB1   0.000000
 11811  USAZZD1   0.000000
 11812  USAZZF1  -0.011429
 11813  USAZZI1   0.000000
 11814  USAZZL1  -0.090909
 11815  USAZZP1  -0.125000
 11816  USAZZR1   0.000000
 11817  USAZZX1  -0.142857
 11818  USAZZY1  -0.007229
 11819  USAZZZ1  -0.005566
 
 [11672 rows x 2 columns], '20050802':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161  -0.012093
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.000000
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11787  USAZY41   0.000000
 11788  USAZY51   0.000000
 11789  USAZY61   0.000000
 11790  USAZY71   0.000000
 11791  USAZYI1   0.000000
 11792  USAZYJ1   0.069767
 11793  USAZYK1   0.000000
 11794  USAZYM1   0.000000
 11795  USAZYO1   0.000000
 11796  USAZYR1   0.000000
 11797  USAZYS1   0.000000
 11798  USAZYT1  -0.012346
 11799  USAZYV1   0.000000
 11800  USAZYX1   0.029268
 11801  USAZZ41  -0.263158
 11802  USAZZ51   0.000000
 11803  USAZZ71   0.000000
 11804  USAZZ81   0.009495
 11805  USAZZ91   0.000000
 11806  USAZZA1   0.000000
 11807  USAZZB1   0.000000
 11808  USAZZD1   0.000000
 11809  USAZZF1   0.028902
 11810  USAZZI1   0.000000
 11811  USAZZL1   0.000000
 11812  USAZZP1  -0.028571
 11813  USAZZR1   0.000000
 11814  USAZZX1   0.291667
 11815  USAZZY1  -0.007686
 11816  USAZZZ1   0.022388
 
 [11669 rows x 2 columns], '20050803':         Barrid  DlyReturn
 148    USA0001   0.014333
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.126761
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161   0.016008
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1  -0.021375
 176    USA02H1   0.000000
 177    USA02P1  -0.017903
 ...        ...        ...
 11786  USAZY41   0.000000
 11787  USAZY51   0.007813
 11788  USAZY61   0.000000
 11789  USAZY71   0.000000
 11790  USAZYI1   0.000000
 11791  USAZYJ1  -0.065217
 11792  USAZYK1   0.000000
 11793  USAZYM1   0.000000
 11794  USAZYO1   0.000000
 11795  USAZYR1   0.017857
 11796  USAZYS1   0.000000
 11797  USAZYT1  -0.012500
 11798  USAZYV1   0.000000
 11799  USAZYX1   0.000000
 11800  USAZZ41   0.285714
 11801  USAZZ51   0.000000
 11802  USAZZ71  -0.166667
 11803  USAZZ81   0.017828
 11804  USAZZ91   0.000000
 11805  USAZZA1   0.000000
 11806  USAZZB1   0.000000
 11807  USAZZD1   0.000000
 11808  USAZZF1   0.005618
 11809  USAZZI1   0.000000
 11810  USAZZL1   0.283333
 11811  USAZZP1  -0.029412
 11812  USAZZR1   0.000000
 11813  USAZZX1   0.064516
 11814  USAZZY1  -0.019160
 11815  USAZZZ1  -0.003650
 
 [11668 rows x 2 columns], '20050804':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161  -0.012975
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.018692
 169    USA01Q1   0.000000
 170    USA0202   0.298578
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.000000
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11787  USAZY41   0.000000
 11788  USAZY51   0.000000
 11789  USAZY61   0.000000
 11790  USAZY71   0.000000
 11791  USAZYI1   0.000000
 11792  USAZYJ1   0.000000
 11793  USAZYK1   0.000000
 11794  USAZYM1   0.000000
 11795  USAZYO1   0.033333
 11796  USAZYR1   0.017544
 11797  USAZYS1   0.000000
 11798  USAZYT1  -0.012658
 11799  USAZYV1   0.000000
 11800  USAZYX1  -0.016588
 11801  USAZZ41  -0.055556
 11802  USAZZ51   0.000000
 11803  USAZZ71   0.000000
 11804  USAZZ81   0.004184
 11805  USAZZ91   0.000000
 11806  USAZZA1   0.000000
 11807  USAZZB1   0.000000
 11808  USAZZD1   0.000000
 11809  USAZZF1   0.000000
 11810  USAZZI1   0.000000
 11811  USAZZL1   0.000000
 11812  USAZZP1   0.030303
 11813  USAZZR1   0.000000
 11814  USAZZX1   0.151515
 11815  USAZZY1  -0.012884
 11816  USAZZZ1   0.000366
 
 [11669 rows x 2 columns], '20050805':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.009841
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161  -0.010329
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1  -0.009174
 169    USA01Q1   0.000000
 170    USA0202   0.003650
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.001899
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11788  USAZY41   0.000000
 11789  USAZY51   0.000000
 11790  USAZY61   0.000000
 11791  USAZY71   0.000000
 11792  USAZYI1  -0.113924
 11793  USAZYJ1   0.000000
 11794  USAZYK1   0.000000
 11795  USAZYM1   0.000000
 11796  USAZYO1  -0.032258
 11797  USAZYR1   0.103448
 11798  USAZYS1   0.000000
 11799  USAZYT1  -0.038462
 11800  USAZYV1   0.428571
 11801  USAZYX1  -0.031325
 11802  USAZZ41  -0.058824
 11803  USAZZ51   0.000000
 11804  USAZZ71   0.000000
 11805  USAZZ81  -0.012990
 11806  USAZZ91   0.000000
 11807  USAZZA1   0.000000
 11808  USAZZB1   0.000000
 11809  USAZZD1   0.000000
 11810  USAZZF1  -0.011173
 11811  USAZZI1   0.000000
 11812  USAZZL1   0.000000
 11813  USAZZP1   0.058824
 11814  USAZZR1   0.000000
 11815  USAZZX1   0.000000
 11816  USAZZY1  -0.022947
 11817  USAZZZ1  -0.015013
 
 [11670 rows x 2 columns], '20050808':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.033522
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161   0.003795
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231  -0.022075
 172    USA0281   0.000000
 173    USA0291  -0.073892
 174    USA02A1   0.000000
 175    USA02B1   0.000000
 176    USA02H1  -0.025472
 177    USA02P1   0.000000
 ...        ...        ...
 11786  USAZY41   0.000000
 11787  USAZY51   0.019380
 11788  USAZY61   0.000000
 11789  USAZY71   0.000000
 11790  USAZYI1   0.000000
 11791  USAZYJ1   0.000000
 11792  USAZYK1   0.000000
 11793  USAZYM1   0.000000
 11794  USAZYO1   0.000000
 11795  USAZYR1  -0.031250
 11796  USAZYS1   0.000000
 11797  USAZYT1   0.040000
 11798  USAZYV1   0.000000
 11799  USAZYX1  -0.004975
 11800  USAZZ41   0.062500
 11801  USAZZ51   0.000000
 11802  USAZZ71   0.000000
 11803  USAZZ81   0.003477
 11804  USAZZ91   0.000000
 11805  USAZZA1   0.000000
 11806  USAZZB1   0.000000
 11807  USAZZD1   0.000000
 11808  USAZZF1   0.011299
 11809  USAZZI1   0.000000
 11810  USAZZL1   0.000000
 11811  USAZZP1   0.000000
 11812  USAZZR1   0.000000
 11813  USAZZX1   0.026316
 11814  USAZZY1  -0.026287
 11815  USAZZZ1  -0.034944
 
 [11668 rows x 2 columns], '20050809':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.003067
 151    USA0062   0.024390
 152    USA00E2  -0.011637
 153    USA00F1   0.004360
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1  -0.062750
 157    USA00J1   0.000000
 158    USA00K1  -0.048077
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161  -0.009452
 165    USA01I1   0.000000
 166    USA01J2  -0.012945
 167    USA01L1   0.051345
 168    USA01P1   0.018519
 169    USA01Q1   0.016427
 170    USA0202   0.000000
 171    USA0231   0.013544
 172    USA0281   0.023504
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.000000
 176    USA02H1  -0.002904
 177    USA02P1  -0.002604
 ...        ...        ...
 11789  USAZY41   0.000000
 11790  USAZY51   0.000000
 11791  USAZY61   0.000000
 11792  USAZY71   0.000000
 11793  USAZYI1   0.000000
 11794  USAZYJ1   0.000000
 11795  USAZYK1   0.000000
 11796  USAZYM1   0.000000
 11797  USAZYO1  -0.066667
 11798  USAZYR1  -0.096774
 11799  USAZYS1   0.000000
 11800  USAZYT1  -0.038462
 11801  USAZYV1  -0.200000
 11802  USAZYX1  -0.004500
 11803  USAZZ41  -0.058824
 11804  USAZZ51   0.000000
 11805  USAZZ71   0.000000
 11806  USAZZ81   0.002970
 11807  USAZZ91   0.000000
 11808  USAZZA1  -0.029167
 11809  USAZZB1   0.000000
 11810  USAZZD1   0.000000
 11811  USAZZF1  -0.033520
 11812  USAZZI1   0.000000
 11813  USAZZL1   0.038961
 11814  USAZZP1  -0.055556
 11815  USAZZR1   0.000000
 11816  USAZZX1   0.000000
 11817  USAZZY1   0.022793
 11818  USAZZZ1   0.001541
 
 [11671 rows x 2 columns], '20050810':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.009184
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161   0.018130
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1  -0.036364
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.000000
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11793  USAZY41   0.000000
 11794  USAZY51  -0.011407
 11795  USAZY61   0.000000
 11796  USAZY71   0.300000
 11797  USAZYI1  -0.071429
 11798  USAZYJ1   0.279070
 11799  USAZYK1   0.000000
 11800  USAZYM1   0.000000
 11801  USAZYO1   0.000000
 11802  USAZYR1   0.071429
 11803  USAZYS1   0.000000
 11804  USAZYT1   0.040000
 11805  USAZYV1  -0.125000
 11806  USAZYX1   0.004018
 11807  USAZZ41  -0.062500
 11808  USAZZ51   0.000000
 11809  USAZZ71   0.000000
 11810  USAZZ81   0.007402
 11811  USAZZ91   0.000000
 11812  USAZZA1   0.115880
 11813  USAZZB1   0.000000
 11814  USAZZD1   0.000000
 11815  USAZZF1  -0.005780
 11816  USAZZI1   0.000000
 11817  USAZZL1   0.000000
 11818  USAZZP1   0.000000
 11819  USAZZR1   0.000000
 11820  USAZZX1  -0.051282
 11821  USAZZY1   0.018823
 11822  USAZZZ1  -0.007692
 
 [11675 rows x 2 columns], '20050811':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161  -0.016834
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.000000
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11793  USAZY41   0.000000
 11794  USAZY51   0.003846
 11795  USAZY61   0.000000
 11796  USAZY71  -0.230769
 11797  USAZYI1   0.000000
 11798  USAZYJ1   0.000000
 11799  USAZYK1   0.000000
 11800  USAZYM1  -0.200000
 11801  USAZYO1   0.000000
 11802  USAZYR1  -0.033333
 11803  USAZYS1   0.000000
 11804  USAZYT1   0.000000
 11805  USAZYV1   0.285714
 11806  USAZYX1  -0.004002
 11807  USAZZ41   0.533333
 11808  USAZZ51   0.000000
 11809  USAZZ71   0.000000
 11810  USAZZ81  -0.005143
 11811  USAZZ91   0.000000
 11812  USAZZA1  -0.030769
 11813  USAZZB1   0.000000
 11814  USAZZD1   0.000000
 11815  USAZZF1   0.000000
 11816  USAZZI1   0.000000
 11817  USAZZL1   0.025000
 11818  USAZZP1  -0.029412
 11819  USAZZR1   0.000000
 11820  USAZZX1   0.000000
 11821  USAZZY1   0.013591
 11822  USAZZZ1   0.001550
 
 [11675 rows x 2 columns], '20050812':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161   0.016268
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.000000
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11781  USAZY41   0.000000
 11782  USAZY51  -0.011494
 11783  USAZY61   0.000000
 11784  USAZY71   0.000000
 11785  USAZYI1   0.000000
 11786  USAZYJ1   0.000000
 11787  USAZYK1   0.000000
 11788  USAZYM1   0.000000
 11789  USAZYO1   0.107143
 11790  USAZYR1   0.000000
 11791  USAZYS1   0.000000
 11792  USAZYT1   0.000000
 11793  USAZYV1   0.333333
 11794  USAZYX1   0.099448
 11795  USAZZ41  -0.130435
 11796  USAZZ51   0.000000
 11797  USAZZ71   0.000000
 11798  USAZZ81  -0.007878
 11799  USAZZ91   0.000000
 11800  USAZZA1   0.000000
 11801  USAZZB1   0.000000
 11802  USAZZD1   0.000000
 11803  USAZZF1   0.000000
 11804  USAZZI1   0.000000
 11805  USAZZL1  -0.048780
 11806  USAZZP1   0.212121
 11807  USAZZR1   0.000000
 11808  USAZZX1   0.081081
 11809  USAZZY1   0.004609
 11810  USAZZZ1  -0.008901
 
 [11663 rows x 2 columns], '20050815':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161   0.000000
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.000000
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11777  USAZY41   0.000000
 11778  USAZY51   0.000000
 11779  USAZY61   0.000000
 11780  USAZY71   0.000000
 11781  USAZYI1   0.000000
 11782  USAZYJ1   0.000000
 11783  USAZYK1   0.000000
 11784  USAZYM1   0.000000
 11785  USAZYO1  -0.064516
 11786  USAZYR1  -0.034483
 11787  USAZYS1   0.000000
 11788  USAZYT1   0.000000
 11789  USAZYV1   0.000000
 11790  USAZYX1   0.008680
 11791  USAZZ41   0.200000
 11792  USAZZ51   0.000000
 11793  USAZZ71   0.000000
 11794  USAZZ81  -0.001489
 11795  USAZZ91   0.000000
 11796  USAZZA1   0.000000
 11797  USAZZB1   0.000000
 11798  USAZZD1   0.000000
 11799  USAZZF1   0.029070
 11800  USAZZI1   0.000000
 11801  USAZZL1   0.000000
 11802  USAZZP1   0.000000
 11803  USAZZR1   0.000000
 11804  USAZZX1   0.075000
 11805  USAZZY1   0.038373
 11806  USAZZZ1  -0.004295
 
 [11659 rows x 2 columns], '20050816':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161   0.016949
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.000000
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11777  USAZY41   0.000000
 11778  USAZY51   0.015504
 11779  USAZY61   0.000000
 11780  USAZY71   0.000000
 11781  USAZYI1  -0.076923
 11782  USAZYJ1   0.000000
 11783  USAZYK1   0.000000
 11784  USAZYM1   0.000000
 11785  USAZYO1   0.000000
 11786  USAZYR1   0.000000
 11787  USAZYS1   0.000000
 11788  USAZYT1   0.000000
 11789  USAZYV1  -0.166667
 11790  USAZYX1   0.041214
 11791  USAZZ41   0.000000
 11792  USAZZ51   0.000000
 11793  USAZZ71   0.000000
 11794  USAZZ81  -0.001988
 11795  USAZZ91   0.000000
 11796  USAZZA1   0.000000
 11797  USAZZB1   0.000000
 11798  USAZZD1   0.000000
 11799  USAZZF1  -0.011299
 11800  USAZZI1   0.000000
 11801  USAZZL1   0.000000
 11802  USAZZP1  -0.075000
 11803  USAZZR1   0.000000
 11804  USAZZX1   0.046512
 11805  USAZZY1  -0.020687
 11806  USAZZZ1  -0.017255
 
 [11659 rows x 2 columns], '20050817':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161  -0.013889
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.000000
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11778  USAZY41   0.000000
 11779  USAZY51   0.000000
 11780  USAZY61   0.000000
 11781  USAZY71   0.000000
 11782  USAZYI1   0.000000
 11783  USAZYJ1   0.000000
 11784  USAZYK1   0.000000
 11785  USAZYM1   0.000000
 11786  USAZYO1   0.000000
 11787  USAZYR1  -0.125000
 11788  USAZYS1   0.000000
 11789  USAZYT1   0.000000
 11790  USAZYV1   0.000000
 11791  USAZYX1   0.020009
 11792  USAZZ41   0.083333
 11793  USAZZ51   0.000000
 11794  USAZZ71   0.000000
 11795  USAZZ81  -0.010209
 11796  USAZZ91   0.000000
 11797  USAZZA1   0.000000
 11798  USAZZB1   0.000000
 11799  USAZZD1   0.000000
 11800  USAZZF1  -0.022857
 11801  USAZZI1   0.000000
 11802  USAZZL1   0.000000
 11803  USAZZP1   0.000000
 11804  USAZZR1   0.000000
 11805  USAZZX1  -0.111111
 11806  USAZZY1   0.031788
 11807  USAZZZ1   0.005587
 
 [11660 rows x 2 columns], '20050818':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00G2   0.000000
 155    USA00H1   0.000000
 156    USA00I1   0.000000
 157    USA00J1   0.000000
 158    USA00K1   0.000000
 159    USA00P1   0.000000
 160    USA00R1   0.000000
 161    USA00S1   0.000000
 162    USA00V1   0.000000
 163    USA0131   0.000000
 164    USA0161   0.000000
 165    USA01I1   0.000000
 166    USA01J2   0.000000
 167    USA01L1   0.000000
 168    USA01P1   0.000000
 169    USA01Q1   0.000000
 170    USA0202   0.000000
 171    USA0231   0.000000
 172    USA0281   0.000000
 173    USA0291   0.000000
 174    USA02A1   0.000000
 175    USA02B1   0.000000
 176    USA02H1   0.000000
 177    USA02P1   0.000000
 ...        ...        ...
 11779  USAZY41   0.000000
 11780  USAZY51   0.000000
 11781  USAZY61   0.000000
 11782  USAZY71   0.000000
 11783  USAZYI1   0.000000
 11784  USAZYJ1   0.000000
 11785  USAZYK1   0.000000
 11786  USAZYM1   0.000000
 11787  USAZYO1  -0.034483
 11788  USAZYR1  -0.020408
 11789  USAZYS1   0.000000
 11790  USAZYT1   0.025641
 11791  USAZYV1   0.000000
 11792  USAZYX1  -0.005117
 11793  USAZZ41   0.000000
 11794  USAZZ51   0.000000
 11795  USAZZ71   0.000000
 11796  USAZZ81   0.003019
 11797  USAZZ91   0.000000
 11798  USAZZA1   0.000000
 11799  USAZZB1   0.000000
 11800  USAZZD1   0.000000
 11801  USAZZF1   0.023392
 11802  USAZZI1   0.000000
 11803  USAZZL1  -0.012821
 11804  USAZZP1   0.081081
 11805  USAZZR1   0.000000
 11806  USAZZX1  -0.025000
 11807  USAZZY1  -0.006162
 11808  USAZZZ1   0.003968
 
 [11661 rows x 2 columns], '20050819':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.015291
 152    USA0062   0.013409
 153    USA00E2   0.040031
 154    USA00F1   0.015919
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1  -0.001425
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.014085
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.036756
 169    USA01P1  -0.037736
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281  -0.016701
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1  -0.002370
 177    USA02H1  -0.057282
 178    USA02P1   0.020888
 ...        ...        ...
 11778  USAZY41   0.000000
 11779  USAZY51  -0.003817
 11780  USAZY61   0.000000
 11781  USAZY71   0.000000
 11782  USAZYI1  -0.083333
 11783  USAZYJ1   0.090909
 11784  USAZYK1   0.000000
 11785  USAZYM1   0.000000
 11786  USAZYO1  -0.035714
 11787  USAZYR1   0.041667
 11788  USAZYS1   0.000000
 11789  USAZYT1  -0.025000
 11790  USAZYV1   0.000000
 11791  USAZYX1   0.018431
 11792  USAZZ41  -0.076923
 11793  USAZZ51   0.000000
 11794  USAZZ71   0.000000
 11795  USAZZ81  -0.003261
 11796  USAZZ91   0.000000
 11797  USAZZA1   0.000000
 11798  USAZZB1   0.000000
 11799  USAZZD1   0.000000
 11800  USAZZF1   0.000000
 11801  USAZZI1   0.000000
 11802  USAZZL1  -0.025974
 11803  USAZZP1   0.000000
 11804  USAZZR1   0.000000
 11805  USAZZX1  -0.179487
 11806  USAZZY1   0.004800
 11807  USAZZZ1   0.023715
 
 [11659 rows x 2 columns], '20050822':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.011111
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1  -0.002375
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 11779  USAZY41   0.000000
 11780  USAZY51   0.000000
 11781  USAZY61   0.000000
 11782  USAZY71   0.000000
 11783  USAZYI1  -0.090909
 11784  USAZYJ1   0.000000
 11785  USAZYK1   0.000000
 11786  USAZYM1   0.000000
 11787  USAZYO1  -0.037037
 11788  USAZYR1   0.000000
 11789  USAZYS1   0.000000
 11790  USAZYT1   0.000000
 11791  USAZYV1   0.000000
 11792  USAZYX1   0.010101
 11793  USAZZ41  -0.208333
 11794  USAZZ51   0.000000
 11795  USAZZ71  -0.400000
 11796  USAZZ81   0.001761
 11797  USAZZ91   0.000000
 11798  USAZZA1   0.000000
 11799  USAZZB1   0.000000
 11800  USAZZD1   0.000000
 11801  USAZZF1   0.000000
 11802  USAZZI1   0.000000
 11803  USAZZL1   0.000000
 11804  USAZZP1   0.000000
 11805  USAZZR1   0.000000
 11806  USAZZX1   0.093750
 11807  USAZZY1  -0.002389
 11808  USAZZZ1   0.000000
 
 [11660 rows x 2 columns], '20050823':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031  -0.009036
 152    USA0062  -0.001825
 153    USA00E2  -0.013585
 154    USA00F1  -0.008547
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1  -0.004280
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161  -0.002747
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1  -0.022727
 169    USA01P1  -0.004902
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281  -0.012739
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000000
 177    USA02H1   0.003090
 178    USA02P1  -0.010230
 ...        ...        ...
 11778  USAZY41   0.000000
 11779  USAZY51   0.003831
 11780  USAZY61   0.000000
 11781  USAZY71   0.140000
 11782  USAZYI1   0.000000
 11783  USAZYJ1   0.000000
 11784  USAZYK1   0.000000
 11785  USAZYM1   0.000000
 11786  USAZYO1   0.076923
 11787  USAZYR1   0.120000
 11788  USAZYS1   0.000000
 11789  USAZYT1  -0.038462
 11790  USAZYV1  -0.300000
 11791  USAZYX1  -0.008750
 11792  USAZZ41   0.000000
 11793  USAZZ51   0.000000
 11794  USAZZ71   0.166667
 11795  USAZZ81   0.013564
 11796  USAZZ91   0.000000
 11797  USAZZA1   0.000000
 11798  USAZZB1   0.000000
 11799  USAZZD1   0.000000
 11800  USAZZF1   0.011429
 11801  USAZZI1   0.000000
 11802  USAZZL1  -0.040000
 11803  USAZZP1   0.000000
 11804  USAZZR1   0.000000
 11805  USAZZX1  -0.028571
 11806  USAZZY1  -0.024741
 11807  USAZZZ1   0.017375
 
 [11659 rows x 2 columns], '20050824':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.000000
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1  -0.004926
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000000
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 11778  USAZY41   0.000000
 11779  USAZY51  -0.003817
 11780  USAZY61   0.000000
 11781  USAZY71   0.000000
 11782  USAZYI1   0.000000
 11783  USAZYJ1   0.000000
 11784  USAZYK1   0.000000
 11785  USAZYM1   0.500000
 11786  USAZYO1   0.000000
 11787  USAZYR1  -0.035714
 11788  USAZYS1   0.000000
 11789  USAZYT1   0.000000
 11790  USAZYV1   0.000000
 11791  USAZYX1   0.000000
 11792  USAZZ41  -0.157895
 11793  USAZZ51   0.000000
 11794  USAZZ71   0.000000
 11795  USAZZ81  -0.007931
 11796  USAZZ91   0.000000
 11797  USAZZA1   0.000000
 11798  USAZZB1   0.000000
 11799  USAZZD1   0.000000
 11800  USAZZF1  -0.005650
 11801  USAZZI1   0.000000
 11802  USAZZL1  -0.055556
 11803  USAZZP1   0.025000
 11804  USAZZR1   0.000000
 11805  USAZZX1   0.058824
 11806  USAZZY1   0.016367
 11807  USAZZZ1  -0.000380
 
 [11659 rows x 2 columns], '20050825':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161  -0.017447
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1  -0.023810
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 11778  USAZY41   0.000000
 11779  USAZY51   0.000000
 11780  USAZY61   0.000000
 11781  USAZY71  -0.122807
 11782  USAZYI1   0.300000
 11783  USAZYJ1   0.000000
 11784  USAZYK1   0.000000
 11785  USAZYM1   0.166667
 11786  USAZYO1   0.000000
 11787  USAZYR1   0.148148
 11788  USAZYS1   0.000000
 11789  USAZYT1   0.000000
 11790  USAZYV1  -0.028571
 11791  USAZYX1  -0.019840
 11792  USAZZ41   0.062500
 11793  USAZZ51   0.000000
 11794  USAZZ71   0.000000
 11795  USAZZ81   0.010992
 11796  USAZZ91   0.000000
 11797  USAZZA1  -0.007937
 11798  USAZZB1   0.000000
 11799  USAZZD1   0.000000
 11800  USAZZF1  -0.017045
 11801  USAZZI1   0.000000
 11802  USAZZL1   0.102941
 11803  USAZZP1  -0.024390
 11804  USAZZR1   0.000000
 11805  USAZZX1   0.500000
 11806  USAZZY1  -0.017110
 11807  USAZZZ1   0.000000
 
 [11659 rows x 2 columns], '20050826':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.038453
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.000000
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000000
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 11778  USAZY41   0.000000
 11779  USAZY51   0.000000
 11780  USAZY61   0.000000
 11781  USAZY71   0.000000
 11782  USAZYI1  -0.230769
 11783  USAZYJ1   0.000000
 11784  USAZYK1   0.000000
 11785  USAZYM1   0.000000
 11786  USAZYO1  -0.071429
 11787  USAZYR1  -0.032258
 11788  USAZYS1   0.000000
 11789  USAZYT1  -0.053333
 11790  USAZYV1   0.000000
 11791  USAZYX1  -0.005168
 11792  USAZZ41   0.000000
 11793  USAZZ51   0.000000
 11794  USAZZ71   0.000000
 11795  USAZZ81  -0.011119
 11796  USAZZ91   0.000000
 11797  USAZZA1   0.000000
 11798  USAZZB1   0.000000
 11799  USAZZD1   0.000000
 11800  USAZZF1   0.040462
 11801  USAZZI1   0.000000
 11802  USAZZL1  -0.026667
 11803  USAZZP1  -0.100000
 11804  USAZZR1   0.000000
 11805  USAZZX1  -0.074074
 11806  USAZZY1  -0.013311
 11807  USAZZZ1   0.007973
 
 [11659 rows x 2 columns], '20050829':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031  -0.007599
 152    USA0062   0.003656
 153    USA00E2   0.016832
 154    USA00F1  -0.010057
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1  -0.005050
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161  -0.014953
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.004950
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281  -0.010753
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000000
 177    USA02H1   0.006160
 178    USA02P1  -0.005168
 ...        ...        ...
 11777  USAZY41   0.000000
 11778  USAZY51  -0.011494
 11779  USAZY61   0.000000
 11780  USAZY71   0.300000
 11781  USAZYI1  -0.200000
 11782  USAZYJ1   0.000000
 11783  USAZYK1   0.000000
 11784  USAZYM1   0.000000
 11785  USAZYO1   0.000000
 11786  USAZYR1  -0.033333
 11787  USAZYS1   0.000000
 11788  USAZYT1   0.000000
 11789  USAZYV1   0.000000
 11790  USAZYX1  -0.008658
 11791  USAZZ41   0.058824
 11792  USAZZ51   0.000000
 11793  USAZZ71   0.000000
 11794  USAZZ81   0.001000
 11795  USAZZ91   0.000000
 11796  USAZZA1   0.000000
 11797  USAZZB1   0.000000
 11798  USAZZD1   0.000000
 11799  USAZZF1   0.038889
 11800  USAZZI1   0.000000
 11801  USAZZL1   0.082192
 11802  USAZZP1   0.000000
 11803  USAZZR1   0.000000
 11804  USAZZX1  -0.120000
 11805  USAZZY1  -0.005812
 11806  USAZZZ1   0.001883
 
 [11658 rows x 2 columns], '20050830':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.033207
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000000
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 11776  USAZY41   0.000000
 11777  USAZY51   0.011628
 11778  USAZY61   0.000000
 11779  USAZY71   0.000000
 11780  USAZYI1   0.000000
 11781  USAZYJ1   0.000000
 11782  USAZYK1   0.000000
 11783  USAZYM1   0.000000
 11784  USAZYO1   0.000000
 11785  USAZYR1  -0.034483
 11786  USAZYS1   0.000000
 11787  USAZYT1   0.000000
 11788  USAZYV1   0.029412
 11789  USAZYX1  -0.008734
 11790  USAZZ41  -0.055556
 11791  USAZZ51   0.000000
 11792  USAZZ71   0.000000
 11793  USAZZ81  -0.004993
 11794  USAZZ91   0.000000
 11795  USAZZA1  -0.064000
 11796  USAZZB1   0.000000
 11797  USAZZD1   0.000000
 11798  USAZZF1  -0.010695
 11799  USAZZI1   0.000000
 11800  USAZZL1   0.000000
 11801  USAZZP1  -0.055556
 11802  USAZZR1   0.000000
 11803  USAZZX1   0.113636
 11804  USAZZY1   0.017745
 11805  USAZZZ1  -0.015414
 
 [11657 rows x 2 columns], '20050831':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.004547
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161  -0.003673
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1  -0.024390
 177    USA02H1   0.000000
 178    USA02P1  -0.015584
 ...        ...        ...
 11791  USAZY41   0.000000
 11792  USAZY51   0.000000
 11793  USAZY61   0.000000
 11794  USAZY71  -0.230769
 11795  USAZYI1   0.125000
 11796  USAZYJ1   0.000000
 11797  USAZYK1  -0.600000
 11798  USAZYM1   0.000000
 11799  USAZYO1   0.076923
 11800  USAZYR1   0.035714
 11801  USAZYS1   0.000000
 11802  USAZYT1  -0.056338
 11803  USAZYV1  -0.142857
 11804  USAZYX1   0.017181
 11805  USAZZ41  -0.058823
 11806  USAZZ51   0.000000
 11807  USAZZ71   0.000000
 11808  USAZZ81   0.019568
 11809  USAZZ91   0.000000
 11810  USAZZA1  -0.059829
 11811  USAZZB1   0.000000
 11812  USAZZD1   0.000000
 11813  USAZZF1   0.010811
 11814  USAZZI1   0.000000
 11815  USAZZL1  -0.164557
 11816  USAZZP1   0.058824
 11817  USAZZR1   0.000000
 11818  USAZZX1  -0.061224
 11819  USAZZY1   0.050256
 11820  USAZZZ1  -0.016037
 
 [11672 rows x 2 columns], '20050901':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161  -0.024885
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000000
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 11778  USAZY41   0.000000
 11779  USAZY51  -0.007663
 11780  USAZY61   0.000000
 11781  USAZY71   0.000000
 11782  USAZYI1   0.000000
 11783  USAZYJ1   0.100000
 11784  USAZYK1   0.000000
 11785  USAZYM1   0.142857
 11786  USAZYO1  -0.071429
 11787  USAZYR1   0.034483
 11788  USAZYS1   0.000000
 11789  USAZYT1   0.089552
 11790  USAZYV1   0.000000
 11791  USAZYX1  -0.004331
 11792  USAZZ41  -0.125000
 11793  USAZZ51   0.000000
 11794  USAZZ71   0.000000
 11795  USAZZ81   0.023622
 11796  USAZZ91   0.000000
 11797  USAZZA1   0.000000
 11798  USAZZB1   0.000000
 11799  USAZZD1   0.000000
 11800  USAZZF1   0.000000
 11801  USAZZI1   0.000000
 11802  USAZZL1   0.151515
 11803  USAZZP1   0.000000
 11804  USAZZR1   0.000000
 11805  USAZZX1  -0.065217
 11806  USAZZY1   0.006641
 11807  USAZZZ1   0.012806
 
 [11659 rows x 2 columns], '20050902':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161  -0.025520
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.050000
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 11775  USAZY41   0.000000
 11776  USAZY51   0.000000
 11777  USAZY61   0.000000
 11778  USAZY71   0.000000
 11779  USAZYI1   0.000000
 11780  USAZYJ1   0.000000
 11781  USAZYK1   0.000000
 11782  USAZYM1   0.000000
 11783  USAZYO1   0.038462
 11784  USAZYR1  -0.033333
 11785  USAZYS1   9.000000
 11786  USAZYT1   0.013699
 11787  USAZYV1  -0.266667
 11788  USAZYX1   0.002610
 11789  USAZZ41   0.071429
 11790  USAZZ51   0.000000
 11791  USAZZ71   0.000000
 11792  USAZZ81   0.011298
 11793  USAZZ91   0.000000
 11794  USAZZA1   0.000000
 11795  USAZZB1   0.000000
 11796  USAZZD1   0.000000
 11797  USAZZF1   0.000000
 11798  USAZZI1   0.000000
 11799  USAZZL1   0.000000
 11800  USAZZP1   0.000000
 11801  USAZZR1   0.000000
 11802  USAZZX1   0.000000
 11803  USAZZY1  -0.014552
 11804  USAZZZ1   0.009195
 
 [11656 rows x 2 columns], '20050906':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031  -0.008423
 152    USA0062   0.010929
 153    USA00E2   0.002257
 154    USA00F1   0.001451
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.027496
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.012910
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.034884
 169    USA01P1   0.024631
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281  -0.015217
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000000
 177    USA02H1  -0.030612
 178    USA02P1   0.026385
 ...        ...        ...
 11773  USAZY41   0.000000
 11774  USAZY51  -0.015444
 11775  USAZY61   0.000000
 11776  USAZY71   0.300000
 11777  USAZYI1   0.000000
 11778  USAZYJ1   0.000000
 11779  USAZYK1   0.000000
 11780  USAZYM1   0.000000
 11781  USAZYO1  -0.044444
 11782  USAZYR1  -0.034483
 11783  USAZYS1   0.000000
 11784  USAZYT1   0.054054
 11785  USAZYV1   0.818182
 11786  USAZYX1   0.004338
 11787  USAZZ41  -0.066667
 11788  USAZZ51   0.000000
 11789  USAZZ71   0.000000
 11790  USAZZ81   0.000713
 11791  USAZZ91   0.000000
 11792  USAZZA1  -0.045455
 11793  USAZZB1   0.000000
 11794  USAZZD1   0.000000
 11795  USAZZF1  -0.005348
 11796  USAZZI1   0.000000
 11797  USAZZL1   0.013158
 11798  USAZZP1  -0.055556
 11799  USAZZR1   0.000000
 11800  USAZZX1  -0.023256
 11801  USAZZY1   0.035637
 11802  USAZZZ1   0.011769
 
 [11654 rows x 2 columns], '20050907':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.003604
 153    USA00E2   0.000000
 154    USA00F1   0.005797
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131  -0.010723
 165    USA0161   0.000000
 166    USA01I1   0.000000
 167    USA01J2   0.116393
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.042424
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.022075
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000000
 177    USA02H1   0.000000
 178    USA02P1   0.010283
 ...        ...        ...
 11772  USAZY41   0.000000
 11773  USAZY51   0.000000
 11774  USAZY61   0.000000
 11775  USAZY71   0.000000
 11776  USAZYI1   0.000000
 11777  USAZYJ1   0.000000
 11778  USAZYK1   0.000000
 11779  USAZYM1   0.000000
 11780  USAZYO1   0.007752
 11781  USAZYR1   0.000000
 11782  USAZYS1   0.000000
 11783  USAZYT1   0.000000
 11784  USAZYV1   0.000000
 11785  USAZYX1   0.000000
 11786  USAZZ41   0.000000
 11787  USAZZ51   0.000000
 11788  USAZZ71   0.000000
 11789  USAZZ81  -0.005701
 11790  USAZZ91   0.000000
 11791  USAZZA1   0.000000
 11792  USAZZB1   0.000000
 11793  USAZZD1   0.000000
 11794  USAZZF1  -0.016129
 11795  USAZZI1   0.000000
 11796  USAZZL1   0.000000
 11797  USAZZP1  -0.147059
 11798  USAZZR1   0.000000
 11799  USAZZX1   0.000000
 11800  USAZZY1   0.015209
 11801  USAZZZ1   0.002627
 
 [11653 rows x 2 columns], '20050908':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.000000
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000000
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 11772  USAZY41   0.000000
 11773  USAZY51   0.000000
 11774  USAZY61   0.000000
 11775  USAZY71   0.000000
 11776  USAZYI1   0.111111
 11777  USAZYJ1   0.212121
 11778  USAZYK1   0.000000
 11779  USAZYM1   0.000000
 11780  USAZYO1   0.000000
 11781  USAZYR1   0.035714
 11782  USAZYS1   0.000000
 11783  USAZYT1   0.000000
 11784  USAZYV1   0.000000
 11785  USAZYX1   0.010799
 11786  USAZZ41  -0.071429
 11787  USAZZ51   0.000000
 11788  USAZZ71   0.000000
 11789  USAZZ81   0.006450
 11790  USAZZ91   0.000000
 11791  USAZZA1   0.142857
 11792  USAZZB1   0.000000
 11793  USAZZD1   0.000000
 11794  USAZZF1   0.092896
 11795  USAZZI1   0.000000
 11796  USAZZL1   0.000000
 11797  USAZZP1   0.096552
 11798  USAZZR1   0.000000
 11799  USAZZX1   0.000000
 11800  USAZZY1  -0.039139
 11801  USAZZZ1  -0.004491
 
 [11653 rows x 2 columns], '20050909':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.007722
 152    USA0062   0.019748
 153    USA00E2  -0.007508
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.023944
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.007843
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.015730
 169    USA01P1   0.019231
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281  -0.015119
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000000
 177    USA02H1  -0.017895
 178    USA02P1  -0.002545
 ...        ...        ...
 11772  USAZY41   0.000000
 11773  USAZY51  -0.007843
 11774  USAZY61   0.000000
 11775  USAZY71   0.000000
 11776  USAZYI1   0.000000
 11777  USAZYJ1   0.000000
 11778  USAZYK1   0.000000
 11779  USAZYM1   0.000000
 11780  USAZYO1   0.153846
 11781  USAZYR1   0.000000
 11782  USAZYS1   0.000000
 11783  USAZYT1  -0.064103
 11784  USAZYV1   0.000000
 11785  USAZYX1   0.006410
 11786  USAZZ41   0.076923
 11787  USAZZ51   0.000000
 11788  USAZZ71   0.000000
 11789  USAZZ81   0.014954
 11790  USAZZ91   0.000000
 11791  USAZZA1   0.000000
 11792  USAZZB1   0.000000
 11793  USAZZD1   0.000000
 11794  USAZZF1   0.055000
 11795  USAZZI1  -0.061224
 11796  USAZZL1   0.129870
 11797  USAZZP1   0.000000
 11798  USAZZR1   0.000000
 11799  USAZZX1   0.071429
 11800  USAZZY1   0.053206
 11801  USAZZZ1  -0.011654
 
 [11653 rows x 2 columns], '20050912':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.016537
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000000
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 11772  USAZY41   0.000000
 11773  USAZY51   0.000000
 11774  USAZY61   0.000000
 11775  USAZY71  -0.076923
 11776  USAZYI1   0.000000
 11777  USAZYJ1   0.000000
 11778  USAZYK1   0.000000
 11779  USAZYM1   0.000000
 11780  USAZYO1   1.000000
 11781  USAZYR1  -0.062069
 11782  USAZYS1   0.000000
 11783  USAZYT1  -0.041096
 11784  USAZYV1  -0.450000
 11785  USAZYX1   0.000000
 11786  USAZZ41   0.000000
 11787  USAZZ51   0.000000
 11788  USAZZ71   0.000000
 11789  USAZZ81  -0.010758
 11790  USAZZ91   0.000000
 11791  USAZZA1   0.000000
 11792  USAZZB1   0.000000
 11793  USAZZD1   0.000000
 11794  USAZZF1   0.042654
 11795  USAZZI1   0.026087
 11796  USAZZL1   0.022989
 11797  USAZZP1  -0.088050
 11798  USAZZR1   0.000000
 11799  USAZZX1   0.044444
 11800  USAZZY1   0.001665
 11801  USAZZZ1   0.004184
 
 [11653 rows x 2 columns], '20050913':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161  -0.001914
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000000
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 11767  USAZY41   0.000000
 11768  USAZY51   0.000000
 11769  USAZY61  -0.200000
 11770  USAZY71   0.000000
 11771  USAZYI1   0.000000
 11772  USAZYJ1   0.000000
 11773  USAZYK1   0.000000
 11774  USAZYM1   0.000000
 11775  USAZYO1  -0.170000
 11776  USAZYR1  -0.007353
 11777  USAZYS1   0.000000
 11778  USAZYT1   0.000000
 11779  USAZYV1   0.000000
 11780  USAZYX1  -0.002123
 11781  USAZZ41  -0.071429
 11782  USAZZ51   0.000000
 11783  USAZZ71   0.000000
 11784  USAZZ81  -0.001891
 11785  USAZZ91   0.000000
 11786  USAZZA1   0.000000
 11787  USAZZB1   0.000000
 11788  USAZZD1   0.000000
 11789  USAZZF1  -0.022727
 11790  USAZZI1   0.000000
 11791  USAZZL1   0.044944
 11792  USAZZP1   0.068966
 11793  USAZZR1   0.000000
 11794  USAZZX1  -0.106383
 11795  USAZZY1  -0.016257
 11796  USAZZZ1  -0.007576
 
 [11648 rows x 2 columns], '20050914':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.000000
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1  -0.045239
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 11769  USAZY41   0.000000
 11770  USAZY51  -0.051383
 11771  USAZY61   0.000000
 11772  USAZY71   0.000000
 11773  USAZYI1   0.000000
 11774  USAZYJ1   0.000000
 11775  USAZYK1   1.500000
 11776  USAZYM1   0.000000
 11777  USAZYO1  -0.196787
 11778  USAZYR1   0.000000
 11779  USAZYS1   0.000000
 11780  USAZYT1   0.028571
 11781  USAZYV1   0.000000
 11782  USAZYX1   0.004255
 11783  USAZZ41   0.076923
 11784  USAZZ51   0.000000
 11785  USAZZ71   0.000000
 11786  USAZZ81   0.014448
 11787  USAZZ91   0.000000
 11788  USAZZA1  -0.100000
 11789  USAZZB1   0.000000
 11790  USAZZD1   0.000000
 11791  USAZZF1   0.000000
 11792  USAZZI1   0.000000
 11793  USAZZL1   0.043011
 11794  USAZZP1   0.000000
 11795  USAZZR1   0.000000
 11796  USAZZX1   0.047619
 11797  USAZZY1  -0.005634
 11798  USAZZZ1  -0.007252
 
 [11650 rows x 2 columns], '20050915':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161  -0.008629
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000000
 177    USA02H1   0.000000
 178    USA02P1   0.015306
 ...        ...        ...
 11748  USAZY41   0.000000
 11749  USAZY51   0.020833
 11750  USAZY61   0.000000
 11751  USAZY71   0.000000
 11752  USAZYI1  -0.260000
 11753  USAZYJ1   0.000000
 11754  USAZYK1   0.000000
 11755  USAZYM1   0.000000
 11756  USAZYO1   0.150000
 11757  USAZYR1   0.037037
 11758  USAZYS1   0.000000
 11759  USAZYT1   0.000000
 11760  USAZYV1   0.000000
 11761  USAZYX1   0.058475
 11762  USAZZ41  -0.071429
 11763  USAZZ51   0.000000
 11764  USAZZ71   0.000000
 11765  USAZZ81   0.002568
 11766  USAZZ91   0.000000
 11767  USAZZA1   0.129630
 11768  USAZZB1   0.000000
 11769  USAZZD1   0.000000
 11770  USAZZF1  -0.023256
 11771  USAZZI1  -0.025424
 11772  USAZZL1   0.030928
 11773  USAZZP1   0.090323
 11774  USAZZR1   0.000000
 11775  USAZZX1   0.000000
 11776  USAZZY1   0.013975
 11777  USAZZZ1   0.000769
 
 [11629 rows x 2 columns], '20050916':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031  -0.032950
 152    USA0062   0.008993
 153    USA00E2  -0.015129
 154    USA00F1   0.012968
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.009671
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.002212
 169    USA01P1  -0.014151
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.021930
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000000
 177    USA02H1  -0.011790
 178    USA02P1  -0.010050
 ...        ...        ...
 11745  USAZY41   0.000000
 11746  USAZY51  -0.020408
 11747  USAZY61   0.000000
 11748  USAZY71   0.000000
 11749  USAZYI1   0.081081
 11750  USAZYJ1   0.000000
 11751  USAZYK1   0.000000
 11752  USAZYM1   0.000000
 11753  USAZYO1  -0.021739
 11754  USAZYR1  -0.071429
 11755  USAZYS1   0.000000
 11756  USAZYT1  -0.013889
 11757  USAZYV1  -0.090909
 11758  USAZYX1  -0.029223
 11759  USAZZ41   0.000000
 11760  USAZZ51   0.000000
 11761  USAZZ71   0.000000
 11762  USAZZ81   0.009315
 11763  USAZZ91   0.000000
 11764  USAZZA1   0.000000
 11765  USAZZB1   0.200000
 11766  USAZZD1   0.000000
 11767  USAZZF1  -0.047619
 11768  USAZZI1   0.000000
 11769  USAZZL1   0.000000
 11770  USAZZP1  -0.082840
 11771  USAZZR1   0.000000
 11772  USAZZX1   0.090909
 11773  USAZZY1  -0.024958
 11774  USAZZZ1  -0.005378
 
 [11626 rows x 2 columns], '20050919':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161  -0.007663
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.014963
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 11742  USAZY41   0.000000
 11743  USAZY51   0.000000
 11744  USAZY61   0.000000
 11745  USAZY71  -0.566667
 11746  USAZYI1   0.000000
 11747  USAZYJ1   0.000000
 11748  USAZYK1   0.000000
 11749  USAZYM1   0.000000
 11750  USAZYO1   0.155556
 11751  USAZYR1   0.019231
 11752  USAZYS1   0.000000
 11753  USAZYT1  -0.028169
 11754  USAZYV1   0.000000
 11755  USAZYX1   0.001649
 11756  USAZZ41  -0.076923
 11757  USAZZ51   0.000000
 11758  USAZZ71   0.428571
 11759  USAZZ81  -0.002538
 11760  USAZZ91   0.000000
 11761  USAZZA1   0.000000
 11762  USAZZB1   0.000000
 11763  USAZZD1   0.000000
 11764  USAZZF1   0.050000
 11765  USAZZI1   0.000000
 11766  USAZZL1  -0.050000
 11767  USAZZP1  -0.032258
 11768  USAZZR1   0.000000
 11769  USAZZX1   0.041667
 11770  USAZZY1  -0.029035
 11771  USAZZZ1  -0.015064
 
 [11623 rows x 2 columns], '20050920':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031  -0.003962
 152    USA0062  -0.021390
 153    USA00E2   0.002304
 154    USA00F1   0.009957
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1  -0.011004
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.003861
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.015453
 169    USA01P1   0.004785
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.007372
 177    USA02H1  -0.011931
 178    USA02P1  -0.005076
 ...        ...        ...
 11742  USAZY41   0.000000
 11743  USAZY51   0.004167
 11744  USAZY61   0.000000
 11745  USAZY71   1.307692
 11746  USAZYI1   0.000000
 11747  USAZYJ1   0.000000
 11748  USAZYK1   0.000000
 11749  USAZYM1   0.000000
 11750  USAZYO1  -0.019231
 11751  USAZYR1  -0.018868
 11752  USAZYS1   0.000000
 11753  USAZYT1   0.000000
 11754  USAZYV1   0.250000
 11755  USAZYX1  -0.003705
 11756  USAZZ41  -0.083333
 11757  USAZZ51   0.000000
 11758  USAZZ71  -0.500000
 11759  USAZZ81  -0.008328
 11760  USAZZ91   0.000000
 11761  USAZZA1   0.000000
 11762  USAZZB1   0.000000
 11763  USAZZD1   0.000000
 11764  USAZZF1   0.023810
 11765  USAZZI1  -0.060870
 11766  USAZZL1   0.010526
 11767  USAZZP1   0.000000
 11768  USAZZR1   0.000000
 11769  USAZZX1   0.020000
 11770  USAZZY1  -0.013378
 11771  USAZZZ1  -0.017647
 
 [11623 rows x 2 columns], '20050921':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062  -0.041894
 153    USA00E2  -0.013027
 154    USA00F1  -0.038028
 155    USA00G2   0.000000
 156    USA00H1   0.287599
 157    USA00I1   0.000000
 158    USA00J1  -0.085137
 159    USA00K1  -0.065366
 160    USA00P1  -0.010437
 161    USA00R1  -0.043681
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131  -0.040355
 165    USA0161   0.000000
 166    USA01I1   0.000000
 167    USA01J2  -0.039648
 168    USA01L1   0.004348
 169    USA01P1  -0.033333
 170    USA01Q1  -0.052563
 171    USA0202   0.000000
 172    USA0231  -0.146993
 173    USA0281  -0.051502
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000000
 177    USA02H1   0.000000
 178    USA02P1  -0.020408
 ...        ...        ...
 11743  USAZY41   0.000000
 11744  USAZY51  -0.037344
 11745  USAZY61   0.000000
 11746  USAZY71   0.000000
 11747  USAZYI1   0.000000
 11748  USAZYJ1   0.000000
 11749  USAZYK1  -0.800000
 11750  USAZYM1   0.000000
 11751  USAZYO1  -0.019608
 11752  USAZYR1  -0.038462
 11753  USAZYS1   0.000000
 11754  USAZYT1   0.000000
 11755  USAZYV1   0.000000
 11756  USAZYX1  -0.002066
 11757  USAZZ41  -0.181818
 11758  USAZZ51   0.000000
 11759  USAZZ71   0.400000
 11760  USAZZ81  -0.001400
 11761  USAZZ91   0.000000
 11762  USAZZA1   0.000000
 11763  USAZZB1   0.000000
 11764  USAZZD1   0.000000
 11765  USAZZF1   0.032558
 11766  USAZZI1   0.000000
 11767  USAZZL1   0.020833
 11768  USAZZP1   0.100000
 11769  USAZZR1   0.000000
 11770  USAZZX1   0.078431
 11771  USAZZY1  -0.010967
 11772  USAZZZ1  -0.011976
 
 [11624 rows x 2 columns], '20050922':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.016821
 165    USA0161   0.000000
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1  -0.004879
 177    USA02H1   0.000000
 178    USA02P1   0.019777
 ...        ...        ...
 11743  USAZY41   0.000000
 11744  USAZY51  -0.051724
 11745  USAZY61   0.000000
 11746  USAZY71   0.000000
 11747  USAZYI1   0.000000
 11748  USAZYJ1   0.000000
 11749  USAZYK1   0.000000
 11750  USAZYM1   0.000000
 11751  USAZYO1   0.000000
 11752  USAZYR1   0.040000
 11753  USAZYS1   0.000000
 11754  USAZYT1  -0.057971
 11755  USAZYV1  -0.200000
 11756  USAZYX1  -0.002070
 11757  USAZZ41  -0.111111
 11758  USAZZ51   0.000000
 11759  USAZZ71   0.000000
 11760  USAZZ81   0.002102
 11761  USAZZ91   0.000000
 11762  USAZZA1   0.000000
 11763  USAZZB1   0.000000
 11764  USAZZD1   0.000000
 11765  USAZZF1   0.013514
 11766  USAZZI1   0.000000
 11767  USAZZL1   0.020408
 11768  USAZZP1  -0.078788
 11769  USAZZR1   0.000000
 11770  USAZZX1   0.109091
 11771  USAZZY1   0.030645
 11772  USAZZZ1  -0.016162
 
 [11624 rows x 2 columns], '20050923':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.013524
 152    USA0062   0.022814
 153    USA00E2   0.015528
 154    USA00F1   0.016105
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1  -0.048679
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161  -0.019231
 166    USA01I1   0.000000
 167    USA01J2   0.048930
 168    USA01L1  -0.017316
 169    USA01P1   0.019704
 170    USA01Q1   0.016563
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.004525
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.029412
 177    USA02H1  -0.030735
 178    USA02P1  -0.007752
 ...        ...        ...
 11743  USAZY41   0.000000
 11744  USAZY51   0.000000
 11745  USAZY61   0.000000
 11746  USAZY71   0.000000
 11747  USAZYI1   0.000000
 11748  USAZYJ1   0.000000
 11749  USAZYK1   0.000000
 11750  USAZYM1   0.000000
 11751  USAZYO1   0.000000
 11752  USAZYR1  -0.096154
 11753  USAZYS1  -0.900000
 11754  USAZYT1   0.076923
 11755  USAZYV1   0.250000
 11756  USAZYX1   0.000000
 11757  USAZZ41   0.375000
 11758  USAZZ51   0.000000
 11759  USAZZ71   0.000000
 11760  USAZZ81   0.016084
 11761  USAZZ91   0.000000
 11762  USAZZA1   0.000000
 11763  USAZZB1   0.000000
 11764  USAZZD1   0.000000
 11765  USAZZF1   0.000000
 11766  USAZZI1   0.000000
 11767  USAZZL1   0.000000
 11768  USAZZP1   0.019737
 11769  USAZZR1   0.000000
 11770  USAZZX1  -0.032787
 11771  USAZZY1   0.007433
 11772  USAZZZ1   0.022587
 
 [11624 rows x 2 columns], '20050926':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.012968
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.033333
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.033333
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 11742  USAZY41   0.000000
 11743  USAZY51   0.000000
 11744  USAZY61   0.000000
 11745  USAZY71   0.000000
 11746  USAZYI1   0.250000
 11747  USAZYJ1   0.000000
 11748  USAZYK1   0.000000
 11749  USAZYM1  -0.250000
 11750  USAZYO1  -0.076000
 11751  USAZYR1   0.021277
 11752  USAZYS1   0.000000
 11753  USAZYT1  -0.057143
 11754  USAZYV1  -0.200000
 11755  USAZYX1   0.004149
 11756  USAZZ41  -0.090909
 11757  USAZZ51   0.000000
 11758  USAZZ71   0.000000
 11759  USAZZ81  -0.004124
 11760  USAZZ91   0.000000
 11761  USAZZA1   0.000000
 11762  USAZZB1   0.000000
 11763  USAZZD1   0.000000
 11764  USAZZF1   0.000000
 11765  USAZZI1   0.000000
 11766  USAZZL1   0.000000
 11767  USAZZP1  -0.032258
 11768  USAZZR1   0.000000
 11769  USAZZX1  -0.186441
 11770  USAZZY1   0.030874
 11771  USAZZZ1   0.020080
 
 [11623 rows x 2 columns], '20050927':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.014231
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1  -0.039171
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 11742  USAZY41   0.000000
 11743  USAZY51   0.000000
 11744  USAZY61   0.000000
 11745  USAZY71   0.000000
 11746  USAZYI1   0.180000
 11747  USAZYJ1   0.000000
 11748  USAZYK1   0.000000
 11749  USAZYM1   0.000000
 11750  USAZYO1   0.082251
 11751  USAZYR1   0.004167
 11752  USAZYS1   0.000000
 11753  USAZYT1   0.015152
 11754  USAZYV1   0.000000
 11755  USAZYX1   0.002066
 11756  USAZZ41   0.100000
 11757  USAZZ51   0.000000
 11758  USAZZ71  -0.428571
 11759  USAZZ81  -0.020979
 11760  USAZZ91   0.000000
 11761  USAZZA1   0.000000
 11762  USAZZB1   0.000000
 11763  USAZZD1   0.000000
 11764  USAZZF1   0.000000
 11765  USAZZI1   0.000000
 11766  USAZZL1   0.000000
 11767  USAZZP1  -0.066667
 11768  USAZZR1   0.000000
 11769  USAZZX1   0.125000
 11770  USAZZY1  -0.007158
 11771  USAZZZ1  -0.019291
 
 [11623 rows x 2 columns], '20050928':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.033676
 166    USA01I1   0.002204
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1  -0.023501
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 11742  USAZY41   0.000000
 11743  USAZY51   0.000000
 11744  USAZY61   0.000000
 11745  USAZY71   0.000000
 11746  USAZYI1   0.000000
 11747  USAZYJ1   0.000000
 11748  USAZYK1   0.000000
 11749  USAZYM1   0.666667
 11750  USAZYO1   0.120000
 11751  USAZYR1   0.037344
 11752  USAZYS1   0.000000
 11753  USAZYT1   0.000000
 11754  USAZYV1   0.000000
 11755  USAZYX1   0.028866
 11756  USAZZ41   0.000000
 11757  USAZZ51   0.000000
 11758  USAZZ71   0.000000
 11759  USAZZ81   0.004524
 11760  USAZZ91   0.000000
 11761  USAZZA1   0.000000
 11762  USAZZB1   0.000000
 11763  USAZZD1   0.000000
 11764  USAZZF1   0.026667
 11765  USAZZI1   0.000000
 11766  USAZZL1  -0.040000
 11767  USAZZP1   0.064286
 11768  USAZZR1   0.000000
 11769  USAZZX1  -0.037037
 11770  USAZZY1  -0.000759
 11771  USAZZZ1   0.002007
 
 [11623 rows x 2 columns], '20050929':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161  -0.008145
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000000
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 11747  USAZY41   0.000000
 11748  USAZY51   0.000000
 11749  USAZY61   0.000000
 11750  USAZY71   0.000000
 11751  USAZYI1  -0.322034
 11752  USAZYJ1   0.000000
 11753  USAZYK1   0.000000
 11754  USAZYM1   0.000000
 11755  USAZYO1  -0.071429
 11756  USAZYR1   0.040000
 11757  USAZYS1   0.000000
 11758  USAZYT1   0.014925
 11759  USAZYV1   0.000000
 11760  USAZYX1   0.019639
 11761  USAZZ41  -0.090909
 11762  USAZZ51   0.000000
 11763  USAZZ71   0.000000
 11764  USAZZ81  -0.000237
 11765  USAZZ91   9.000000
 11766  USAZZA1   0.000000
 11767  USAZZB1   0.000000
 11768  USAZZD1   0.000000
 11769  USAZZF1   0.017316
 11770  USAZZI1   0.000000
 11771  USAZZL1   0.000000
 11772  USAZZP1  -0.033557
 11773  USAZZR1   0.000000
 11774  USAZZX1  -0.038462
 11775  USAZZY1   0.023543
 11776  USAZZZ1   0.001603
 
 [11628 rows x 2 columns], '20050930':         Barrid  DlyReturn
 149    USA0001   0.014507
 150    USA0011   0.000000
 151    USA0031  -0.058085
 152    USA0062  -0.005576
 153    USA00E2   0.009939
 154    USA00F1   0.008535
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.042398
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.080232
 165    USA0161   0.004562
 166    USA01I1   0.000000
 167    USA01J2  -0.004373
 168    USA01L1   0.033040
 169    USA01P1  -0.028986
 170    USA01Q1   0.016293
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.004505
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1  -0.017191
 177    USA02H1  -0.032843
 178    USA02P1  -0.002604
 ...        ...        ...
 11763  USAZY41   0.000000
 11764  USAZY51   0.000000
 11765  USAZY61   0.000000
 11766  USAZY71   0.083333
 11767  USAZYI1   0.000000
 11768  USAZYJ1  -0.062500
 11769  USAZYK1   0.000000
 11770  USAZYM1   0.000000
 11771  USAZYO1   0.000000
 11772  USAZYR1  -0.019231
 11773  USAZYS1   0.000000
 11774  USAZYT1  -0.014706
 11775  USAZYV1   0.000000
 11776  USAZYX1   0.010220
 11777  USAZZ41   0.000000
 11778  USAZZ51   0.000000
 11779  USAZZ71   0.000000
 11780  USAZZ81   0.003793
 11781  USAZZ91   0.000000
 11782  USAZZA1  -0.016393
 11783  USAZZB1  -0.166667
 11784  USAZZD1   0.000000
 11785  USAZZF1   0.076596
 11786  USAZZI1   0.018519
 11787  USAZZL1   0.020833
 11788  USAZZP1   0.076389
 11789  USAZZR1   0.000000
 11790  USAZZX1   0.100000
 11791  USAZZY1   0.030050
 11792  USAZZZ1   0.010000
 
 [11644 rows x 2 columns], '20051003':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.017257
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000500
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 11750  USAZY41   0.000000
 11751  USAZY51   0.127273
 11752  USAZY61   0.000000
 11753  USAZY71   0.000000
 11754  USAZYI1   0.000000
 11755  USAZYJ1   0.000000
 11756  USAZYK1   0.000000
 11757  USAZYM1   0.000000
 11758  USAZYO1   0.230769
 11759  USAZYR1   0.000000
 11760  USAZYS1   0.000000
 11761  USAZYT1   0.000000
 11762  USAZYV1   0.000000
 11763  USAZYX1  -0.013619
 11764  USAZZ41   0.000000
 11765  USAZZ51   0.000000
 11766  USAZZ71   0.000000
 11767  USAZZ81  -0.004251
 11768  USAZZ91   0.000000
 11769  USAZZA1   0.083333
 11770  USAZZB1   0.000000
 11771  USAZZD1   0.000000
 11772  USAZZF1   0.047431
 11773  USAZZI1   0.000000
 11774  USAZZL1   0.020408
 11775  USAZZP1  -0.161290
 11776  USAZZR1   0.000000
 11777  USAZZX1  -0.018182
 11778  USAZZY1   0.006483
 11779  USAZZZ1  -0.004752
 
 [11631 rows x 2 columns], '20051004':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.053333
 152    USA0062  -0.007477
 153    USA00E2   0.018925
 154    USA00F1  -0.002821
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.007013
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.000000
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1  -0.034115
 169    USA01P1   0.009950
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1  -0.003496
 177    USA02H1  -0.030445
 178    USA02P1  -0.010444
 ...        ...        ...
 11746  USAZY41   0.000000
 11747  USAZY51   0.000000
 11748  USAZY61   0.000000
 11749  USAZY71  -0.076923
 11750  USAZYI1   0.000000
 11751  USAZYJ1   0.066667
 11752  USAZYK1   0.000000
 11753  USAZYM1   0.000000
 11754  USAZYO1   0.109375
 11755  USAZYR1  -0.019608
 11756  USAZYS1   0.000000
 11757  USAZYT1   0.000000
 11758  USAZYV1   0.000000
 11759  USAZYX1   0.001972
 11760  USAZZ41   0.100000
 11761  USAZZ51   0.000000
 11762  USAZZ71   0.000000
 11763  USAZZ81  -0.000712
 11764  USAZZ91  -0.900000
 11765  USAZZA1   0.000000
 11766  USAZZB1   0.000000
 11767  USAZZD1   0.000000
 11768  USAZZF1  -0.018868
 11769  USAZZI1   0.000000
 11770  USAZZL1  -0.018000
 11771  USAZZP1  -0.038462
 11772  USAZZR1   0.000000
 11773  USAZZX1  -0.018519
 11774  USAZZY1  -0.035785
 11775  USAZZZ1   0.010744
 
 [11627 rows x 2 columns], '20051005':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161  -0.001786
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000000
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 11743  USAZY41   0.000000
 11744  USAZY51   0.000000
 11745  USAZY61   0.000000
 11746  USAZY71   0.000000
 11747  USAZYI1   0.250000
 11748  USAZYJ1   0.000000
 11749  USAZYK1   0.000000
 11750  USAZYM1   0.000000
 11751  USAZYO1  -0.056338
 11752  USAZYR1  -0.040000
 11753  USAZYS1   0.000000
 11754  USAZYT1  -0.014925
 11755  USAZYV1   0.000000
 11756  USAZYX1  -0.041339
 11757  USAZZ41   0.000000
 11758  USAZZ51   0.000000
 11759  USAZZ71   0.500000
 11760  USAZZ81  -0.001187
 11761  USAZZ91   0.000000
 11762  USAZZA1  -0.015385
 11763  USAZZB1   0.000000
 11764  USAZZD1   0.000000
 11765  USAZZF1  -0.076923
 11766  USAZZI1   0.000000
 11767  USAZZL1  -0.030550
 11768  USAZZP1  -0.160000
 11769  USAZZR1   0.000000
 11770  USAZZX1   0.113208
 11771  USAZZY1  -0.014474
 11772  USAZZZ1  -0.013780
 
 [11624 rows x 2 columns], '20051006':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.005650
 153    USA00E2   0.000000
 154    USA00F1   0.022631
 155    USA00G2   0.060668
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.013783
 165    USA0161  -0.016100
 166    USA01I1   0.000000
 167    USA01J2  -0.049780
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1  -0.012024
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281  -0.002242
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.002506
 177    USA02H1   0.000000
 178    USA02P1   0.036939
 ...        ...        ...
 11742  USAZY41   0.000000
 11743  USAZY51   0.024194
 11744  USAZY61   0.000000
 11745  USAZY71   0.000000
 11746  USAZYI1   0.000000
 11747  USAZYJ1   0.000000
 11748  USAZYK1   0.000000
 11749  USAZYM1   0.000000
 11750  USAZYO1  -0.134328
 11751  USAZYR1   0.041667
 11752  USAZYS1   0.000000
 11753  USAZYT1   0.015152
 11754  USAZYV1   0.050000
 11755  USAZYX1  -0.004517
 11756  USAZZ41  -0.181818
 11757  USAZZ51   0.000000
 11758  USAZZ71   0.166667
 11759  USAZZ81  -0.009268
 11760  USAZZ91   0.000000
 11761  USAZZA1   0.000000
 11762  USAZZB1   0.000000
 11763  USAZZD1   0.000000
 11764  USAZZF1   0.000000
 11765  USAZZI1   0.000000
 11766  USAZZL1   0.029412
 11767  USAZZP1   0.000000
 11768  USAZZR1   0.000000
 11769  USAZZX1  -0.118644
 11770  USAZZY1  -0.000941
 11771  USAZZZ1  -0.013174
 
 [11623 rows x 2 columns], '20051007':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.000000
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000000
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 11736  USAZY41   0.000000
 11737  USAZY51   0.019685
 11738  USAZY61   0.000000
 11739  USAZY71   0.000000
 11740  USAZYI1   0.000000
 11741  USAZYJ1   0.000000
 11742  USAZYK1   0.000000
 11743  USAZYM1   0.000000
 11744  USAZYO1   0.068966
 11745  USAZYR1   0.080000
 11746  USAZYS1   0.000000
 11747  USAZYT1  -0.044776
 11748  USAZYV1   0.000000
 11749  USAZYX1   0.006601
 11750  USAZZ41   0.000000
 11751  USAZZ51   0.000000
 11752  USAZZ71   0.000000
 11753  USAZZ81   0.019189
 11754  USAZZ91   0.000000
 11755  USAZZA1   0.000000
 11756  USAZZB1   0.000000
 11757  USAZZD1   0.000000
 11758  USAZZF1   0.050000
 11759  USAZZI1   0.000000
 11760  USAZZL1   0.000000
 11761  USAZZP1   0.000000
 11762  USAZZR1   0.000000
 11763  USAZZX1   0.057692
 11764  USAZZY1   0.009423
 11765  USAZZZ1   0.007282
 
 [11617 rows x 2 columns], '20051010':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.000000
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000000
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 11734  USAZY41   0.000000
 11735  USAZY51   0.000000
 11736  USAZY61   0.000000
 11737  USAZY71   0.000000
 11738  USAZYI1   0.000000
 11739  USAZYJ1   0.000000
 11740  USAZYK1   0.000000
 11741  USAZYM1   0.000000
 11742  USAZYO1  -0.048387
 11743  USAZYR1  -0.037037
 11744  USAZYS1   0.000000
 11745  USAZYT1   0.000000
 11746  USAZYV1  -0.047619
 11747  USAZYX1   0.023770
 11748  USAZZ41  -0.111111
 11749  USAZZ51   0.000000
 11750  USAZZ71  -0.214286
 11751  USAZZ81  -0.032478
 11752  USAZZ91   0.000000
 11753  USAZZA1   0.000000
 11754  USAZZB1   0.000000
 11755  USAZZD1   0.000000
 11756  USAZZF1   0.023810
 11757  USAZZI1   0.000000
 11758  USAZZL1  -0.071429
 11759  USAZZP1   0.000000
 11760  USAZZR1   0.000000
 11761  USAZZX1  -0.109091
 11762  USAZZY1  -0.048544
 11763  USAZZZ1   0.000000
 
 [11615 rows x 2 columns], '20051011':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031  -0.021361
 152    USA0062  -0.014981
 153    USA00E2  -0.016345
 154    USA00F1  -0.005533
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1  -0.128134
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.000909
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1  -0.004415
 169    USA01P1  -0.019704
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.008989
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000000
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 11733  USAZY41   0.000000
 11734  USAZY51   0.003861
 11735  USAZY61   0.000000
 11736  USAZY71   0.000000
 11737  USAZYI1   0.000000
 11738  USAZYJ1   0.000000
 11739  USAZYK1   0.000000
 11740  USAZYM1   0.000000
 11741  USAZYO1   0.000000
 11742  USAZYR1   0.076923
 11743  USAZYS1   0.000000
 11744  USAZYT1  -0.015625
 11745  USAZYV1   0.050000
 11746  USAZYX1  -0.019215
 11747  USAZZ41   0.125000
 11748  USAZZ51   0.000000
 11749  USAZZ71   0.090909
 11750  USAZZ81   0.002189
 11751  USAZZ91   0.000000
 11752  USAZZA1  -0.046875
 11753  USAZZB1   0.000000
 11754  USAZZD1   0.000000
 11755  USAZZF1  -0.011628
 11756  USAZZI1   0.000000
 11757  USAZZL1   0.032967
 11758  USAZZP1   0.000000
 11759  USAZZR1   0.000000
 11760  USAZZX1   0.020408
 11761  USAZZY1   0.004121
 11762  USAZZZ1  -0.009639
 
 [11614 rows x 2 columns], '20051012':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.012029
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161  -0.009083
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000000
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 11734  USAZY41   0.000000
 11735  USAZY51   0.000000
 11736  USAZY61   0.000000
 11737  USAZY71   0.000000
 11738  USAZYI1  -0.200000
 11739  USAZYJ1  -0.187500
 11740  USAZYK1   0.000000
 11741  USAZYM1   0.000000
 11742  USAZYO1   0.050847
 11743  USAZYR1  -0.035714
 11744  USAZYS1   0.000000
 11745  USAZYT1   0.015873
 11746  USAZYV1   0.190476
 11747  USAZYX1   0.000000
 11748  USAZZ41  -0.111111
 11749  USAZZ51   0.000000
 11750  USAZZ71   0.083333
 11751  USAZZ81  -0.017476
 11752  USAZZ91   0.000000
 11753  USAZZA1   0.000000
 11754  USAZZB1   0.000000
 11755  USAZZD1   0.000000
 11756  USAZZF1  -0.019608
 11757  USAZZI1   0.000000
 11758  USAZZL1  -0.021277
 11759  USAZZP1   0.000000
 11760  USAZZR1   0.000000
 11761  USAZZX1   0.000000
 11762  USAZZY1  -0.020520
 11763  USAZZZ1  -0.024736
 
 [11615 rows x 2 columns], '20051013':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.015582
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1  -0.040000
 177    USA02H1   0.037440
 178    USA02P1   0.000000
 ...        ...        ...
 11734  USAZY41   0.000000
 11735  USAZY51   0.000000
 11736  USAZY61   0.000000
 11737  USAZY71   0.000000
 11738  USAZYI1  -0.075000
 11739  USAZYJ1   0.000000
 11740  USAZYK1   0.000000
 11741  USAZYM1   0.000000
 11742  USAZYO1   0.096774
 11743  USAZYR1  -0.037037
 11744  USAZYS1   0.000000
 11745  USAZYT1  -0.031250
 11746  USAZYV1   0.000000
 11747  USAZYX1   0.000000
 11748  USAZZ41   0.000000
 11749  USAZZ51   0.000000
 11750  USAZZ71   0.538462
 11751  USAZZ81  -0.002964
 11752  USAZZ91   0.000000
 11753  USAZZA1   0.000000
 11754  USAZZB1   0.000000
 11755  USAZZD1   0.000000
 11756  USAZZF1   0.068000
 11757  USAZZI1   0.000000
 11758  USAZZL1   0.000000
 11759  USAZZP1   0.000000
 11760  USAZZR1   0.000000
 11761  USAZZX1   0.020000
 11762  USAZZY1  -0.003392
 11763  USAZZZ1  -0.014553
 
 [11615 rows x 2 columns], '20051014':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161  -0.018953
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1  -0.010417
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 11716  USAZY41   0.000000
 11717  USAZY51   0.000000
 11718  USAZY61   0.000000
 11719  USAZY71   0.000000
 11720  USAZYI1   0.081081
 11721  USAZYJ1   0.000000
 11722  USAZYK1   0.000000
 11723  USAZYM1   0.000000
 11724  USAZYO1   0.117647
 11725  USAZYR1   0.000000
 11726  USAZYS1   0.000000
 11727  USAZYT1  -0.032258
 11728  USAZYV1   0.000000
 11729  USAZYX1   0.000000
 11730  USAZZ41   0.000000
 11731  USAZZ51   0.000000
 11732  USAZZ71   0.000000
 11733  USAZZ81   0.018831
 11734  USAZZ91   0.000000
 11735  USAZZA1   0.000000
 11736  USAZZB1   0.000000
 11737  USAZZD1   0.000000
 11738  USAZZF1  -0.003745
 11739  USAZZI1   0.000000
 11740  USAZZL1   0.043478
 11741  USAZZP1  -0.047619
 11742  USAZZR1   0.000000
 11743  USAZZX1   0.058824
 11744  USAZZY1   0.019820
 11745  USAZZZ1   0.025316
 
 [11597 rows x 2 columns], '20051017':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.008892
 152    USA0062   0.007605
 153    USA00E2   0.008308
 154    USA00F1   0.031989
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.036741
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.010120
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1  -0.022173
 169    USA01P1   0.015075
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281  -0.011136
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1  -0.028422
 177    USA02H1   0.000000
 178    USA02P1   0.033079
 ...        ...        ...
 11715  USAZY41   0.000000
 11716  USAZY51   0.003846
 11717  USAZY61   0.000000
 11718  USAZY71   0.000000
 11719  USAZYI1   0.000000
 11720  USAZYJ1   0.000000
 11721  USAZYK1   0.000000
 11722  USAZYM1   0.000000
 11723  USAZYO1  -0.065789
 11724  USAZYR1  -0.038462
 11725  USAZYS1   0.000000
 11726  USAZYT1   0.000000
 11727  USAZYV1   0.200000
 11728  USAZYX1   0.006122
 11729  USAZZ41   0.000000
 11730  USAZZ51   0.000000
 11731  USAZZ71   0.000000
 11732  USAZZ81   0.000486
 11733  USAZZ91   0.000000
 11734  USAZZA1   0.008197
 11735  USAZZB1   0.000000
 11736  USAZZD1   0.000000
 11737  USAZZF1  -0.026316
 11738  USAZZI1   0.000000
 11739  USAZZL1   0.010417
 11740  USAZZP1   0.000000
 11741  USAZZR1   0.000000
 11742  USAZZX1   0.000000
 11743  USAZZY1  -0.000982
 11744  USAZZZ1   0.016461
 
 [11596 rows x 2 columns], '20051018':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.001821
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.016251
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 11714  USAZY41   0.000000
 11715  USAZY51   0.000000
 11716  USAZY61   0.000000
 11717  USAZY71   0.000000
 11718  USAZYI1   0.000000
 11719  USAZYJ1   0.255385
 11720  USAZYK1   0.000000
 11721  USAZYM1   0.000000
 11722  USAZYO1   0.014085
 11723  USAZYR1  -0.016000
 11724  USAZYS1   0.000000
 11725  USAZYT1   0.000000
 11726  USAZYV1   0.000000
 11727  USAZYX1   0.000000
 11728  USAZZ41   0.000000
 11729  USAZZ51   0.000000
 11730  USAZZ71  -0.500000
 11731  USAZZ81   0.009237
 11732  USAZZ91   0.000000
 11733  USAZZA1   0.000000
 11734  USAZZB1   0.000000
 11735  USAZZD1   0.000000
 11736  USAZZF1  -0.003861
 11737  USAZZI1   0.000000
 11738  USAZZL1  -0.051546
 11739  USAZZP1   0.000000
 11740  USAZZR1   0.000000
 11741  USAZZX1  -0.018519
 11742  USAZZY1  -0.021026
 11743  USAZZZ1  -0.007692
 
 [11595 rows x 2 columns], '20051019':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.028045
 152    USA0062  -0.037736
 153    USA00E2   0.032210
 154    USA00F1   0.001348
 155    USA00G2   0.000000
 156    USA00H1  -0.064549
 157    USA00I1  -0.012327
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.011818
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1  -0.052154
 169    USA01P1  -0.012871
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.013514
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000000
 177    USA02H1   0.000000
 178    USA02P1  -0.009852
 ...        ...        ...
 11715  USAZY41   0.000000
 11716  USAZY51   0.000000
 11717  USAZY61   0.000000
 11718  USAZY71   0.000000
 11719  USAZYI1   0.250000
 11720  USAZYJ1   0.004902
 11721  USAZYK1   0.000000
 11722  USAZYM1   0.000000
 11723  USAZYO1   0.041667
 11724  USAZYR1   0.056911
 11725  USAZYS1   0.000000
 11726  USAZYT1   0.033333
 11727  USAZYV1   0.000000
 11728  USAZYX1  -0.002028
 11729  USAZZ41   0.000000
 11730  USAZZ51   0.000000
 11731  USAZZ71   0.200000
 11732  USAZZ81   0.004335
 11733  USAZZ91   0.000000
 11734  USAZZA1   0.000000
 11735  USAZZB1   0.000000
 11736  USAZZD1   0.000000
 11737  USAZZF1  -0.038760
 11738  USAZZI1   0.000000
 11739  USAZZL1   0.086957
 11740  USAZZP1   0.000000
 11741  USAZZR1   0.000000
 11742  USAZZX1  -0.075472
 11743  USAZZY1   0.013047
 11744  USAZZZ1  -0.008568
 
 [11596 rows x 2 columns], '20051020':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.006289
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1  -0.039979
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 11714  USAZY41   0.000000
 11715  USAZY51   0.000000
 11716  USAZY61   0.000000
 11717  USAZY71   0.000000
 11718  USAZYI1  -0.100000
 11719  USAZYJ1   0.000000
 11720  USAZYK1   0.000000
 11721  USAZYM1   0.000000
 11722  USAZYO1  -0.013333
 11723  USAZYR1   0.038462
 11724  USAZYS1   0.000000
 11725  USAZYT1  -0.032258
 11726  USAZYV1   0.000000
 11727  USAZYX1   0.000000
 11728  USAZZ41  -0.125000
 11729  USAZZ51   0.000000
 11730  USAZZ71   0.083333
 11731  USAZZ81  -0.009353
 11732  USAZZ91   0.000000
 11733  USAZZA1  -0.008130
 11734  USAZZB1   0.000000
 11735  USAZZD1   0.000000
 11736  USAZZF1  -0.008065
 11737  USAZZI1   0.000000
 11738  USAZZL1   0.050000
 11739  USAZZP1   0.000000
 11740  USAZZR1   0.000000
 11741  USAZZX1   0.061224
 11742  USAZZY1  -0.012483
 11743  USAZZZ1  -0.022634
 
 [11595 rows x 2 columns], '20051021':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161  -0.017857
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.004997
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 11714  USAZY41   0.000000
 11715  USAZY51   0.000000
 11716  USAZY61   0.000000
 11717  USAZY71   0.166667
 11718  USAZYI1   0.222222
 11719  USAZYJ1   0.000000
 11720  USAZYK1   0.000000
 11721  USAZYM1   0.000000
 11722  USAZYO1  -0.027027
 11723  USAZYR1  -0.037037
 11724  USAZYS1   0.000000
 11725  USAZYT1   0.000000
 11726  USAZYV1   0.000000
 11727  USAZYX1  -0.004065
 11728  USAZZ41   0.000000
 11729  USAZZ51   0.000000
 11730  USAZZ71  -0.076923
 11731  USAZZ81   0.008715
 11732  USAZZ91   0.000000
 11733  USAZZA1   0.000000
 11734  USAZZB1   0.000000
 11735  USAZZD1   0.000000
 11736  USAZZF1   0.004065
 11737  USAZZI1   0.000000
 11738  USAZZL1  -0.032381
 11739  USAZZP1   0.000000
 11740  USAZZR1   0.000000
 11741  USAZZX1   0.000000
 11742  USAZZY1   0.020465
 11743  USAZZZ1   0.005474
 
 [11595 rows x 2 columns], '20051024':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031  -0.003118
 152    USA0062  -0.017647
 153    USA00E2  -0.024673
 154    USA00F1   0.013459
 155    USA00G2   0.000000
 156    USA00H1  -0.036145
 157    USA00I1   0.071763
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161  -0.007273
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.009569
 169    USA01P1   0.008024
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.037778
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000000
 177    USA02H1   0.000000
 178    USA02P1   0.004975
 ...        ...        ...
 11714  USAZY41   0.000000
 11715  USAZY51   0.003831
 11716  USAZY61   0.000000
 11717  USAZY71   0.000000
 11718  USAZYI1   0.000000
 11719  USAZYJ1  -0.268293
 11720  USAZYK1   0.000000
 11721  USAZYM1   0.000000
 11722  USAZYO1   0.027778
 11723  USAZYR1   0.000000
 11724  USAZYS1   0.000000
 11725  USAZYT1  -0.033333
 11726  USAZYV1   0.000000
 11727  USAZYX1  -0.004082
 11728  USAZZ41   0.142857
 11729  USAZZ51   0.000000
 11730  USAZZ71   0.166667
 11731  USAZZ81   0.012959
 11732  USAZZ91   0.000000
 11733  USAZZA1   0.000000
 11734  USAZZB1   0.000000
 11735  USAZZD1   0.000000
 11736  USAZZF1  -0.028340
 11737  USAZZI1   0.000000
 11738  USAZZL1   0.003937
 11739  USAZZP1   0.150000
 11740  USAZZR1   0.000000
 11741  USAZZX1  -0.076923
 11742  USAZZY1   0.032442
 11743  USAZZZ1   0.009213
 
 [11595 rows x 2 columns], '20051025':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.003127
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161  -0.007326
 166    USA01I1   0.339305
 167    USA01J2   0.000000
 168    USA01L1   0.030806
 169    USA01P1   0.000000
 170    USA01Q1   0.016227
 171    USA0202   0.000000
 172    USA0231  -0.023499
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.022100
 177    USA02H1   0.000000
 178    USA02P1  -0.012376
 ...        ...        ...
 11711  USAZY41   0.000000
 11712  USAZY51  -0.003817
 11713  USAZY61   0.000000
 11714  USAZY71   0.000000
 11715  USAZYI1   0.000000
 11716  USAZYJ1   0.000000
 11717  USAZYK1   4.000000
 11718  USAZYM1   0.000000
 11719  USAZYO1  -0.027027
 11720  USAZYR1   0.096154
 11721  USAZYS1   0.000000
 11722  USAZYT1  -0.017241
 11723  USAZYV1   0.000000
 11724  USAZYX1   0.000000
 11725  USAZZ41   0.000000
 11726  USAZZ51   0.000000
 11727  USAZZ71   0.000000
 11728  USAZZ81   0.006633
 11729  USAZZ91   0.000000
 11730  USAZZA1   0.000000
 11731  USAZZB1   0.000000
 11732  USAZZD1   0.000000
 11733  USAZZF1  -0.029167
 11734  USAZZI1   0.000000
 11735  USAZZL1   0.009804
 11736  USAZZP1  -0.086957
 11737  USAZZR1   0.000000
 11738  USAZZX1   0.041667
 11739  USAZZY1  -0.009903
 11740  USAZZZ1  -0.006224
 
 [11592 rows x 2 columns], '20051026':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.017264
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161  -0.001845
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.085653
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000000
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 11710  USAZY41   0.000000
 11711  USAZY51  -0.007663
 11712  USAZY61   0.000000
 11713  USAZY71  -0.142857
 11714  USAZYI1   0.000000
 11715  USAZYJ1   0.000000
 11716  USAZYK1   0.000000
 11717  USAZYM1   0.000000
 11718  USAZYO1   0.013889
 11719  USAZYR1  -0.087719
 11720  USAZYS1   0.000000
 11721  USAZYT1  -0.035088
 11722  USAZYV1   0.000000
 11723  USAZYX1   0.000000
 11724  USAZZ41   0.000000
 11725  USAZZ51   0.000000
 11726  USAZZ71   0.000000
 11727  USAZZ81  -0.008708
 11728  USAZZ91   0.000000
 11729  USAZZA1   0.000000
 11730  USAZZB1   0.000000
 11731  USAZZD1   0.000000
 11732  USAZZF1   0.060086
 11733  USAZZI1   0.000000
 11734  USAZZL1  -0.087379
 11735  USAZZP1  -0.142857
 11736  USAZZR1   0.000000
 11737  USAZZX1   0.040000
 11738  USAZZY1  -0.015195
 11739  USAZZZ1  -0.012109
 
 [11591 rows x 2 columns], '20051027':         Barrid  DlyReturn
 150    USA0001   0.000000
 151    USA0011   0.000000
 152    USA0031   0.000000
 153    USA0062   0.000000
 154    USA00E2  -0.004464
 155    USA00F1  -0.003916
 156    USA00G2   0.000000
 157    USA00H1   0.011364
 158    USA00I1  -0.007278
 159    USA00J1   0.000000
 160    USA00K1   0.000000
 161    USA00P1   0.000000
 162    USA00R1   0.000000
 163    USA00S1   0.000000
 164    USA00V1   0.000000
 165    USA0131   0.000000
 166    USA0161  -0.036044
 167    USA01I1   0.000000
 168    USA01J2   0.000000
 169    USA01L1  -0.018391
 170    USA01P1   0.014925
 171    USA01Q1   0.000000
 172    USA0202   0.000000
 173    USA0231   0.000000
 174    USA0281  -0.007890
 175    USA0291   0.000000
 176    USA02A1   0.000000
 177    USA02B1  -0.021082
 178    USA02H1   0.011327
 179    USA02P1   0.007519
 ...        ...        ...
 11714  USAZY41   0.000000
 11715  USAZY51  -0.027027
 11716  USAZY61   0.000000
 11717  USAZY71   0.000000
 11718  USAZYI1   0.090909
 11719  USAZYJ1   0.000000
 11720  USAZYK1   0.000000
 11721  USAZYM1   0.000000
 11722  USAZYO1   0.027397
 11723  USAZYR1  -0.019231
 11724  USAZYS1   0.000000
 11725  USAZYT1   0.018182
 11726  USAZYV1   0.000000
 11727  USAZYX1   0.000000
 11728  USAZZ41  -0.125000
 11729  USAZZ51   0.000000
 11730  USAZZ71   0.000000
 11731  USAZZ81   0.014245
 11732  USAZZ91   0.000000
 11733  USAZZA1   0.000000
 11734  USAZZB1   0.000000
 11735  USAZZD1   0.000000
 11736  USAZZF1  -0.056680
 11737  USAZZI1   0.000000
 11738  USAZZL1   0.063830
 11739  USAZZP1   0.000000
 11740  USAZZR1   0.000000
 11741  USAZZX1   0.153846
 11742  USAZZY1  -0.035352
 11743  USAZZZ1  -0.006762
 
 [11594 rows x 2 columns], '20051028':         Barrid  DlyReturn
 150    USA0001   0.000000
 151    USA0011   0.000000
 152    USA0031   0.000000
 153    USA0062   0.000000
 154    USA00E2   0.000000
 155    USA00F1   0.000000
 156    USA00G2   0.000000
 157    USA00H1   0.000000
 158    USA00I1   0.000000
 159    USA00J1   0.000000
 160    USA00K1   0.000000
 161    USA00P1   0.000000
 162    USA00R1   0.000000
 163    USA00S1   0.000000
 164    USA00V1   0.000000
 165    USA0131   0.000000
 166    USA0161  -0.010547
 167    USA01I1   0.000000
 168    USA01J2   0.000000
 169    USA01L1   0.000000
 170    USA01P1   0.000000
 171    USA01Q1   0.000000
 172    USA0202   0.000000
 173    USA0231   0.000000
 174    USA0281   0.000000
 175    USA0291   0.000000
 176    USA02A1   0.030973
 177    USA02B1  -0.006073
 178    USA02H1   0.000000
 179    USA02P1   0.000000
 ...        ...        ...
 11714  USAZY41   0.000000
 11715  USAZY51   0.047619
 11716  USAZY61   0.000000
 11717  USAZY71   0.000000
 11718  USAZYI1   0.000000
 11719  USAZYJ1   0.000000
 11720  USAZYK1   0.000000
 11721  USAZYM1   0.000000
 11722  USAZYO1  -0.106667
 11723  USAZYR1   0.000000
 11724  USAZYS1   0.000000
 11725  USAZYT1  -0.017857
 11726  USAZYV1   0.166667
 11727  USAZYX1  -0.014344
 11728  USAZZ41   0.000000
 11729  USAZZ51   0.000000
 11730  USAZZ71   0.000000
 11731  USAZZ81   0.021536
 11732  USAZZ91   0.000000
 11733  USAZZA1   0.000000
 11734  USAZZB1   0.000000
 11735  USAZZD1   0.000000
 11736  USAZZF1   0.008584
 11737  USAZZI1   0.000000
 11738  USAZZL1   0.030000
 11739  USAZZP1   0.000000
 11740  USAZZR1   0.000000
 11741  USAZZX1  -0.016667
 11742  USAZZY1   0.007694
 11743  USAZZZ1   0.006383
 
 [11594 rows x 2 columns], '20051031':         Barrid  DlyReturn
 150    USA0001   0.000000
 151    USA0011   0.000000
 152    USA0031   0.001559
 153    USA0062   0.017964
 154    USA00E2  -0.004484
 155    USA00F1   0.013106
 156    USA00G2   0.000000
 157    USA00H1   0.020225
 158    USA00I1   0.020528
 159    USA00J1   0.000000
 160    USA00K1   0.000000
 161    USA00P1   0.000000
 162    USA00R1   0.000000
 163    USA00S1   0.000000
 164    USA00V1   0.000000
 165    USA0131   0.000000
 166    USA0161   0.060078
 167    USA01I1   0.000000
 168    USA01J2   0.008379
 169    USA01L1  -0.002342
 170    USA01P1   0.019608
 171    USA01Q1   0.000000
 172    USA0202   0.000000
 173    USA0231   0.000000
 174    USA0281  -0.007952
 175    USA0291   0.000000
 176    USA02A1   0.000000
 177    USA02B1   0.000000
 178    USA02H1   0.000000
 179    USA02P1   0.007463
 ...        ...        ...
 11728  USAZY41   0.000000
 11729  USAZY51  -0.011364
 11730  USAZY61   0.000000
 11731  USAZY71   0.000000
 11732  USAZYI1   0.000000
 11733  USAZYJ1   0.000000
 11734  USAZYK1   0.000000
 11735  USAZYM1  -0.100000
 11736  USAZYO1   0.059701
 11737  USAZYR1   0.117647
 11738  USAZYS1   0.000000
 11739  USAZYT1   0.000000
 11740  USAZYV1  -0.428571
 11741  USAZYX1   0.039085
 11742  USAZZ41   0.000000
 11743  USAZZ51   0.000000
 11744  USAZZ71   0.000000
 11745  USAZZ81   0.009853
 11746  USAZZ91   0.000000
 11747  USAZZA1  -0.057377
 11748  USAZZB1   0.000000
 11749  USAZZD1   0.000000
 11750  USAZZF1   0.000000
 11751  USAZZI1   0.027273
 11752  USAZZL1   0.067961
 11753  USAZZP1   0.111111
 11754  USAZZR1   0.000000
 11755  USAZZX1  -0.033898
 11756  USAZZY1   0.006430
 11757  USAZZZ1   0.014799
 
 [11608 rows x 2 columns], '20051101':         Barrid  DlyReturn
 150    USA0001   0.000000
 151    USA0011   0.000000
 152    USA0031   0.000000
 153    USA0062   0.000000
 154    USA00E2   0.000000
 155    USA00F1   0.000000
 156    USA00G2   0.000000
 157    USA00H1   0.000000
 158    USA00I1   0.000000
 159    USA00J1   0.000000
 160    USA00K1   0.000000
 161    USA00P1   0.000000
 162    USA00R1   0.000000
 163    USA00S1   0.000000
 164    USA00V1   0.000000
 165    USA0131   0.000000
 166    USA0161   0.000000
 167    USA01I1   0.000000
 168    USA01J2   0.000000
 169    USA01L1   0.000000
 170    USA01P1   0.000000
 171    USA01Q1   0.000000
 172    USA0202   0.000000
 173    USA0231   0.000000
 174    USA0281   0.000000
 175    USA0291   0.000000
 176    USA02A1   0.000000
 177    USA02B1   0.000000
 178    USA02H1   0.000000
 179    USA02P1   0.000000
 ...        ...        ...
 11718  USAZY41   0.000000
 11719  USAZY51   0.000000
 11720  USAZY61   0.000000
 11721  USAZY71   0.000000
 11722  USAZYI1  -0.083333
 11723  USAZYJ1   0.166667
 11724  USAZYK1   2.000000
 11725  USAZYM1   0.111111
 11726  USAZYO1   0.028169
 11727  USAZYR1   0.017544
 11728  USAZYS1   0.000000
 11729  USAZYT1   0.054545
 11730  USAZYV1   0.000000
 11731  USAZYX1   0.053621
 11732  USAZZ41   0.000000
 11733  USAZZ51   0.000000
 11734  USAZZ71  -0.071429
 11735  USAZZ81  -0.008396
 11736  USAZZ91   0.000000
 11737  USAZZA1   0.000000
 11738  USAZZB1   0.000000
 11739  USAZZD1   0.000000
 11740  USAZZF1   0.000000
 11741  USAZZI1  -0.106195
 11742  USAZZL1   0.018182
 11743  USAZZP1   0.155000
 11744  USAZZR1   0.000000
 11745  USAZZX1  -0.105263
 11746  USAZZY1   0.000799
 11747  USAZZZ1  -0.010833
 
 [11598 rows x 2 columns], '20051102':         Barrid  DlyReturn
 150    USA0001   0.000000
 151    USA0011   0.000000
 152    USA0031  -0.016342
 153    USA0062   0.009804
 154    USA00E2  -0.019520
 155    USA00F1   0.003881
 156    USA00G2   0.000000
 157    USA00H1  -0.001101
 158    USA00I1   0.000000
 159    USA00J1   0.000000
 160    USA00K1   0.000000
 161    USA00P1   0.000000
 162    USA00R1   0.000000
 163    USA00S1   0.000000
 164    USA00V1   0.000000
 165    USA0131   0.000000
 166    USA0161  -0.028336
 167    USA01I1   0.000000
 168    USA01J2   0.000000
 169    USA01L1   0.004695
 170    USA01P1  -0.009615
 171    USA01Q1   0.000000
 172    USA0202   0.000000
 173    USA0231   0.000000
 174    USA0281  -0.004008
 175    USA0291   0.000000
 176    USA02A1   0.000000
 177    USA02B1   0.003249
 178    USA02H1   0.000000
 179    USA02P1  -0.009877
 ...        ...        ...
 11720  USAZY41   0.000000
 11721  USAZY51   0.000000
 11722  USAZY61   0.000000
 11723  USAZY71   0.000000
 11724  USAZYI1   0.000000
 11725  USAZYJ1   0.000000
 11726  USAZYK1   0.000000
 11727  USAZYM1   0.000000
 11728  USAZYO1   0.013699
 11729  USAZYR1   0.000000
 11730  USAZYS1   0.000000
 11731  USAZYT1   0.000000
 11732  USAZYV1   0.000000
 11733  USAZYX1  -0.035321
 11734  USAZZ41   0.000000
 11735  USAZZ51   0.000000
 11736  USAZZ71   0.076923
 11737  USAZZ81   0.011213
 11738  USAZZ91   0.000000
 11739  USAZZA1  -0.086957
 11740  USAZZB1   0.000000
 11741  USAZZD1   0.000000
 11742  USAZZF1  -0.042553
 11743  USAZZI1   0.000000
 11744  USAZZL1   0.000000
 11745  USAZZP1  -0.281385
 11746  USAZZR1   0.000000
 11747  USAZZX1   0.058824
 11748  USAZZY1   0.027528
 11749  USAZZZ1   0.019377
 
 [11600 rows x 2 columns], '20051103':         Barrid  DlyReturn
 150    USA0001   0.000000
 151    USA0011   0.000000
 152    USA0031   0.000000
 153    USA0062   0.000000
 154    USA00E2   0.000000
 155    USA00F1   0.000000
 156    USA00G2   0.000000
 157    USA00H1   0.000000
 158    USA00I1   0.000000
 159    USA00J1   0.000000
 160    USA00K1   0.000000
 161    USA00P1   0.000000
 162    USA00R1   0.000000
 163    USA00S1   0.000000
 164    USA00V1   0.000000
 165    USA0131   0.000000
 166    USA0161  -0.000941
 167    USA01I1   0.000000
 168    USA01J2   0.000000
 169    USA01L1   0.000000
 170    USA01P1   0.004854
 171    USA01Q1   0.000000
 172    USA0202   0.000000
 173    USA0231   0.000000
 174    USA0281   0.000000
 175    USA0291   0.000000
 176    USA02A1   0.000000
 177    USA02B1   0.022410
 178    USA02H1   0.000000
 179    USA02P1   0.000000
 ...        ...        ...
 11718  USAZY41   0.000000
 11719  USAZY51   0.003831
 11720  USAZY61   0.000000
 11721  USAZY71   0.000000
 11722  USAZYI1  -0.363636
 11723  USAZYJ1   0.000000
 11724  USAZYK1   0.000000
 11725  USAZYM1   0.000000
 11726  USAZYO1   0.000000
 11727  USAZYR1  -0.100000
 11728  USAZYS1   0.000000
 11729  USAZYT1   0.034483
 11730  USAZYV1   0.000000
 11731  USAZYX1   0.007874
 11732  USAZZ41   0.000000
 11733  USAZZ51   0.000000
 11734  USAZZ71  -0.285714
 11735  USAZZ81   0.007468
 11736  USAZZ91   0.000000
 11737  USAZZA1   0.000000
 11738  USAZZB1  -0.400000
 11739  USAZZD1   0.000000
 11740  USAZZF1   0.008889
 11741  USAZZI1  -0.009901
 11742  USAZZL1  -0.017857
 11743  USAZZP1   0.084337
 11744  USAZZR1   0.000000
 11745  USAZZX1   0.074074
 11746  USAZZY1   0.008542
 11747  USAZZZ1   0.000413
 
 [11598 rows x 2 columns], '20051104':         Barrid  DlyReturn
 150    USA0001   0.000000
 151    USA0011   0.000000
 152    USA0031   0.000000
 153    USA0062   0.029126
 154    USA00E2   0.000000
 155    USA00F1   0.000000
 156    USA00G2   0.000000
 157    USA00H1   0.000000
 158    USA00I1   0.000000
 159    USA00J1   0.000000
 160    USA00K1   0.000000
 161    USA00P1   0.000000
 162    USA00R1   0.000000
 163    USA00S1   0.000000
 164    USA00V1   0.000000
 165    USA0131   0.000000
 166    USA0161   0.032957
 167    USA01I1   0.000000
 168    USA01J2   0.000000
 169    USA01L1   0.000000
 170    USA01P1   0.000000
 171    USA01Q1   0.000000
 172    USA0202   0.000000
 173    USA0231   0.000000
 174    USA0281   0.000000
 175    USA0291   0.000000
 176    USA02A1   0.000000
 177    USA02B1   0.000000
 178    USA02H1   0.000000
 179    USA02P1   0.002494
 ...        ...        ...
 11718  USAZY41   0.000000
 11719  USAZY51   0.011450
 11720  USAZY61   0.000000
 11721  USAZY71   0.000000
 11722  USAZYI1   0.000000
 11723  USAZYJ1   0.000000
 11724  USAZYK1   0.000000
 11725  USAZYM1   0.000000
 11726  USAZYO1  -0.032432
 11727  USAZYR1   0.072797
 11728  USAZYS1   0.000000
 11729  USAZYT1   0.000000
 11730  USAZYV1   0.000000
 11731  USAZYX1  -0.013672
 11732  USAZZ41   0.000000
 11733  USAZZ51   0.000000
 11734  USAZZ71   0.000000
 11735  USAZZ81   0.001123
 11736  USAZZ91   0.000000
 11737  USAZZA1   0.000000
 11738  USAZZB1   0.000000
 11739  USAZZD1   0.000000
 11740  USAZZF1  -0.030837
 11741  USAZZI1  -0.250000
 11742  USAZZL1  -0.063636
 11743  USAZZP1   0.166667
 11744  USAZZR1   0.000000
 11745  USAZZX1   0.000000
 11746  USAZZY1   0.000962
 11747  USAZZZ1  -0.002478
 
 [11598 rows x 2 columns], '20051107':         Barrid  DlyReturn
 150    USA0001   0.000000
 151    USA0011   0.000000
 152    USA0031  -0.002373
 153    USA0062   0.000000
 154    USA00E2   0.020674
 155    USA00F1   0.000000
 156    USA00G2   0.000000
 157    USA00H1   0.035281
 158    USA00I1   0.035920
 159    USA00J1   0.011623
 160    USA00K1   0.000000
 161    USA00P1   0.000000
 162    USA00R1   0.000000
 163    USA00S1   0.000000
 164    USA00V1   0.000000
 165    USA0131   0.000000
 166    USA0161   0.002735
 167    USA01I1   0.000000
 168    USA01J2   0.000000
 169    USA01L1  -0.011682
 170    USA01P1   0.019324
 171    USA01Q1   0.000000
 172    USA0202   0.000000
 173    USA0231   0.000000
 174    USA0281   0.022133
 175    USA0291   0.000000
 176    USA02A1   0.000000
 177    USA02B1   0.016986
 178    USA02H1   0.000000
 179    USA02P1   0.000000
 ...        ...        ...
 11718  USAZY41   0.000000
 11719  USAZY51   0.000000
 11720  USAZY61   0.000000
 11721  USAZY71   0.000000
 11722  USAZYI1   0.000000
 11723  USAZYJ1   0.114286
 11724  USAZYK1  -0.666667
 11725  USAZYM1   0.000000
 11726  USAZYO1   0.033520
 11727  USAZYR1   0.035714
 11728  USAZYS1   0.000000
 11729  USAZYT1  -0.016667
 11730  USAZYV1   0.000000
 11731  USAZYX1  -0.005941
 11732  USAZZ41   0.000000
 11733  USAZZ51   0.000000
 11734  USAZZ71   0.000000
 11735  USAZZ81   0.007853
 11736  USAZZ91   0.000000
 11737  USAZZA1   0.076190
 11738  USAZZB1   0.000000
 11739  USAZZD1   0.000000
 11740  USAZZF1   0.009091
 11741  USAZZI1   0.000000
 11742  USAZZL1   0.067961
 11743  USAZZP1  -0.047619
 11744  USAZZR1   0.000000
 11745  USAZZX1   0.068966
 11746  USAZZY1   0.034231
 11747  USAZZZ1  -0.033126
 
 [11598 rows x 2 columns], '20051108':         Barrid  DlyReturn
 150    USA0001   0.000000
 151    USA0011   0.000000
 152    USA0031   0.000000
 153    USA0062   0.000000
 154    USA00E2   0.010187
 155    USA00F1   0.000000
 156    USA00G2   0.000000
 157    USA00H1   0.000000
 158    USA00I1   0.000000
 159    USA00J1   0.000000
 160    USA00K1   0.000000
 161    USA00P1   0.000000
 162    USA00R1   0.000000
 163    USA00S1   0.000000
 164    USA00V1   0.000000
 165    USA0131   0.000000
 166    USA0161  -0.012727
 167    USA01I1   0.000000
 168    USA01J2   0.000000
 169    USA01L1   0.000000
 170    USA01P1   0.000000
 171    USA01Q1   0.000000
 172    USA0202   0.000000
 173    USA0231   0.000000
 174    USA0281   0.000000
 175    USA0291   0.000000
 176    USA02A1   0.000000
 177    USA02B1   0.000000
 178    USA02H1   0.000000
 179    USA02P1   0.000000
 ...        ...        ...
 11708  USAZY41   0.000000
 11709  USAZY51   0.000000
 11710  USAZY61   0.000000
 11711  USAZY71   0.000000
 11712  USAZYI1   0.000000
 11713  USAZYJ1   0.025641
 11714  USAZYK1   0.000000
 11715  USAZYM1  -0.200000
 11716  USAZYO1   0.027027
 11717  USAZYR1  -0.031034
 11718  USAZYS1   0.000000
 11719  USAZYT1  -0.016949
 11720  USAZYV1   0.000000
 11721  USAZYX1   0.000000
 11722  USAZZ41   0.142857
 11723  USAZZ51   0.000000
 11724  USAZZ71  -0.100000
 11725  USAZZ81  -0.004007
 11726  USAZZ91   0.000000
 11727  USAZZA1   0.030973
 11728  USAZZB1   0.000000
 11729  USAZZD1   0.000000
 11730  USAZZF1  -0.004505
 11731  USAZZI1   0.000000
 11732  USAZZL1  -0.009091
 11733  USAZZP1  -0.080000
 11734  USAZZR1   0.000000
 11735  USAZZX1   0.048387
 11736  USAZZY1  -0.053923
 11737  USAZZZ1   0.006424
 
 [11588 rows x 2 columns], '20051109':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.003916
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231  -0.074866
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.050647
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 11710  USAZY41   0.000000
 11711  USAZY51   0.000000
 11712  USAZY61   0.000000
 11713  USAZY71   0.000000
 11714  USAZYI1   0.457143
 11715  USAZYJ1   0.000000
 11716  USAZYK1   0.000000
 11717  USAZYM1   0.000000
 11718  USAZYO1  -0.013158
 11719  USAZYR1   0.003559
 11720  USAZYS1   0.000000
 11721  USAZYT1   0.189655
 11722  USAZYV1   0.000000
 11723  USAZYX1  -0.005976
 11724  USAZZ41  -0.125000
 11725  USAZZ51   0.000000
 11726  USAZZ71   0.000000
 11727  USAZZ81   0.012517
 11728  USAZZ91   0.000000
 11729  USAZZA1   0.000000
 11730  USAZZB1   0.000000
 11731  USAZZD1   0.000000
 11732  USAZZF1   0.085973
 11733  USAZZI1   0.000000
 11734  USAZZL1  -0.055046
 11735  USAZZP1  -0.021739
 11736  USAZZR1   0.000000
 11737  USAZZX1  -0.046154
 11738  USAZZY1   0.012186
 11739  USAZZZ1  -0.025106
 
 [11591 rows x 2 columns], '20051110':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161  -0.005525
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000000
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 11708  USAZY41   0.000000
 11709  USAZY51   0.000000
 11710  USAZY61   0.000000
 11711  USAZY71   0.000000
 11712  USAZYI1   0.000000
 11713  USAZYJ1   0.000000
 11714  USAZYK1   0.000000
 11715  USAZYM1   0.000000
 11716  USAZYO1   0.013333
 11717  USAZYR1   0.063830
 11718  USAZYS1   0.000000
 11719  USAZYT1  -0.130435
 11720  USAZYV1   0.000000
 11721  USAZYX1  -0.034068
 11722  USAZZ41   0.000000
 11723  USAZZ51   0.000000
 11724  USAZZ71   0.000000
 11725  USAZZ81   0.016998
 11726  USAZZ91   0.000000
 11727  USAZZA1   0.000000
 11728  USAZZB1   0.000000
 11729  USAZZD1   0.000000
 11730  USAZZF1   0.000000
 11731  USAZZI1   0.000000
 11732  USAZZL1  -0.029126
 11733  USAZZP1   0.000000
 11734  USAZZR1   0.000000
 11735  USAZZX1   0.032258
 11736  USAZZY1   0.006796
 11737  USAZZZ1   0.012222
 
 [11589 rows x 2 columns], '20051111':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.027756
 152    USA0062   0.003774
 153    USA00E2  -0.020255
 154    USA00F1   0.020619
 155    USA00G2   0.000000
 156    USA00H1   0.030884
 157    USA00I1   0.026352
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.027778
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1  -0.014184
 169    USA01P1  -0.037915
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281  -0.017717
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000000
 177    USA02H1   0.000000
 178    USA02P1   0.019900
 ...        ...        ...
 11709  USAZY41   0.000000
 11710  USAZY51   0.000000
 11711  USAZY61  -0.912500
 11712  USAZY71   0.000000
 11713  USAZYI1  -0.215686
 11714  USAZYJ1  -0.025000
 11715  USAZYK1   0.000000
 11716  USAZYM1   0.000000
 11717  USAZYO1   0.000000
 11718  USAZYR1   0.000000
 11719  USAZYS1   0.000000
 11720  USAZYT1   0.000000
 11721  USAZYV1   0.000000
 11722  USAZYX1  -0.024896
 11723  USAZZ41   0.000000
 11724  USAZZ51   0.000000
 11725  USAZZ71   0.000000
 11726  USAZZ81   0.000651
 11727  USAZZ91   0.000000
 11728  USAZZA1   0.030043
 11729  USAZZB1   0.000000
 11730  USAZZD1   0.000000
 11731  USAZZF1  -0.012500
 11732  USAZZI1   0.000000
 11733  USAZZL1   0.030000
 11734  USAZZP1   0.000000
 11735  USAZZR1   0.000000
 11736  USAZZX1  -0.046875
 11737  USAZZY1  -0.013500
 11738  USAZZZ1   0.000431
 
 [11590 rows x 2 columns], '20051114':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.000000
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.020000
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 11693  USAZY41   0.000000
 11694  USAZY51  -0.015094
 11695  USAZY61   0.000000
 11696  USAZY71   0.000000
 11697  USAZYI1   0.000000
 11698  USAZYJ1   0.000000
 11699  USAZYK1   0.000000
 11700  USAZYM1   0.750000
 11701  USAZYO1   0.000000
 11702  USAZYR1   0.000000
 11703  USAZYS1   0.000000
 11704  USAZYT1   0.016667
 11705  USAZYV1   0.000000
 11706  USAZYX1  -0.019574
 11707  USAZZ41   0.000000
 11708  USAZZ51   0.000000
 11709  USAZZ71  -0.333333
 11710  USAZZ81   0.006291
 11711  USAZZ91   0.000000
 11712  USAZZA1   0.000000
 11713  USAZZB1   0.000000
 11714  USAZZD1   0.000000
 11715  USAZZF1   0.000000
 11716  USAZZI1   0.000000
 11717  USAZZL1  -0.029126
 11718  USAZZP1  -0.111111
 11719  USAZZR1   0.000000
 11720  USAZZX1  -0.016393
 11721  USAZZY1  -0.000587
 11722  USAZZZ1  -0.001293
 
 [11574 rows x 2 columns], '20051115':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.009910
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.004926
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1  -0.068879
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 11695  USAZY41   0.000000
 11696  USAZY51   0.022989
 11697  USAZY61   0.000000
 11698  USAZY71   0.000000
 11699  USAZYI1   0.000000
 11700  USAZYJ1  -0.230769
 11701  USAZYK1   0.000000
 11702  USAZYM1   0.000000
 11703  USAZYO1  -0.039474
 11704  USAZYR1   0.000000
 11705  USAZYS1   0.000000
 11706  USAZYT1   0.000000
 11707  USAZYV1   0.000000
 11708  USAZYX1  -0.003906
 11709  USAZZ41  -0.142857
 11710  USAZZ51   0.000000
 11711  USAZZ71   0.666667
 11712  USAZZ81  -0.003665
 11713  USAZZ91   0.000000
 11714  USAZZA1   0.000000
 11715  USAZZB1   0.000000
 11716  USAZZD1   0.000000
 11717  USAZZF1  -0.029536
 11718  USAZZI1   0.000000
 11719  USAZZL1   0.000000
 11720  USAZZP1  -0.037500
 11721  USAZZR1   0.000000
 11722  USAZZX1  -0.083333
 11723  USAZZY1  -0.013106
 11724  USAZZZ1  -0.065602
 
 [11576 rows x 2 columns], '20051116':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161   0.022302
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1   0.000000
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 11694  USAZY41   0.000000
 11695  USAZY51  -0.014981
 11696  USAZY61   0.000000
 11697  USAZY71   0.000000
 11698  USAZYI1   0.000000
 11699  USAZYJ1   0.000000
 11700  USAZYK1   0.000000
 11701  USAZYM1   0.000000
 11702  USAZYO1  -0.082192
 11703  USAZYR1   0.000000
 11704  USAZYS1   0.000000
 11705  USAZYT1   0.016393
 11706  USAZYV1   0.000000
 11707  USAZYX1  -0.157298
 11708  USAZZ41  -0.166667
 11709  USAZZ51   0.000000
 11710  USAZZ71   0.000000
 11711  USAZZ81  -0.020554
 11712  USAZZ91   0.000000
 11713  USAZZA1   0.000000
 11714  USAZZB1   0.000000
 11715  USAZZD1   0.000000
 11716  USAZZF1   0.026087
 11717  USAZZI1   0.000000
 11718  USAZZL1   0.000000
 11719  USAZZP1   0.116883
 11720  USAZZR1   0.000000
 11721  USAZZX1   0.072727
 11722  USAZZY1  -0.027750
 11723  USAZZZ1   0.019861
 
 [11575 rows x 2 columns], '20051117':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.000000
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161  -0.000873
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.020231
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1  -0.016199
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 11695  USAZY41   0.000000
 11696  USAZY51   0.000000
 11697  USAZY61   0.000000
 11698  USAZY71   0.000000
 11699  USAZYI1   0.275000
 11700  USAZYJ1   0.000000
 11701  USAZYK1   0.000000
 11702  USAZYM1   0.000000
 11703  USAZYO1   0.029851
 11704  USAZYR1  -0.066667
 11705  USAZYS1   0.000000
 11706  USAZYT1   0.096774
 11707  USAZYV1   0.000000
 11708  USAZYX1   0.049121
 11709  USAZZ41   0.000000
 11710  USAZZ51   0.000000
 11711  USAZZ71  -0.100000
 11712  USAZZ81   0.000000
 11713  USAZZ91   0.000000
 11714  USAZZA1  -0.012500
 11715  USAZZB1   0.000000
 11716  USAZZD1   0.000000
 11717  USAZZF1  -0.004237
 11718  USAZZI1   0.000000
 11719  USAZZL1   0.010000
 11720  USAZZP1  -0.093023
 11721  USAZZR1   0.000000
 11722  USAZZX1  -0.016949
 11723  USAZZY1   0.056065
 11724  USAZZZ1   0.055254
 
 [11576 rows x 2 columns], '20051118':         Barrid  DlyReturn
 149    USA0001   0.000000
 150    USA0011   0.000000
 151    USA0031   0.000000
 152    USA0062   0.000000
 153    USA00E2   0.000000
 154    USA00F1   0.000000
 155    USA00G2   0.348299
 156    USA00H1   0.000000
 157    USA00I1   0.000000
 158    USA00J1   0.000000
 159    USA00K1   0.000000
 160    USA00P1   0.000000
 161    USA00R1   0.000000
 162    USA00S1   0.000000
 163    USA00V1   0.000000
 164    USA0131   0.000000
 165    USA0161  -0.004367
 166    USA01I1   0.000000
 167    USA01J2   0.000000
 168    USA01L1   0.000000
 169    USA01P1   0.000000
 170    USA01Q1   0.000000
 171    USA0202   0.000000
 172    USA0231   0.000000
 173    USA0281   0.000000
 174    USA0291   0.000000
 175    USA02A1   0.000000
 176    USA02B1  -0.009330
 177    USA02H1   0.000000
 178    USA02P1   0.000000
 ...        ...        ...
 11696  USAZY41   0.000000
 11697  USAZY51   0.000000
 11698  USAZY61   0.000000
 11699  USAZY71   0.000000
 11700  USAZYI1   0.176471
 11701  USAZYJ1   0.000000
 11702  USAZYK1   0.000000
 11703  USAZYM1   0.000000
 11704  USAZYO1   0.014493
 11705  USAZYR1  -0.035714
 11706  USAZYS1   0.000000
 11707  USAZYT1   0.161765
 11708  USAZYV1   0.000000
 11709  USAZYX1  -0.026614
 11710  USAZZ41   0.200000
 11711  USAZZ51   0.000000
 11712  USAZZ71   0.111111
 11713  USAZZ81   0.002872
 11714  USAZZ91   0.000000
 11715  USAZZA1   0.000000
 11716  USAZZB1   0.000000
 11717  USAZZD1   0.000000
 11718  USAZZF1  -0.004255
 11719  USAZZI1   0.000000
 11720  USAZZL1   0.025743
 11721  USAZZP1   0.051282
 11722  USAZZR1   0.000000
 11723  USAZZX1  -0.103448
 11724  USAZZY1  -0.001737
 11725  USAZZZ1   0.002146
 
 [11577 rows x 2 columns], '20051121':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161   0.000000
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.108034
 175    USA02H1   0.000000
 176    USA02P1   0.000000
 177    USA02R1   0.000000
 ...        ...        ...
 11694  USAZY41   0.000000
 11695  USAZY51   0.015209
 11696  USAZY61   0.000000
 11697  USAZY71   0.000000
 11698  USAZYI1  -0.333333
 11699  USAZYJ1   0.000000
 11700  USAZYK1   0.000000
 11701  USAZYM1   0.000000
 11702  USAZYO1   0.000000
 11703  USAZYR1  -0.066667
 11704  USAZYS1   0.000000
 11705  USAZYT1   0.101266
 11706  USAZYV1   0.000000
 11707  USAZYX1  -0.010127
 11708  USAZZ41   0.000000
 11709  USAZZ51   0.000000
 11710  USAZZ71   0.000000
 11711  USAZZ81  -0.001322
 11712  USAZZ91   0.000000
 11713  USAZZA1   0.000000
 11714  USAZZB1   0.000000
 11715  USAZZD1   0.000000
 11716  USAZZF1   0.017094
 11717  USAZZI1   0.000000
 11718  USAZZL1   0.000000
 11719  USAZZP1  -0.073171
 11720  USAZZR1   0.000000
 11721  USAZZX1   0.076923
 11722  USAZZY1   0.003481
 11723  USAZZZ1  -0.010274
 
 [11576 rows x 2 columns], '20051122':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161   0.014912
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1  -0.022500
 175    USA02H1   0.000000
 176    USA02P1   0.000000
 177    USA02R1   0.000000
 ...        ...        ...
 11697  USAZY41   0.000000
 11698  USAZY51   0.000000
 11699  USAZY61   0.000000
 11700  USAZY71   0.333333
 11701  USAZYI1   0.500000
 11702  USAZYJ1   0.333333
 11703  USAZYK1   0.000000
 11704  USAZYM1   0.000000
 11705  USAZYO1  -0.028571
 11706  USAZYR1   0.031746
 11707  USAZYS1   0.000000
 11708  USAZYT1  -0.068966
 11709  USAZYV1   0.000000
 11710  USAZYX1   0.002558
 11711  USAZZ41  -0.166667
 11712  USAZZ51   0.000000
 11713  USAZZ71  -0.100000
 11714  USAZZ81  -0.000441
 11715  USAZZ91   0.000000
 11716  USAZZA1   0.063291
 11717  USAZZB1   0.000000
 11718  USAZZD1   0.000000
 11719  USAZZF1  -0.008403
 11720  USAZZI1   0.000000
 11721  USAZZL1   0.003861
 11722  USAZZP1  -0.105263
 11723  USAZZR1   0.000000
 11724  USAZZX1   0.000000
 11725  USAZZY1   0.014646
 11726  USAZZZ1  -0.011255
 
 [11579 rows x 2 columns], '20051123':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161  -0.005186
 164    USA01I1   0.000000
 165    USA01J2   0.047766
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.014164
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.007673
 175    USA02H1   0.000000
 176    USA02P1   0.029268
 177    USA02R1   0.000000
 ...        ...        ...
 11698  USAZY41   0.000000
 11699  USAZY51  -0.011236
 11700  USAZY61   0.000000
 11701  USAZY71  -0.375000
 11702  USAZYI1   0.000000
 11703  USAZYJ1   0.000000
 11704  USAZYK1   0.000000
 11705  USAZYM1   0.142857
 11706  USAZYO1   0.000000
 11707  USAZYR1   0.000000
 11708  USAZYS1   0.000000
 11709  USAZYT1   0.000000
 11710  USAZYV1   0.000000
 11711  USAZYX1  -0.028061
 11712  USAZZ41  -0.200000
 11713  USAZZ51   0.000000
 11714  USAZZ71   0.000000
 11715  USAZZ81  -0.000441
 11716  USAZZ91   0.000000
 11717  USAZZA1   0.000000
 11718  USAZZB1   0.000000
 11719  USAZZD1   0.000000
 11720  USAZZF1  -0.025424
 11721  USAZZI1   0.000000
 11722  USAZZL1  -0.003846
 11723  USAZZP1   0.029412
 11724  USAZZR1   0.000000
 11725  USAZZX1   0.000000
 11726  USAZZY1  -0.018424
 11727  USAZZZ1  -0.008315
 
 [11580 rows x 2 columns], '20051125':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161   0.000864
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.034314
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.013966
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.048952
 175    USA02H1   0.000000
 176    USA02P1   0.000000
 177    USA02R1   0.000000
 ...        ...        ...
 11695  USAZY41   0.000000
 11696  USAZY51   0.000000
 11697  USAZY61   0.000000
 11698  USAZY71   0.000000
 11699  USAZYI1   0.000000
 11700  USAZYJ1   0.000000
 11701  USAZYK1   0.000000
 11702  USAZYM1  -0.375000
 11703  USAZYO1   0.058824
 11704  USAZYR1  -0.038462
 11705  USAZYS1   0.000000
 11706  USAZYT1  -0.037037
 11707  USAZYV1  -0.500000
 11708  USAZYX1   0.005249
 11709  USAZZ41   0.250000
 11710  USAZZ51   0.000000
 11711  USAZZ71   0.000000
 11712  USAZZ81  -0.036424
 11713  USAZZ91   0.000000
 11714  USAZZA1   0.000000
 11715  USAZZB1   0.000000
 11716  USAZZD1   1.000000
 11717  USAZZF1   0.008696
 11718  USAZZI1   0.000000
 11719  USAZZL1   0.000000
 11720  USAZZP1   0.000000
 11721  USAZZR1   0.000000
 11722  USAZZX1   0.000000
 11723  USAZZY1  -0.002322
 11724  USAZZZ1   0.000000
 
 [11577 rows x 2 columns], '20051128':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2  -0.001531
 153    USA00F1   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161  -0.006908
 164    USA01I1   0.000000
 165    USA01J2   0.026471
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.000000
 175    USA02H1   0.000000
 176    USA02P1   0.000000
 177    USA02R1   0.000000
 ...        ...        ...
 11695  USAZY41   0.000000
 11696  USAZY51   0.000000
 11697  USAZY61   0.000000
 11698  USAZY71   0.000000
 11699  USAZYI1   0.000000
 11700  USAZYJ1  -0.125000
 11701  USAZYK1   0.000000
 11702  USAZYM1   0.200000
 11703  USAZYO1  -0.027778
 11704  USAZYR1   0.080000
 11705  USAZYS1   0.000000
 11706  USAZYT1   0.000000
 11707  USAZYV1   0.000000
 11708  USAZYX1  -0.002611
 11709  USAZZ41   0.000000
 11710  USAZZ51   0.000000
 11711  USAZZ71   0.111111
 11712  USAZZ81   0.009622
 11713  USAZZ91   0.000000
 11714  USAZZA1   0.000000
 11715  USAZZB1   0.000000
 11716  USAZZD1  -0.500000
 11717  USAZZF1  -0.008621
 11718  USAZZI1   0.000000
 11719  USAZZL1   0.042471
 11720  USAZZP1  -0.028571
 11721  USAZZR1   0.000000
 11722  USAZZX1   0.053571
 11723  USAZZY1  -0.048487
 11724  USAZZZ1   0.022507
 
 [11577 rows x 2 columns], '20051129':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031  -0.111111
 151    USA0062   0.038566
 152    USA00E2  -0.028374
 153    USA00F1   0.029040
 154    USA00H1   0.008264
 155    USA00I1   0.011186
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161   0.008696
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.045608
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.000000
 175    USA02H1   0.000000
 176    USA02P1   0.028436
 177    USA02R1   0.000000
 ...        ...        ...
 11697  USAZY41   0.000000
 11698  USAZY51   0.003788
 11699  USAZY61   0.000000
 11700  USAZY71   0.200000
 11701  USAZYI1   0.000000
 11702  USAZYJ1   0.128571
 11703  USAZYK1   0.000000
 11704  USAZYM1   0.166667
 11705  USAZYO1  -0.028571
 11706  USAZYR1   0.000000
 11707  USAZYS1   0.000000
 11708  USAZYT1  -0.025641
 11709  USAZYV1   1.000000
 11710  USAZYX1   0.000000
 11711  USAZZ41  -0.200000
 11712  USAZZ51   0.000000
 11713  USAZZ71   1.800000
 11714  USAZZ81   0.001361
 11715  USAZZ91   0.000000
 11716  USAZZA1   0.000000
 11717  USAZZB1   0.000000
 11718  USAZZD1   1.000000
 11719  USAZZF1  -0.021739
 11720  USAZZI1   0.266667
 11721  USAZZL1  -0.027778
 11722  USAZZP1   0.058824
 11723  USAZZR1   0.000000
 11724  USAZZX1   0.000000
 11725  USAZZY1   0.011211
 11726  USAZZZ1  -0.001683
 
 [11579 rows x 2 columns], '20051130':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.003990
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161   0.000000
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.013774
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1  -0.057143
 175    USA02H1   0.000000
 176    USA02P1   0.000000
 177    USA02R1   0.000000
 ...        ...        ...
 11704  USAZY41   0.000000
 11705  USAZY51   0.003774
 11706  USAZY61   0.000000
 11707  USAZY71  -0.166667
 11708  USAZYI1   0.000000
 11709  USAZYJ1   0.000000
 11710  USAZYK1  -0.900000
 11711  USAZYM1  -0.285714
 11712  USAZYO1  -0.058824
 11713  USAZYR1   0.000000
 11714  USAZYS1   0.000000
 11715  USAZYT1   0.047368
 11716  USAZYV1   0.000000
 11717  USAZYX1  -0.010526
 11718  USAZZ41   0.250000
 11719  USAZZ51   0.000000
 11720  USAZZ71   0.214286
 11721  USAZZ81  -0.009744
 11722  USAZZ91   4.000000
 11723  USAZZA1  -0.011905
 11724  USAZZB1   0.000000
 11725  USAZZD1   0.000000
 11726  USAZZF1   0.031111
 11727  USAZZI1   0.052632
 11728  USAZZL1   0.005714
 11729  USAZZP1   0.083333
 11730  USAZZR1   0.000000
 11731  USAZZX1   0.000000
 11732  USAZZY1  -0.003628
 11733  USAZZZ1  -0.017768
 
 [11586 rows x 2 columns], '20051201':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161   0.000000
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.035354
 175    USA02H1   0.000000
 176    USA02P1   0.000000
 177    USA02R1   0.000000
 ...        ...        ...
 11698  USAZY31  -0.070632
 11699  USAZY41   0.000000
 11700  USAZY61   0.000000
 11701  USAZY71   0.000000
 11702  USAZYI1   0.000000
 11703  USAZYJ1   0.012658
 11704  USAZYK1   0.000000
 11705  USAZYM1   0.000000
 11706  USAZYO1  -0.143750
 11707  USAZYR1  -0.037037
 11708  USAZYS1   0.000000
 11709  USAZYT1   0.055276
 11710  USAZYV1   0.000000
 11711  USAZYX1   0.095745
 11712  USAZZ41   0.000000
 11713  USAZZ51   0.000000
 11714  USAZZ71   0.000000
 11715  USAZZ81   0.005721
 11716  USAZZ91   0.000000
 11717  USAZZA1   0.000000
 11718  USAZZB1   0.000000
 11719  USAZZD1  -0.500000
 11720  USAZZF1  -0.008621
 11721  USAZZI1   0.000000
 11722  USAZZL1   0.007576
 11723  USAZZP1   0.025641
 11724  USAZZR1   0.000000
 11725  USAZZX1  -0.016949
 11726  USAZZY1  -0.003642
 11727  USAZZZ1  -0.022007
 
 [11580 rows x 2 columns], '20051202':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2  -0.026835
 153    USA00F1   0.000000
 154    USA00H1  -0.013320
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161   0.016379
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.043902
 175    USA02H1   0.000000
 176    USA02P1   0.000000
 177    USA02R1   0.000000
 ...        ...        ...
 11696  USAZY31   0.020000
 11697  USAZY41   0.000000
 11698  USAZY61   0.000000
 11699  USAZY71   0.000000
 11700  USAZYI1  -0.333333
 11701  USAZYJ1  -0.102500
 11702  USAZYK1   0.000000
 11703  USAZYM1   0.000000
 11704  USAZYO1   0.021898
 11705  USAZYR1  -0.038462
 11706  USAZYS1   0.000000
 11707  USAZYT1   0.021429
 11708  USAZYV1  -0.500000
 11709  USAZYX1   0.019417
 11710  USAZZ41  -0.200000
 11711  USAZZ51   0.000000
 11712  USAZZ71   0.000000
 11713  USAZZ81   0.007053
 11714  USAZZ91   0.000000
 11715  USAZZA1   0.004016
 11716  USAZZB1   0.000000
 11717  USAZZD1   0.000000
 11718  USAZZF1  -0.008696
 11719  USAZZI1   0.000000
 11720  USAZZL1  -0.050752
 11721  USAZZP1   0.000000
 11722  USAZZR1   0.000000
 11723  USAZZX1  -0.034483
 11724  USAZZY1   0.009543
 11725  USAZZZ1   0.027903
 
 [11578 rows x 2 columns], '20051205':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031  -0.007813
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.014165
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161  -0.015267
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.019022
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1  -0.051402
 175    USA02H1   0.000000
 176    USA02P1   0.000000
 177    USA02R1   0.000000
 ...        ...        ...
 11694  USAZY31   0.019608
 11695  USAZY41   0.000000
 11696  USAZY61   0.000000
 11697  USAZY71   0.000000
 11698  USAZYI1   1.000000
 11699  USAZYJ1   0.100279
 11700  USAZYK1   0.000000
 11701  USAZYM1   0.000000
 11702  USAZYO1   0.375000
 11703  USAZYR1   0.000000
 11704  USAZYS1   0.000000
 11705  USAZYT1  -0.102564
 11706  USAZYV1   0.000000
 11707  USAZYX1  -0.047619
 11708  USAZZ41   0.000000
 11709  USAZZ51   0.000000
 11710  USAZZ71   0.000000
 11711  USAZZ81   0.014460
 11712  USAZZ91   0.000000
 11713  USAZZA1   0.000000
 11714  USAZZB1   0.000000
 11715  USAZZD1   0.000000
 11716  USAZZF1  -0.035088
 11717  USAZZI1   0.000000
 11718  USAZZL1   0.053465
 11719  USAZZP1   0.000000
 11720  USAZZR1   0.000000
 11721  USAZZX1  -0.071429
 11722  USAZZY1  -0.014481
 11723  USAZZZ1  -0.003940
 
 [11576 rows x 2 columns], '20051206':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161  -0.004307
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.004739
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.005333
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1  -0.013793
 175    USA02H1   0.000000
 176    USA02P1   0.000000
 177    USA02R1   0.000000
 ...        ...        ...
 11691  USAZY31   0.000000
 11692  USAZY41   0.000000
 11693  USAZY61   0.000000
 11694  USAZY71   0.000000
 11695  USAZYI1   0.187500
 11696  USAZYJ1   0.000000
 11697  USAZYK1   0.000000
 11698  USAZYM1   0.000000
 11699  USAZYO1   0.506494
 11700  USAZYR1  -0.036000
 11701  USAZYS1   0.000000
 11702  USAZYT1   0.025974
 11703  USAZYV1   1.000000
 11704  USAZYX1   0.000000
 11705  USAZZ41   0.000000
 11706  USAZZ51   0.000000
 11707  USAZZ71   0.000000
 11708  USAZZ81   0.007127
 11709  USAZZ91   0.000000
 11710  USAZZA1  -0.068000
 11711  USAZZB1   0.000000
 11712  USAZZD1   0.000000
 11713  USAZZF1   0.000000
 11714  USAZZI1   0.000000
 11715  USAZZL1  -0.013158
 11716  USAZZP1  -0.037500
 11717  USAZZR1   0.000000
 11718  USAZZX1   0.019231
 11719  USAZZY1  -0.002857
 11720  USAZZZ1  -0.030330
 
 [11573 rows x 2 columns], '20051207':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.176198
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161   0.007785
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.014151
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231  -0.005305
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.029971
 175    USA02H1   0.000000
 176    USA02P1  -0.011521
 177    USA02R1   0.000000
 ...        ...        ...
 11693  USAZY31  -0.019231
 11694  USAZY41   0.000000
 11695  USAZY61   0.000000
 11696  USAZY71   0.000000
 11697  USAZYI1   0.000000
 11698  USAZYJ1   0.265823
 11699  USAZYK1   0.000000
 11700  USAZYM1   0.000000
 11701  USAZYO1  -0.137931
 11702  USAZYR1   0.037344
 11703  USAZYS1   0.000000
 11704  USAZYT1  -0.101266
 11705  USAZYV1   0.000000
 11706  USAZYX1  -0.007500
 11707  USAZZ41   0.000000
 11708  USAZZ51   0.000000
 11709  USAZZ71   0.000000
 11710  USAZZ81  -0.002654
 11711  USAZZ91   0.000000
 11712  USAZZA1   0.030043
 11713  USAZZB1   0.000000
 11714  USAZZD1   0.000000
 11715  USAZZF1   0.000000
 11716  USAZZI1   0.000000
 11717  USAZZL1   0.000000
 11718  USAZZP1   0.000000
 11719  USAZZR1   0.000000
 11720  USAZZX1   0.000000
 11721  USAZZY1  -0.032542
 11722  USAZZZ1  -0.000453
 
 [11575 rows x 2 columns], '20051208':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161  -0.000858
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1  -0.007760
 175    USA02H1   0.000000
 176    USA02P1   0.000000
 177    USA02R1   0.000000
 ...        ...        ...
 11694  USAZY31   0.054902
 11695  USAZY41   0.000000
 11696  USAZY61   0.000000
 11697  USAZY71   0.000000
 11698  USAZYI1  -0.105263
 11699  USAZYJ1   0.000000
 11700  USAZYK1   0.000000
 11701  USAZYM1   0.000000
 11702  USAZYO1  -0.076000
 11703  USAZYR1  -0.040000
 11704  USAZYS1   0.000000
 11705  USAZYT1   0.014085
 11706  USAZYV1  -0.500000
 11707  USAZYX1  -0.007557
 11708  USAZZ41  -0.250000
 11709  USAZZ51   0.000000
 11710  USAZZ71   0.000000
 11711  USAZZ81  -0.007317
 11712  USAZZ91   0.000000
 11713  USAZZA1   0.166667
 11714  USAZZB1   0.000000
 11715  USAZZD1   0.000000
 11716  USAZZF1  -0.022727
 11717  USAZZI1   0.000000
 11718  USAZZL1   0.047619
 11719  USAZZP1   0.000000
 11720  USAZZR1   0.000000
 11721  USAZZX1   0.037736
 11722  USAZZY1   0.008250
 11723  USAZZZ1  -0.009070
 
 [11576 rows x 2 columns], '20051209':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1  -0.023313
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.067261
 163    USA0161  -0.002577
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.040080
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1  -0.042033
 175    USA02H1   0.000000
 176    USA02P1   0.000000
 177    USA02R1   0.000000
 ...        ...        ...
 11694  USAZY31  -0.052045
 11695  USAZY41   0.000000
 11696  USAZY61   0.000000
 11697  USAZY71   0.000000
 11698  USAZYI1   0.000000
 11699  USAZYJ1   0.000000
 11700  USAZYK1   0.000000
 11701  USAZYM1   0.000000
 11702  USAZYO1   0.114719
 11703  USAZYR1   0.000000
 11704  USAZYS1   0.000000
 11705  USAZYT1   0.055556
 11706  USAZYV1   0.000000
 11707  USAZYX1  -0.007614
 11708  USAZZ41   0.000000
 11709  USAZZ51   0.000000
 11710  USAZZ71   0.000000
 11711  USAZZ81   0.003350
 11712  USAZZ91   0.000000
 11713  USAZZA1  -0.035714
 11714  USAZZB1   0.000000
 11715  USAZZD1   0.000000
 11716  USAZZF1   0.000000
 11717  USAZZI1   0.000000
 11718  USAZZL1   0.000000
 11719  USAZZP1  -0.012987
 11720  USAZZR1   0.000000
 11721  USAZZX1  -0.054545
 11722  USAZZY1   0.010491
 11723  USAZZZ1   0.009153
 
 [11576 rows x 2 columns], '20051212':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161   0.000000
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.028571
 175    USA02H1   0.000000
 176    USA02P1   0.000000
 177    USA02R1   0.000000
 ...        ...        ...
 11690  USAZY31  -0.019608
 11691  USAZY41   0.000000
 11692  USAZY61   0.000000
 11693  USAZY71   0.000000
 11694  USAZYI1   0.000000
 11695  USAZYJ1  -0.300000
 11696  USAZYK1   0.000000
 11697  USAZYM1   0.000000
 11698  USAZYO1   0.165049
 11699  USAZYR1  -0.083333
 11700  USAZYS1   0.000000
 11701  USAZYT1  -0.039474
 11702  USAZYV1   0.000000
 11703  USAZYX1   0.000000
 11704  USAZZ41   0.000000
 11705  USAZZ51   0.000000
 11706  USAZZ71   0.000000
 11707  USAZZ81   0.010686
 11708  USAZZ91   0.000000
 11709  USAZZA1   0.000000
 11710  USAZZB1   0.000000
 11711  USAZZD1   0.000000
 11712  USAZZF1  -0.069767
 11713  USAZZI1   0.000000
 11714  USAZZL1   0.054545
 11715  USAZZP1  -0.118421
 11716  USAZZR1   0.000000
 11717  USAZZX1   0.000000
 11718  USAZZY1   0.044435
 11719  USAZZZ1  -0.035374
 
 [11572 rows x 2 columns], '20051213':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161  -0.000861
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1  -0.006944
 175    USA02H1   0.000000
 176    USA02P1   0.000000
 177    USA02R1   0.000000
 ...        ...        ...
 11691  USAZY31   0.000000
 11692  USAZY41   0.000000
 11693  USAZY61   0.000000
 11694  USAZY71   0.000000
 11695  USAZYI1  -0.058824
 11696  USAZYJ1   0.000000
 11697  USAZYK1   0.000000
 11698  USAZYM1   0.000000
 11699  USAZYO1  -0.058333
 11700  USAZYR1   0.045455
 11701  USAZYS1   0.000000
 11702  USAZYT1  -0.068493
 11703  USAZYV1   2.000000
 11704  USAZYX1   0.000000
 11705  USAZZ41   0.000000
 11706  USAZZ51   0.000000
 11707  USAZZ71   0.176471
 11708  USAZZ81   0.000441
 11709  USAZZ91   0.000000
 11710  USAZZA1   0.000000
 11711  USAZZB1  -0.333333
 11712  USAZZD1   0.000000
 11713  USAZZF1   0.000000
 11714  USAZZI1   0.000000
 11715  USAZZL1   0.163793
 11716  USAZZP1   0.104478
 11717  USAZZR1   0.000000
 11718  USAZZX1   0.019231
 11719  USAZZY1   0.032406
 11720  USAZZZ1  -0.014104
 
 [11573 rows x 2 columns], '20051214':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161   0.002586
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.000000
 175    USA02H1   0.000000
 176    USA02P1   0.000000
 177    USA02R1   0.000000
 ...        ...        ...
 11682  USAZY31  -0.016000
 11683  USAZY41   0.000000
 11684  USAZY61   0.000000
 11685  USAZY71   0.000000
 11686  USAZYI1   0.250000
 11687  USAZYJ1   1.857143
 11688  USAZYK1   0.000000
 11689  USAZYM1   0.000000
 11690  USAZYO1   0.053097
 11691  USAZYR1   0.086957
 11692  USAZYS1   0.000000
 11693  USAZYT1   0.044118
 11694  USAZYV1  -0.100000
 11695  USAZYX1  -0.005115
 11696  USAZZ41   0.100000
 11697  USAZZ51   0.000000
 11698  USAZZ71   0.150000
 11699  USAZZ81   0.003963
 11700  USAZZ91   0.000000
 11701  USAZZA1   0.000000
 11702  USAZZB1   0.000000
 11703  USAZZD1  -0.200000
 11704  USAZZF1   0.000000
 11705  USAZZI1  -0.250000
 11706  USAZZL1   0.170370
 11707  USAZZP1  -0.155405
 11708  USAZZR1   0.000000
 11709  USAZZX1  -0.016981
 11710  USAZZY1   0.017964
 11711  USAZZZ1   0.002861
 
 [11564 rows x 2 columns], '20051215':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161   0.014617
 164    USA01I1   0.000000
 165    USA01J2   0.014327
 166    USA01L1   0.000000
 167    USA01P1   0.004651
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.000000
 175    USA02H1   0.000000
 176    USA02P1   0.000000
 177    USA02R1   0.000000
 ...        ...        ...
 11682  USAZY31   0.048780
 11683  USAZY41   0.000000
 11684  USAZY61   0.000000
 11685  USAZY71   0.000000
 11686  USAZYI1   0.000000
 11687  USAZYJ1   0.000000
 11688  USAZYK1   0.000000
 11689  USAZYM1   0.000000
 11690  USAZYO1  -0.100840
 11691  USAZYR1   0.000000
 11692  USAZYS1   0.000000
 11693  USAZYT1  -0.028169
 11694  USAZYV1   0.000000
 11695  USAZYX1   0.002571
 11696  USAZZ41  -0.151515
 11697  USAZZ51   0.000000
 11698  USAZZ71   0.000000
 11699  USAZZ81   0.004605
 11700  USAZZ91   0.000000
 11701  USAZZA1   0.081481
 11702  USAZZB1   0.000000
 11703  USAZZD1  -0.125000
 11704  USAZZF1   0.000000
 11705  USAZZI1   0.000000
 11706  USAZZL1  -0.025316
 11707  USAZZP1  -0.160000
 11708  USAZZR1   0.000000
 11709  USAZZX1   0.055662
 11710  USAZZY1  -0.011385
 11711  USAZZZ1   0.027104
 
 [11564 rows x 2 columns], '20051216':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161  -0.014407
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281  -0.001927
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.000000
 175    USA02H1   0.000000
 176    USA02P1   0.000000
 177    USA02R1   0.000000
 ...        ...        ...
 11683  USAZY31  -0.058140
 11684  USAZY41   0.000000
 11685  USAZY61   0.000000
 11686  USAZY71   0.200000
 11687  USAZYI1   0.000000
 11688  USAZYJ1   0.000000
 11689  USAZYK1   1.000000
 11690  USAZYM1   0.000000
 11691  USAZYO1  -0.056075
 11692  USAZYR1   0.000000
 11693  USAZYS1   0.000000
 11694  USAZYT1   0.000000
 11695  USAZYV1   0.000000
 11696  USAZYX1  -0.005128
 11697  USAZZ41   0.142857
 11698  USAZZ51   0.000000
 11699  USAZZ71  -0.130435
 11700  USAZZ81   0.000218
 11701  USAZZ91   0.000000
 11702  USAZZA1   0.027397
 11703  USAZZB1   0.000000
 11704  USAZZD1  -0.285714
 11705  USAZZF1   0.000000
 11706  USAZZI1   0.000000
 11707  USAZZL1   0.000000
 11708  USAZZP1  -0.028571
 11709  USAZZR1   0.000000
 11710  USAZZX1  -0.054545
 11711  USAZZY1  -0.005950
 11712  USAZZZ1   0.000463
 
 [11565 rows x 2 columns], '20051219':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.051188
 152    USA00E2   0.000000
 153    USA00F1   0.013819
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.005698
 163    USA0161  -0.002580
 164    USA01I1   0.000000
 165    USA01J2  -0.016949
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.020347
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281  -0.007722
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.000000
 175    USA02H1   0.000000
 176    USA02P1   0.016317
 177    USA02R1  -0.179811
 ...        ...        ...
 11683  USAZY31  -0.053498
 11684  USAZY41   0.000000
 11685  USAZY61   0.000000
 11686  USAZY71  -0.166667
 11687  USAZYI1   0.000000
 11688  USAZYJ1  -0.600000
 11689  USAZYK1   0.000000
 11690  USAZYM1   0.000000
 11691  USAZYO1  -0.039604
 11692  USAZYR1  -0.116000
 11693  USAZYS1   0.000000
 11694  USAZYT1   0.000000
 11695  USAZYV1   0.000000
 11696  USAZYX1   0.007732
 11697  USAZZ41   0.062500
 11698  USAZZ51   0.000000
 11699  USAZZ71   0.000000
 11700  USAZZ81  -0.001091
 11701  USAZZ91   0.000000
 11702  USAZZA1  -0.040000
 11703  USAZZB1   0.000000
 11704  USAZZD1   0.400000
 11705  USAZZF1  -0.030000
 11706  USAZZI1   0.000000
 11707  USAZZL1  -0.025974
 11708  USAZZP1  -0.117647
 11709  USAZZR1   0.000000
 11710  USAZZX1   0.094231
 11711  USAZZY1  -0.022012
 11712  USAZZZ1  -0.009718
 
 [11565 rows x 2 columns], '20051220':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.071741
 151    USA0062   0.006957
 152    USA00E2   0.137064
 153    USA00F1  -0.012392
 154    USA00H1  -0.012461
 155    USA00I1  -0.002688
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161   0.006897
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.006977
 167    USA01P1  -0.027778
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.000000
 175    USA02H1   0.000000
 176    USA02P1  -0.009174
 177    USA02R1  -0.034615
 ...        ...        ...
 11681  USAZY31  -0.004348
 11682  USAZY41   0.000000
 11683  USAZY61   0.000000
 11684  USAZY71   0.000000
 11685  USAZYI1  -0.200000
 11686  USAZYJ1   0.000000
 11687  USAZYK1   0.000000
 11688  USAZYM1   0.000000
 11689  USAZYO1  -0.175258
 11690  USAZYR1   0.018100
 11691  USAZYS1   0.000000
 11692  USAZYT1   0.014493
 11693  USAZYV1   0.000000
 11694  USAZYX1  -0.003581
 11695  USAZZ41  -0.147059
 11696  USAZZ51   0.000000
 11697  USAZZ71   0.000000
 11698  USAZZ81  -0.007647
 11699  USAZZ91  -0.800000
 11700  USAZZA1  -0.017361
 11701  USAZZB1   0.000000
 11702  USAZZD1  -0.142857
 11703  USAZZF1  -0.046392
 11704  USAZZI1   0.000000
 11705  USAZZL1  -0.033333
 11706  USAZZP1   0.000000
 11707  USAZZR1   0.000000
 11708  USAZZX1   0.054482
 11709  USAZZY1   0.009279
 11710  USAZZZ1  -0.018692
 
 [11563 rows x 2 columns], '20051221':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161   0.016267
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.000000
 175    USA02H1   0.000000
 176    USA02P1   0.000000
 177    USA02R1   0.000000
 ...        ...        ...
 11680  USAZY31  -0.021834
 11681  USAZY41   0.000000
 11682  USAZY61   0.000000
 11683  USAZY71   0.000000
 11684  USAZYI1  -0.250000
 11685  USAZYJ1   0.125000
 11686  USAZYK1   0.000000
 11687  USAZYM1   0.000000
 11688  USAZYO1   0.012500
 11689  USAZYR1   0.111111
 11690  USAZYS1   0.000000
 11691  USAZYT1   0.057143
 11692  USAZYV1   0.000000
 11693  USAZYX1   0.007700
 11694  USAZZ41  -0.103448
 11695  USAZZ51   0.000000
 11696  USAZZ71   0.200000
 11697  USAZZ81  -0.004403
 11698  USAZZ91   0.000000
 11699  USAZZA1   0.060071
 11700  USAZZB1   0.000000
 11701  USAZZD1   0.000000
 11702  USAZZF1   0.016216
 11703  USAZZI1   0.000000
 11704  USAZZL1  -0.027586
 11705  USAZZP1   0.000000
 11706  USAZZR1   0.000000
 11707  USAZZX1   0.000000
 11708  USAZZY1  -0.005673
 11709  USAZZZ1   0.002381
 
 [11562 rows x 2 columns], '20051222':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161  -0.008425
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1  -0.024975
 175    USA02H1   0.000000
 176    USA02P1   0.013100
 177    USA02R1   0.000000
 ...        ...        ...
 11678  USAZY31  -0.017857
 11679  USAZY41   0.000000
 11680  USAZY61   0.000000
 11681  USAZY71   0.000000
 11682  USAZYI1   0.166667
 11683  USAZYJ1   0.000000
 11684  USAZYK1   0.000000
 11685  USAZYM1   0.000000
 11686  USAZYO1   0.024691
 11687  USAZYR1  -0.080000
 11688  USAZYS1   0.000000
 11689  USAZYT1  -0.013514
 11690  USAZYV1   0.000000
 11691  USAZYX1  -0.006623
 11692  USAZZ41  -0.038462
 11693  USAZZ51   0.000000
 11694  USAZZ71  -0.041667
 11695  USAZZ81  -0.001106
 11696  USAZZ91   0.000000
 11697  USAZZA1  -0.080000
 11698  USAZZB1   0.000000
 11699  USAZZD1   0.166667
 11700  USAZZF1  -0.042553
 11701  USAZZI1   0.000000
 11702  USAZZL1   0.056738
 11703  USAZZP1   0.000000
 11704  USAZZR1   0.000000
 11705  USAZZX1  -0.050000
 11706  USAZZY1   0.004722
 11707  USAZZZ1   0.002375
 
 [11560 rows x 2 columns], '20051223':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00H1   0.018927
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161   0.019541
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.000000
 175    USA02H1   0.000000
 176    USA02P1   0.000000
 177    USA02R1   0.000000
 ...        ...        ...
 11677  USAZY31   0.000000
 11678  USAZY41   0.000000
 11679  USAZY61   0.000000
 11680  USAZY71   0.000000
 11681  USAZYI1   0.071429
 11682  USAZYJ1   0.022222
 11683  USAZYK1  -0.500000
 11684  USAZYM1   0.000000
 11685  USAZYO1   0.036145
 11686  USAZYR1   0.086957
 11687  USAZYS1   0.000000
 11688  USAZYT1   0.000000
 11689  USAZYV1   0.000000
 11690  USAZYX1  -0.007179
 11691  USAZZ41   0.000000
 11692  USAZZ51   0.000000
 11693  USAZZ71   0.000000
 11694  USAZZ81  -0.007970
 11695  USAZZ91  29.000000
 11696  USAZZA1   0.039855
 11697  USAZZB1   0.000000
 11698  USAZZD1   0.000000
 11699  USAZZF1   0.016667
 11700  USAZZI1   0.000000
 11701  USAZZL1   0.063087
 11702  USAZZP1  -0.044444
 11703  USAZZR1   0.000000
 11704  USAZZX1   0.017544
 11705  USAZZY1   0.001958
 11706  USAZZZ1   0.024645
 
 [11559 rows x 2 columns], '20051227':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062  -0.005181
 152    USA00E2   0.000000
 153    USA00F1   0.040151
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.023371
 163    USA0161   0.000000
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1  -0.009901
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1  -0.024078
 175    USA02H1   0.000000
 176    USA02P1   0.006944
 177    USA02R1   0.000000
 ...        ...        ...
 11678  USAZY31  -0.045455
 11679  USAZY41   0.000000
 11680  USAZY61   0.000000
 11681  USAZY71   0.000000
 11682  USAZYI1   0.066667
 11683  USAZYJ1   0.000000
 11684  USAZYK1   0.000000
 11685  USAZYM1   0.000000
 11686  USAZYO1   0.093023
 11687  USAZYR1  -0.160000
 11688  USAZYS1   0.000000
 11689  USAZYT1  -0.041096
 11690  USAZYV1  -0.777778
 11691  USAZYX1   0.000000
 11692  USAZZ41  -0.200000
 11693  USAZZ51   0.000000
 11694  USAZZ71  -0.478261
 11695  USAZZ81  -0.005356
 11696  USAZZ91   0.000000
 11697  USAZZA1   0.000000
 11698  USAZZB1   0.000000
 11699  USAZZD1  -0.142857
 11700  USAZZF1  -0.043716
 11701  USAZZI1   0.000000
 11702  USAZZL1   0.010101
 11703  USAZZP1   0.162791
 11704  USAZZR1   0.000000
 11705  USAZZX1   0.000000
 11706  USAZZY1  -0.022865
 11707  USAZZZ1  -0.007863
 
 [11560 rows x 2 columns], '20051228':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1  -0.026667
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161  -0.030000
 164    USA01I1   0.001796
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.000000
 175    USA02H1   0.145518
 176    USA02P1   0.000000
 177    USA02R1   0.000000
 ...        ...        ...
 11677  USAZY31   0.023810
 11678  USAZY41   0.000000
 11679  USAZY61   0.000000
 11680  USAZY71   0.200000
 11681  USAZYI1   0.000000
 11682  USAZYJ1   0.000000
 11683  USAZYK1   0.000000
 11684  USAZYM1   0.000000
 11685  USAZYO1   0.255319
 11686  USAZYR1   0.009524
 11687  USAZYS1   0.000000
 11688  USAZYT1   0.000000
 11689  USAZYV1   2.333333
 11690  USAZYX1   0.007748
 11691  USAZZ41   0.100000
 11692  USAZZ51   0.000000
 11693  USAZZ71   0.000000
 11694  USAZZ81   0.011667
 11695  USAZZ91   0.000000
 11696  USAZZA1  -0.024390
 11697  USAZZB1   0.000000
 11698  USAZZD1   0.000000
 11699  USAZZF1   0.017143
 11700  USAZZI1   0.000000
 11701  USAZZL1   0.000000
 11702  USAZZP1   0.020000
 11703  USAZZR1   0.000000
 11704  USAZZX1  -0.017241
 11705  USAZZY1   0.006600
 11706  USAZZZ1   0.021911
 
 [11559 rows x 2 columns], '20051229':         Barrid  DlyReturn
 148    USA0001   0.015657
 149    USA0011   0.000000
 150    USA0031   0.001633
 151    USA0062  -0.005208
 152    USA00E2   0.019971
 153    USA00F1   0.012063
 154    USA00H1  -0.003096
 155    USA00I1  -0.006739
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161   0.018900
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1  -0.004619
 167    USA01P1  -0.004762
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1   0.023623
 175    USA02H1   0.000000
 176    USA02P1  -0.016092
 177    USA02R1   0.000000
 ...        ...        ...
 11676  USAZY31  -0.069767
 11677  USAZY41   0.000000
 11678  USAZY61   0.000000
 11679  USAZY71   0.000000
 11680  USAZYI1   0.000000
 11681  USAZYJ1   0.000000
 11682  USAZYK1   2.000000
 11683  USAZYM1   0.000000
 11684  USAZYO1  -0.025424
 11685  USAZYR1  -0.009434
 11686  USAZYS1   0.000000
 11687  USAZYT1  -0.014286
 11688  USAZYV1  -0.700000
 11689  USAZYX1  -0.001025
 11690  USAZZ41  -0.045455
 11691  USAZZ51   0.000000
 11692  USAZZ71   0.125000
 11693  USAZZ81   0.000222
 11694  USAZZ91   0.000000
 11695  USAZZA1   0.028571
 11696  USAZZB1   0.000000
 11697  USAZZD1   0.333333
 11698  USAZZF1   0.067416
 11699  USAZZI1   0.000000
 11700  USAZZL1   0.162500
 11701  USAZZP1   0.039216
 11702  USAZZR1   0.000000
 11703  USAZZX1  -0.035088
 11704  USAZZY1  -0.009338
 11705  USAZZZ1  -0.012318
 
 [11558 rows x 2 columns], '20051230':         Barrid  DlyReturn
 148    USA0001   0.000000
 149    USA0011   0.000000
 150    USA0031   0.000000
 151    USA0062   0.000000
 152    USA00E2   0.000000
 153    USA00F1   0.000000
 154    USA00H1   0.000000
 155    USA00I1   0.000000
 156    USA00J1   0.000000
 157    USA00K1   0.000000
 158    USA00P1   0.000000
 159    USA00R1   0.000000
 160    USA00S1   0.000000
 161    USA00V1   0.000000
 162    USA0131   0.000000
 163    USA0161   0.010118
 164    USA01I1   0.000000
 165    USA01J2   0.000000
 166    USA01L1   0.000000
 167    USA01P1   0.000000
 168    USA01Q1   0.000000
 169    USA0202   0.000000
 170    USA0231   0.000000
 171    USA0281   0.000000
 172    USA0291   0.000000
 173    USA02A1   0.000000
 174    USA02B1  -0.007180
 175    USA02H1   0.000000
 176    USA02P1   0.000000
 177    USA02R1   0.000000
 ...        ...        ...
 11703  USAZY31   0.010000
 11704  USAZY41   0.000000
 11705  USAZY61   0.000000
 11706  USAZY71  -0.166667
 11707  USAZYI1  -0.125000
 11708  USAZYJ1   0.097826
 11709  USAZYK1  -0.333333
 11710  USAZYM1   0.000000
 11711  USAZYO1   0.008696
 11712  USAZYR1   0.000000
 11713  USAZYS1   0.000000
 11714  USAZYT1   0.014493
 11715  USAZYV1   0.000000
 11716  USAZYX1  -0.000257
 11717  USAZZ41   0.095238
 11718  USAZZ51   0.000000
 11719  USAZZ71  -0.037037
 11720  USAZZ81  -0.001330
 11721  USAZZ91   0.000000
 11722  USAZZA1  -0.034722
 11723  USAZZB1   0.000000
 11724  USAZZD1  -0.250000
 11725  USAZZF1   0.000000
 11726  USAZZI1   0.000000
 11727  USAZZL1   0.048387
 11728  USAZZP1   0.056604
 11729  USAZZR1   0.000000
 11730  USAZZX1   0.018182
 11731  USAZZY1  -0.002607
 11732  USAZZZ1   0.015242
 
 [11585 rows x 2 columns]}
In [13]:
daily_return.keys()
Out[13]:
dict_keys(['20040102', '20040105', '20040106', '20040107', '20040108', '20040109', '20040112', '20040113', '20040114', '20040115', '20040116', '20040120', '20040121', '20040122', '20040123', '20040126', '20040127', '20040128', '20040129', '20040130', '20040202', '20040203', '20040204', '20040205', '20040206', '20040209', '20040210', '20040211', '20040212', '20040213', '20040217', '20040218', '20040219', '20040220', '20040223', '20040224', '20040225', '20040226', '20040227', '20040301', '20040302', '20040303', '20040304', '20040305', '20040308', '20040309', '20040310', '20040311', '20040312', '20040315', '20040316', '20040317', '20040318', '20040319', '20040322', '20040323', '20040324', '20040325', '20040326', '20040329', '20040330', '20040331', '20040401', '20040402', '20040405', '20040406', '20040407', '20040408', '20040412', '20040413', '20040414', '20040415', '20040416', '20040419', '20040420', '20040421', '20040422', '20040423', '20040426', '20040427', '20040428', '20040429', '20040430', '20040503', '20040504', '20040505', '20040506', '20040507', '20040510', '20040511', '20040512', '20040513', '20040514', '20040517', '20040518', '20040519', '20040520', '20040521', '20040524', '20040525', '20040526', '20040527', '20040528', '20040601', '20040602', '20040603', '20040604', '20040607', '20040608', '20040609', '20040610', '20040614', '20040615', '20040616', '20040617', '20040618', '20040621', '20040622', '20040623', '20040624', '20040625', '20040628', '20040629', '20040630', '20040701', '20040702', '20040706', '20040707', '20040708', '20040709', '20040712', '20040713', '20040714', '20040715', '20040716', '20040719', '20040720', '20040721', '20040722', '20040723', '20040726', '20040727', '20040728', '20040729', '20040730', '20040802', '20040803', '20040804', '20040805', '20040806', '20040809', '20040810', '20040811', '20040812', '20040813', '20040816', '20040817', '20040818', '20040819', '20040820', '20040823', '20040824', '20040825', '20040826', '20040827', '20040830', '20040831', '20040901', '20040902', '20040903', '20040907', '20040908', '20040909', '20040910', '20040913', '20040914', '20040915', '20040916', '20040917', '20040920', '20040921', '20040922', '20040923', '20040924', '20040927', '20040928', '20040929', '20040930', '20041001', '20041004', '20041005', '20041006', '20041007', '20041008', '20041011', '20041012', '20041013', '20041014', '20041015', '20041018', '20041019', '20041020', '20041021', '20041022', '20041025', '20041026', '20041027', '20041028', '20041029', '20041101', '20041102', '20041103', '20041104', '20041105', '20041108', '20041109', '20041110', '20041111', '20041112', '20041115', '20041116', '20041117', '20041118', '20041119', '20041122', '20041123', '20041124', '20041126', '20041129', '20041130', '20041201', '20041202', '20041203', '20041206', '20041207', '20041208', '20041209', '20041210', '20041213', '20041214', '20041215', '20041216', '20041217', '20041220', '20041221', '20041222', '20041223', '20041227', '20041228', '20041229', '20041230', '20041231', '20050103', '20050104', '20050105', '20050106', '20050107', '20050110', '20050111', '20050112', '20050113', '20050114', '20050118', '20050119', '20050120', '20050121', '20050124', '20050125', '20050126', '20050127', '20050128', '20050131', '20050201', '20050202', '20050203', '20050204', '20050207', '20050208', '20050209', '20050210', '20050211', '20050214', '20050215', '20050216', '20050217', '20050218', '20050222', '20050223', '20050224', '20050225', '20050228', '20050301', '20050302', '20050303', '20050304', '20050307', '20050308', '20050309', '20050310', '20050311', '20050314', '20050315', '20050316', '20050317', '20050318', '20050321', '20050322', '20050323', '20050324', '20050328', '20050329', '20050330', '20050331', '20050401', '20050404', '20050405', '20050406', '20050407', '20050408', '20050411', '20050412', '20050413', '20050414', '20050415', '20050418', '20050419', '20050420', '20050421', '20050422', '20050425', '20050426', '20050427', '20050428', '20050429', '20050502', '20050503', '20050504', '20050505', '20050506', '20050509', '20050510', '20050511', '20050512', '20050513', '20050516', '20050517', '20050518', '20050519', '20050520', '20050523', '20050524', '20050525', '20050526', '20050527', '20050531', '20050601', '20050602', '20050603', '20050606', '20050607', '20050608', '20050609', '20050610', '20050613', '20050614', '20050615', '20050616', '20050617', '20050620', '20050621', '20050622', '20050623', '20050624', '20050627', '20050628', '20050629', '20050630', '20050701', '20050705', '20050706', '20050707', '20050708', '20050711', '20050712', '20050713', '20050714', '20050715', '20050718', '20050719', '20050720', '20050721', '20050722', '20050725', '20050726', '20050727', '20050728', '20050729', '20050801', '20050802', '20050803', '20050804', '20050805', '20050808', '20050809', '20050810', '20050811', '20050812', '20050815', '20050816', '20050817', '20050818', '20050819', '20050822', '20050823', '20050824', '20050825', '20050826', '20050829', '20050830', '20050831', '20050901', '20050902', '20050906', '20050907', '20050908', '20050909', '20050912', '20050913', '20050914', '20050915', '20050916', '20050919', '20050920', '20050921', '20050922', '20050923', '20050926', '20050927', '20050928', '20050929', '20050930', '20051003', '20051004', '20051005', '20051006', '20051007', '20051010', '20051011', '20051012', '20051013', '20051014', '20051017', '20051018', '20051019', '20051020', '20051021', '20051024', '20051025', '20051026', '20051027', '20051028', '20051031', '20051101', '20051102', '20051103', '20051104', '20051107', '20051108', '20051109', '20051110', '20051111', '20051114', '20051115', '20051116', '20051117', '20051118', '20051121', '20051122', '20051123', '20051125', '20051128', '20051129', '20051130', '20051201', '20051202', '20051205', '20051206', '20051207', '20051208', '20051209', '20051212', '20051213', '20051214', '20051215', '20051216', '20051219', '20051220', '20051221', '20051222', '20051223', '20051227', '20051228', '20051229', '20051230'])
In [14]:
daily_return['20040102'].head()
Out[14]:
Barrid DlyReturn
76 USA0001 0.0
77 USA0011 0.0
78 USA0031 0.0
79 USA0062 0.0
80 USA00E2 0.0
In [15]:
tmp = daily_return['20040102']
tmp.shape
Out[15]:
(12442, 2)

Shift Daily Returns Data (TODO)

In the cell below, we want to incorporate a realistic time delay that exists in live trading, we’ll use a two day delay for the daily_return data. That means the daily_return should be two days after the data in data and cov_data. Combine daily_return and data together in a dict called frames.

Since reporting of PnL is usually for the date of the returns, make sure to use the two day delay dates (dates that match the daily_return) when building frames. This means calling frames['20040108'] will get you the prices from "20040108" and the data from data at "20040106".

Note: We're not shifting covariance, since we'll use the "DataDate" field in frames to lookup the covariance data. The "DataDate" field contains the date when the data in frames was recorded. For example, frames['20040108'] will give you a value of "20040106" for the field "DataDate".

In [16]:
frames ={}
dlyreturn_n_days_delay = 2

# TODO: Implement
date_shifts = zip(
        sorted(data.keys()),
        sorted(daily_return.keys())[dlyreturn_n_days_delay:len(data) + dlyreturn_n_days_delay])

for data_date, price_date in date_shifts:
    frames[price_date] = data[data_date].merge(daily_return[price_date], on='Barrid')
In [17]:
frames.keys()
Out[17]:
dict_keys(['20040106', '20040107', '20040108', '20040109', '20040112', '20040113', '20040114', '20040115', '20040116', '20040120', '20040121', '20040122', '20040123', '20040126', '20040127', '20040128', '20040129', '20040130', '20040202', '20040203', '20040204', '20040205', '20040206', '20040209', '20040210', '20040211', '20040212', '20040213', '20040217', '20040218', '20040219', '20040220', '20040223', '20040224', '20040225', '20040226', '20040227', '20040301', '20040302', '20040303', '20040304', '20040305', '20040308', '20040309', '20040310', '20040311', '20040312', '20040315', '20040316', '20040317', '20040318', '20040319', '20040322', '20040323', '20040324', '20040325', '20040326', '20040329', '20040330', '20040331', '20040401', '20040402', '20040405', '20040406', '20040407', '20040408', '20040412', '20040413', '20040414', '20040415', '20040416', '20040419', '20040420', '20040421', '20040422', '20040423', '20040426', '20040427', '20040428', '20040429', '20040430', '20040503', '20040504', '20040505', '20040506', '20040507', '20040510', '20040511', '20040512', '20040513', '20040514', '20040517', '20040518', '20040519', '20040520', '20040521', '20040524', '20040525', '20040526', '20040527', '20040528', '20040601', '20040602', '20040603', '20040604', '20040607', '20040608', '20040609', '20040610', '20040614', '20040615', '20040616', '20040617', '20040618', '20040621', '20040622', '20040623', '20040624', '20040625', '20040628', '20040629', '20040630', '20040701', '20040702', '20040706', '20040707', '20040708', '20040709', '20040712', '20040713', '20040714', '20040715', '20040716', '20040719', '20040720', '20040721', '20040722', '20040723', '20040726', '20040727', '20040728', '20040729', '20040730', '20040802', '20040803', '20040804', '20040805', '20040806', '20040809', '20040810', '20040811', '20040812', '20040813', '20040816', '20040817', '20040818', '20040819', '20040820', '20040823', '20040824', '20040825', '20040826', '20040827', '20040830', '20040831', '20040901', '20040902', '20040903', '20040907', '20040908', '20040909', '20040910', '20040913', '20040914', '20040915', '20040916', '20040917', '20040920', '20040921', '20040922', '20040923', '20040924', '20040927', '20040928', '20040929', '20040930', '20041001', '20041004', '20041005', '20041006', '20041007', '20041008', '20041011', '20041012', '20041013', '20041014', '20041015', '20041018', '20041019', '20041020', '20041021', '20041022', '20041025', '20041026', '20041027', '20041028', '20041029', '20041101', '20041102', '20041103', '20041104', '20041105', '20041108', '20041109', '20041110', '20041111', '20041112', '20041115', '20041116', '20041117', '20041118', '20041119', '20041122', '20041123', '20041124', '20041126', '20041129', '20041130', '20041201', '20041202', '20041203', '20041206', '20041207', '20041208', '20041209', '20041210', '20041213', '20041214', '20041215', '20041216', '20041217', '20041220', '20041221', '20041222', '20041223', '20041227', '20041228', '20041229', '20041230', '20041231', '20050103', '20050104'])
In [18]:
frames['20040106'].head()
Out[18]:
Barrid USFASTD_1DREVRSL USFASTD_AERODEF USFASTD_AIRLINES USFASTD_ALUMSTEL USFASTD_APPAREL USFASTD_AUTO USFASTD_BANKS USFASTD_BETA USFASTD_BEVTOB ... DailyVolume ADTCA_30 IssuerMarketCap Yield TotalRisk SpecRisk HistBeta PredBeta DataDate DlyReturn
0 USA0001 -0.032 0.000 0.0 0.0 0.0 0.0 0.0 -2.177 0.0 ... NaN NaN 5.392988e+10 0.188679 13.959397 9.014505 -0.000189 0.156387 20040102 0.0
1 USA0011 -0.059 0.000 0.0 0.0 0.0 0.0 0.0 -2.176 0.0 ... NaN NaN 5.874999e+09 0.000000 17.033359 11.726327 0.000013 0.147900 20040102 0.0
2 USA0031 0.457 0.000 0.0 0.0 0.0 0.0 0.0 -2.061 0.0 ... NaN NaN 7.304963e+10 2.103004 21.738218 18.047415 0.053033 0.216422 20040102 0.0
3 USA0062 -0.128 0.431 0.0 0.0 0.0 0.0 0.0 -2.003 0.0 ... NaN NaN 2.866562e+10 2.243494 23.129496 20.830128 0.079755 0.355564 20040102 0.0
4 USA00E2 0.374 0.000 0.0 0.0 0.0 0.0 0.0 -1.967 0.0 ... NaN NaN 5.720420e+10 2.167256 25.391653 21.458171 0.096238 0.412602 20040102 0.0

5 rows × 93 columns

Add Daily Returns date column (Optional)

Name the column DlyReturnDate. Hint: create a list containing copies of the date, then create a pandas series.

In [19]:
daily_return['20040102'].head()
Out[19]:
Barrid DlyReturn
76 USA0001 0.0
77 USA0011 0.0
78 USA0031 0.0
79 USA0062 0.0
80 USA00E2 0.0
In [20]:
# Optional

for DlyReturnDate, df in daily_return.items():
    rows = df.shape[0]
    df['DlyReturnDate'] = pd.Series([DlyReturnDate]*rows)
In [21]:
daily_return['20040102'].head()
Out[21]:
Barrid DlyReturn DlyReturnDate
76 USA0001 0.0 20040102
77 USA0011 0.0 20040102
78 USA0031 0.0 20040102
79 USA0062 0.0 20040102
80 USA00E2 0.0 20040102

Winsorize

As we have done in other projects, we'll want to avoid extremely positive or negative values in our data. Will therefore create a function, wins, that will clip our values to a minimum and maximum range. This process is called Winsorizing. Remember that this helps us handle noise, which may otherwise cause unusually large positions.

In [22]:
def wins(x,a,b):
    return np.where(x <= a,a, np.where(x >= b, b, x))

Density Plot

Let's check our wins function by taking a look at the distribution of returns for a single day 20040102. We will clip our data from -0.1 to 0.1 and plot it using our density_plot function.

In [23]:
def density_plot(data): 
    density = gaussian_kde(data)
    xs = np.linspace(np.min(data),np.max(data),200)
    density.covariance_factor = lambda : .25
    density._compute_covariance()
    plt.plot(xs,density(xs))
    plt.xlabel('Daily Returns')
    plt.ylabel('Density')
    plt.show()
    
test = frames['20040108']
test['DlyReturn'] = wins(test['DlyReturn'],-0.1,0.1)
density_plot(test['DlyReturn'])

Factor Exposures and Factor Returns

Recall that:

$r_{i,t} = \sum_{j=1}^{k} (\beta_{i,j,t-2} \times f_{j,t})$
where $i=1...N$ (N assets),
and $j=1...k$ (k factors).

where $r_{i,t}$ is the return, $\beta_{i,j,t-2}$ is the factor exposure, and $f_{j,t}$ is the factor return. Since we get the factor exposures from the Barra data, and we know the returns, it is possible to estimate the factor returns. In this notebook, we will use the Ordinary Least Squares (OLS) method to estimate the factor exposures, $f_{j,t}$, by using $\beta_{i,j,t-2}$ as the independent variable, and $r_{i,t}$ as the dependent variable.

In [24]:
def get_formula(factors, Y):
    L = ["0"]
    L.extend(factors)
    return Y + " ~ " + " + ".join(L)

def factors_from_names(n):
    return list(filter(lambda x: "USFASTD_" in x, n))

def estimate_factor_returns(df): 
    ## build universe based on filters 
    estu = df.loc[df.IssuerMarketCap > 1e9].copy(deep=True)
  
    ## winsorize returns for fitting 
    estu['DlyReturn'] = wins(estu['DlyReturn'], -0.25, 0.25)
  
    all_factors = factors_from_names(list(df))
    form = get_formula(all_factors, "DlyReturn")
    model = ols(form, data=estu)
    results = model.fit()
    return results
In [25]:
facret = {}

for date in frames:
    facret[date] = estimate_factor_returns(frames[date]).params
In [26]:
my_dates = sorted(list(map(lambda date: pd.to_datetime(date, format='%Y%m%d'), frames.keys())))

Choose Alpha Factors

We will now choose our alpha factors. Barra's factors include some alpha factors that we have seen before, such as:

  • USFASTD_1DREVRSL : Reversal

  • USFASTD_EARNYILD : Earnings Yield

  • USFASTD_VALUE : Value

  • USFASTD_SENTMT : Sentiment

We will choose these alpha factors for now, but you are encouraged to come back to this later and try other factors as well.

In [27]:
alpha_factors = ["USFASTD_1DREVRSL", "USFASTD_EARNYILD", "USFASTD_VALUE", "USFASTD_SENTMT"]

facret_df = pd.DataFrame(index = my_dates)

for dt in my_dates: 
    for alp in alpha_factors: 
        facret_df.at[dt, alp] = facret[dt.strftime('%Y%m%d')][alp]

for column in facret_df.columns:
        plt.plot(facret_df[column].cumsum(), label=column)
plt.legend(loc='upper left')
plt.xlabel('Date')
plt.ylabel('Cumulative Factor Returns')
plt.show()
/opt/conda/lib/python3.6/site-packages/pandas/plotting/_converter.py:129: FutureWarning: Using an implicitly registered datetime converter for a matplotlib plotting method. The converter was registered by pandas on import. Future versions of pandas will require you to explicitly register matplotlib converters.

To register the converters:
	>>> from pandas.plotting import register_matplotlib_converters
	>>> register_matplotlib_converters()
  warnings.warn(msg, FutureWarning)

Merge Previous Portfolio Holdings

In order to optimize our portfolio we will use the previous day's holdings to estimate the trade size and transaction costs. In order to keep track of the holdings from the previous day we will include a column to hold the portfolio holdings of the previous day. These holdings of all our assets will be initialized to zero when the backtest first starts.

In [28]:
def clean_nas(df): 
    numeric_columns = df.select_dtypes(include=[np.number]).columns.tolist()
    
    for numeric_column in numeric_columns: 
        df[numeric_column] = np.nan_to_num(df[numeric_column])
    
    return df
In [29]:
previous_holdings = pd.DataFrame(data = {"Barrid" : ["USA02P1"], "h.opt.previous" : np.array(0)})
df = frames[my_dates[0].strftime('%Y%m%d')]

df = df.merge(previous_holdings, how = 'left', on = 'Barrid')
df = clean_nas(df)
df.loc[df['SpecRisk'] == 0]['SpecRisk'] = median(df['SpecRisk'])

Build Universe Based on Filters (TODO)

In the cell below, implement the function get_universe that creates a stock universe by selecting only those companies that have a market capitalization of at least 1 billion dollars OR that are in the previous day's holdings, even if on the current day, the company no longer meets the 1 billion dollar criteria.

When creating the universe, make sure you use the .copy() attribute to create a copy of the data. Also, it is very important to make sure that we are not looking at returns when forming the portfolio! to make this impossible, make sure to drop the column containing the daily return.

In [30]:
def get_universe(df):
    """
    Create a stock universe based on filters

    Parameters
    ----------
    df : DataFrame
        All stocks
        
    Returns
    -------
    universe : DataFrame
        Selected stocks based on filters
    """
    
    # TODO: Implement
    universe = df.loc[(df['IssuerMarketCap'] >= 1e9) | (abs(df['h.opt.previous']) > 0)].copy()
    universe = universe.drop(columns = 'DlyReturn')
    
    return universe

universe = get_universe(df)
In [31]:
universe.head()
Out[31]:
Barrid USFASTD_1DREVRSL USFASTD_AERODEF USFASTD_AIRLINES USFASTD_ALUMSTEL USFASTD_APPAREL USFASTD_AUTO USFASTD_BANKS USFASTD_BETA USFASTD_BEVTOB ... DailyVolume ADTCA_30 IssuerMarketCap Yield TotalRisk SpecRisk HistBeta PredBeta DataDate h.opt.previous
0 USA0001 -0.032 0.000 0.0 0.0 0.0 0.0 0.0 -2.177 0.0 ... 0.0 0.0 5.392988e+10 0.188679 13.959397 9.014505 -0.000189 0.156387 20040102 0.0
1 USA0011 -0.059 0.000 0.0 0.0 0.0 0.0 0.0 -2.176 0.0 ... 0.0 0.0 5.874999e+09 0.000000 17.033359 11.726327 0.000013 0.147900 20040102 0.0
2 USA0031 0.457 0.000 0.0 0.0 0.0 0.0 0.0 -2.061 0.0 ... 0.0 0.0 7.304963e+10 2.103004 21.738218 18.047415 0.053033 0.216422 20040102 0.0
3 USA0062 -0.128 0.431 0.0 0.0 0.0 0.0 0.0 -2.003 0.0 ... 0.0 0.0 2.866562e+10 2.243494 23.129496 20.830128 0.079755 0.355564 20040102 0.0
4 USA00E2 0.374 0.000 0.0 0.0 0.0 0.0 0.0 -1.967 0.0 ... 0.0 0.0 5.720420e+10 2.167256 25.391653 21.458171 0.096238 0.412602 20040102 0.0

5 rows × 93 columns

In [32]:
date = str(int(universe['DataDate'][1])) 
date
Out[32]:
'20040102'

Factors

We will now extract both the risk factors and alpha factors. We begin by first getting all the factors using the factors_from_names function defined previously.

In [33]:
all_factors = factors_from_names(list(universe))

print(len(all_factors))
print(all_factors)
81
['USFASTD_1DREVRSL', 'USFASTD_AERODEF', 'USFASTD_AIRLINES', 'USFASTD_ALUMSTEL', 'USFASTD_APPAREL', 'USFASTD_AUTO', 'USFASTD_BANKS', 'USFASTD_BETA', 'USFASTD_BEVTOB', 'USFASTD_BIOLIFE', 'USFASTD_BLDGPROD', 'USFASTD_CHEM', 'USFASTD_CNSTENG', 'USFASTD_CNSTMACH', 'USFASTD_CNSTMATL', 'USFASTD_COMMEQP', 'USFASTD_COMPELEC', 'USFASTD_COMSVCS', 'USFASTD_CONGLOM', 'USFASTD_CONTAINR', 'USFASTD_DISTRIB', 'USFASTD_DIVFIN', 'USFASTD_DIVYILD', 'USFASTD_DWNRISK', 'USFASTD_EARNQLTY', 'USFASTD_EARNYILD', 'USFASTD_ELECEQP', 'USFASTD_ELECUTIL', 'USFASTD_FOODPROD', 'USFASTD_FOODRET', 'USFASTD_GASUTIL', 'USFASTD_GROWTH', 'USFASTD_HLTHEQP', 'USFASTD_HLTHSVCS', 'USFASTD_HOMEBLDG', 'USFASTD_HOUSEDUR', 'USFASTD_INDMACH', 'USFASTD_INDMOM', 'USFASTD_INSURNCE', 'USFASTD_INTERNET', 'USFASTD_LEISPROD', 'USFASTD_LEISSVCS', 'USFASTD_LEVERAGE', 'USFASTD_LIFEINS', 'USFASTD_LIQUIDTY', 'USFASTD_LTREVRSL', 'USFASTD_MEDIA', 'USFASTD_MGDHLTH', 'USFASTD_MGMTQLTY', 'USFASTD_MIDCAP', 'USFASTD_MOMENTUM', 'USFASTD_MULTUTIL', 'USFASTD_OILGSCON', 'USFASTD_OILGSDRL', 'USFASTD_OILGSEQP', 'USFASTD_OILGSEXP', 'USFASTD_PAPER', 'USFASTD_PHARMA', 'USFASTD_PRECMTLS', 'USFASTD_PROFIT', 'USFASTD_PROSPECT', 'USFASTD_PSNLPROD', 'USFASTD_REALEST', 'USFASTD_RESTAUR', 'USFASTD_RESVOL', 'USFASTD_ROADRAIL', 'USFASTD_SEASON', 'USFASTD_SEMICOND', 'USFASTD_SEMIEQP', 'USFASTD_SENTMT', 'USFASTD_SIZE', 'USFASTD_SOFTWARE', 'USFASTD_SPLTYRET', 'USFASTD_SPTYCHEM', 'USFASTD_SPTYSTOR', 'USFASTD_STREVRSL', 'USFASTD_TELECOM', 'USFASTD_TRADECO', 'USFASTD_TRANSPRT', 'USFASTD_VALUE', 'USFASTD_WIRELESS']

We will now create the function setdiff to just select the factors that we have not defined as alpha factors

In [34]:
def setdiff(temp1, temp2): 
    s = set(temp2)
    temp3 = [x for x in temp1 if x not in s]
    return temp3
In [35]:
risk_factors = setdiff(all_factors, alpha_factors)

print(len(risk_factors))
print(risk_factors)
77
['USFASTD_AERODEF', 'USFASTD_AIRLINES', 'USFASTD_ALUMSTEL', 'USFASTD_APPAREL', 'USFASTD_AUTO', 'USFASTD_BANKS', 'USFASTD_BETA', 'USFASTD_BEVTOB', 'USFASTD_BIOLIFE', 'USFASTD_BLDGPROD', 'USFASTD_CHEM', 'USFASTD_CNSTENG', 'USFASTD_CNSTMACH', 'USFASTD_CNSTMATL', 'USFASTD_COMMEQP', 'USFASTD_COMPELEC', 'USFASTD_COMSVCS', 'USFASTD_CONGLOM', 'USFASTD_CONTAINR', 'USFASTD_DISTRIB', 'USFASTD_DIVFIN', 'USFASTD_DIVYILD', 'USFASTD_DWNRISK', 'USFASTD_EARNQLTY', 'USFASTD_ELECEQP', 'USFASTD_ELECUTIL', 'USFASTD_FOODPROD', 'USFASTD_FOODRET', 'USFASTD_GASUTIL', 'USFASTD_GROWTH', 'USFASTD_HLTHEQP', 'USFASTD_HLTHSVCS', 'USFASTD_HOMEBLDG', 'USFASTD_HOUSEDUR', 'USFASTD_INDMACH', 'USFASTD_INDMOM', 'USFASTD_INSURNCE', 'USFASTD_INTERNET', 'USFASTD_LEISPROD', 'USFASTD_LEISSVCS', 'USFASTD_LEVERAGE', 'USFASTD_LIFEINS', 'USFASTD_LIQUIDTY', 'USFASTD_LTREVRSL', 'USFASTD_MEDIA', 'USFASTD_MGDHLTH', 'USFASTD_MGMTQLTY', 'USFASTD_MIDCAP', 'USFASTD_MOMENTUM', 'USFASTD_MULTUTIL', 'USFASTD_OILGSCON', 'USFASTD_OILGSDRL', 'USFASTD_OILGSEQP', 'USFASTD_OILGSEXP', 'USFASTD_PAPER', 'USFASTD_PHARMA', 'USFASTD_PRECMTLS', 'USFASTD_PROFIT', 'USFASTD_PROSPECT', 'USFASTD_PSNLPROD', 'USFASTD_REALEST', 'USFASTD_RESTAUR', 'USFASTD_RESVOL', 'USFASTD_ROADRAIL', 'USFASTD_SEASON', 'USFASTD_SEMICOND', 'USFASTD_SEMIEQP', 'USFASTD_SIZE', 'USFASTD_SOFTWARE', 'USFASTD_SPLTYRET', 'USFASTD_SPTYCHEM', 'USFASTD_SPTYSTOR', 'USFASTD_STREVRSL', 'USFASTD_TELECOM', 'USFASTD_TRADECO', 'USFASTD_TRANSPRT', 'USFASTD_WIRELESS']

We will also save the column that contains the previous holdings in a separate variable because we are going to use it later when we perform our portfolio optimization.

In [36]:
h0 = universe['h.opt.previous']

Matrix of Risk Factor Exposures

Our dataframe contains several columns that we'll use as risk factors exposures. Extract these and put them into a matrix.

The data, such as industry category, are already one-hot encoded, but if this were not the case, then using patsy.dmatrices would help, as this function extracts categories and performs the one-hot encoding. We'll practice using this package, as you may find it useful with future data sets. You could also store the factors in a dataframe if you prefer.

How to use patsy.dmatrices

patsy.dmatrices takes in a formula and the dataframe. The formula tells the function which columns to take. The formula will look something like this:
SpecRisk ~ 0 + USFASTD_AERODEF + USFASTD_AIRLINES + ...
where the variable to the left of the ~ is the "dependent variable" and the others to the right are the independent variables (as if we were preparing data to be fit to a model).

This just means that the pasty.dmatrices function will return two matrix variables, one that contains the single column for the dependent variable outcome, and the independent variable columns are stored in a matrix predictors.

The predictors matrix will contain the matrix of risk factors, which is what we want. We don't actually need the outcome matrix; it's just created because that's the way patsy.dmatrices works.

In [37]:
formula = get_formula(risk_factors, "SpecRisk")
In [38]:
def model_matrix(formula, data): 
    outcome, predictors = patsy.dmatrices(formula, data)
    return predictors
In [39]:
B = model_matrix(formula, universe)
BT = B.transpose()

Calculate Specific Variance

Notice that the specific risk data is in percent:

In [40]:
universe['SpecRisk'][0:2]
Out[40]:
0     9.014505
1    11.726327
Name: SpecRisk, dtype: float64

Therefore, in order to get the specific variance for each stock in the universe we first need to multiply these values by 0.01 and then square them:

In [41]:
specVar = (0.01 * universe['SpecRisk']) ** 2

Factor covariance matrix (TODO)

Note that we already have factor covariances from Barra data, which is stored in the variable covariance. covariance is a dictionary, where the key is each day's date, and the value is a dataframe containing the factor covariances.

In [42]:
covariance['20040102'].head()
Out[42]:
Factor1 Factor2 VarCovar DataDate
0 USFASTD_1DREVRSL USFASTD_1DREVRSL 1.958869 20040102
1 USFASTD_1DREVRSL USFASTD_BETA 1.602458 20040102
2 USFASTD_1DREVRSL USFASTD_DIVYILD -0.012642 20040102
3 USFASTD_1DREVRSL USFASTD_DWNRISK -0.064387 20040102
4 USFASTD_1DREVRSL USFASTD_EARNQLTY 0.046573 20040102

In the code below, implement the function diagonal_factor_cov to create the factor covariance matrix. Note that the covariances are given in percentage units squared. Therefore you must re-scale them appropriately so that they're in decimals squared. Use the given colnames function to get the column names from B.

When creating factor covariance matrix, you can store the factor variances and covariances, or just store the factor variances. Try both, and see if you notice any differences.

In [43]:
def colnames(B):
    if type(B) == patsy.design_info.DesignMatrix: 
        return B.design_info.column_names
    if type(B) == pandas.core.frame.DataFrame: 
        return B.columns.tolist()
    return None
In [44]:
def diagonal_factor_cov(date, B):
    """
    Create the factor covariance matrix

    Parameters
    ----------
    date : string
           date. For example 20040102
        
    B : patsy.design_info.DesignMatrix OR pandas.core.frame.DataFrame
        Matrix of Risk Factors
        
    Returns
    -------
    Fm : Numpy ndarray
        factor covariance matrix
    """
    
    # TODO: Implement
    cv = covariance[date]
    k = np.shape(B)[1]
    Fm = np.zeros([k,k])
    
    for j in range(0,k): 
        fac = colnames(B)[j]
        Fm[j,j] = (0.01**2) * (cv.loc[(cv.Factor1==fac) & (cv.Factor2==fac),"VarCovar"].iloc[0])

    return(Fm)

Fvar = diagonal_factor_cov(date, B)

Transaction Costs

To get the transaction cost, or slippage, we have to multiply the price change due to market impact by the amount of dollars traded:

$$ \mbox{tcost_{i,t}} = \% \Delta \mbox{price}_{i,t} \times \mbox{trade}_{i,t} $$

In summation notation it looks like this:
$$ \mbox{tcost}_{i,t} = \sum_i^{N} \lambda_{i,t} (h_{i,t} - h_{i,t-1})^2 $$
where $$ \lambda_{i,t} = \frac{1}{10\times \mbox{ADV}_{i,t}} $$

Note that since we're dividing by ADV, we'll want to handle cases when ADV is missing or zero. In those instances, we can set ADV to a small positive number, such as 10,000, which, in practice assumes that the stock is illiquid. In the code below if there is no volume information we assume the asset is illiquid.

In [45]:
def get_lambda(universe, composite_volume_column = 'ADTCA_30'):
    universe.loc[np.isnan(universe[composite_volume_column]), composite_volume_column] = 1.0e4
    universe.loc[universe[composite_volume_column] == 0, composite_volume_column] = 1.0e4 

    adv = universe[composite_volume_column]
    
    return 0.1 / adv

Lambda = get_lambda(universe)

Alpha Combination (TODO)

In the code below create a matrix of alpha factors and return it from the function get_B_alpha. Create this matrix in the same way you created the matrix of risk factors, i.e. using the get_formula and model_matrix functions we have defined above. Feel free to go back and look at the previous code.

In [46]:
def get_B_alpha(alpha_factors, universe):
    # TODO: Implement
    B_alpha = model_matrix(get_formula(alpha_factors, "SpecRisk"), data = universe)
    
    return B_alpha

B_alpha = get_B_alpha(alpha_factors, universe)

Now that you have the matrix containing the alpha factors we will combine them by adding its rows. By doing this we will collapse the B_alpha matrix into a single alpha vector. We'll multiply by 1e-4 so that the expression of expected portfolio return, $\alpha^T \mathbf{h}$, is in dollar units.

In [47]:
def get_alpha_vec(B_alpha):
    """
    Create an alpha vecrtor

    Parameters
    ----------        
    B_alpha : patsy.design_info.DesignMatrix 
        Matrix of Alpha Factors
        
    Returns
    -------
    alpha_vec : patsy.design_info.DesignMatrix 
        alpha vecrtor
    """
    
    # TODO: Implement
    scale = 1e-4
    alpha_vec = scale * np.sum(B_alpha, axis=1)
    
    print(alpha_vec.shape)
    
    return alpha_vec


alpha_vec = get_alpha_vec(B_alpha)
(2265,)

Optional Challenge

You can also try to a more sophisticated method of alpha combination, by choosing the holding for each alpha based on the same metric of its performance, such as the factor returns, or sharpe ratio. To make this more realistic, you can calculate a rolling average of the sharpe ratio, which is updated for each day. Remember to only use data that occurs prior to the date of each optimization, and not data that occurs in the future. Also, since factor returns and sharpe ratios may be negative, consider using a max function to give the holdings a lower bound of zero.

Objective function (TODO)

The objective function is given by:

$$ f(\mathbf{h}) = \frac{1}{2}\kappa \mathbf{h}_t^T\mathbf{Q}^T\mathbf{Q}\mathbf{h}_t + \frac{1}{2} \kappa \mathbf{h}_t^T \mathbf{S} \mathbf{h}_t - \mathbf{\alpha}^T \mathbf{h}_t + (\mathbf{h}_{t} - \mathbf{h}_{t-1})^T \mathbf{\Lambda} (\mathbf{h}_{t} - \mathbf{h}_{t-1}) $$

Where the terms correspond to: factor risk + idiosyncratic risk - expected portfolio return + transaction costs, respectively. We should also note that $\textbf{Q}^T\textbf{Q}$ is defined to be the same as $\textbf{BFB}^T$. Review the lessons if you need a refresher of how we get $\textbf{Q}$.

Our objective is to minimize this objective function. To do this, we will use Scipy's optimization function:

scipy.optimize.fmin_l_bfgs_b(func, initial_guess, func_gradient)

where:

  • func : is the function we want to minimize

  • initial_guess : is out initial guess

  • func_gradient : is the gradient of the function we want to minimize

So, in order to use the scipy.optimize.fmin_l_bfgs_b function we first need to define its parameters.

In the code below implement the function obj_func(h) that corresponds to the objective function above that we want to minimize. We will set the risk aversion to be 1.0e-6.

In [48]:
risk_aversion = 1.0e-6

def get_obj_func(h0, risk_aversion, Q, specVar, alpha_vec, Lambda): 
    def obj_func(h):
        # TODO: Implement
        f = 0.0
        f += 0.5 * risk_aversion * np.sum( np.matmul(Q, h) ** 2 )
        f += 0.5 * risk_aversion * np.dot(h ** 2, specVar) #since Specific Variance is diagonal, don't have to do matmul
        f -= np.dot(h, alpha_vec)
        f += np.dot( (h - h0) ** 2, Lambda) 
        
        return f
    
    return obj_func

Gradient (TODO)

Now that we can generate the objective function using get_obj_func, we can now create a similar function with its gradient. The reason we're interested in calculating the gradient is so that we can tell the optimizer in which direction, and how much, it should shift the portfolio holdings in order to improve the objective function (minimize variance, minimize transaction cost, and maximize expected portfolio return).

Before we implement the function we first need to know what the gradient looks like. The gradient, or derivative of the objective function, with respect to the portfolio holdings h, is given by:

$$ f'(\mathbf{h}) = \frac{1}{2}\kappa (2\mathbf{Q}^T\mathbf{Qh}) + \frac{1}{2}\kappa (2\mathbf{Sh}) - \mathbf{\alpha} + 2(\mathbf{h}_{t} - \mathbf{h}_{t-1}) \mathbf{\Lambda} $$

In the code below, implement the function grad(h) that corresponds to the function of the gradient given above.

In [49]:
def get_grad_func(h0, risk_aversion, Q, QT, specVar, alpha_vec, Lambda):
    def grad_func(h):
        # TODO: Implement
        g = risk_aversion * (np.matmul(QT, np.matmul(Q,h)) + (specVar * h) ) \
        - alpha_vec \
        + 2 * (h-h0) * Lambda 
        
        return (np.asarray(g))
    
    return grad_func

Optimize (TODO)

Now that we can generate the objective function using get_obj_func, and its corresponding gradient using get_grad_func we are ready to minimize the objective function using Scipy's optimization function. For this, we will use out initial holdings as our initial_guess parameter.

In the cell below, implement the function get_h_star that optimizes the objective function. Use the objective function (obj_func) and gradient function (grad_func) provided within get_h_star to optimize the objective function using the scipy.optimize.fmin_l_bfgs_b function.

In [50]:
risk_aversion = 1.0e-6

Q = np.matmul(scipy.linalg.sqrtm(Fvar), BT)
QT = Q.transpose()

def get_h_star(risk_aversion, Q, QT, specVar, alpha_vec, h0, Lambda):
    """
    Optimize the objective function

    Parameters
    ----------        
    risk_aversion : int or float 
        Trader's risk aversion
        
    Q : patsy.design_info.DesignMatrix 
        Q Matrix
        
    QT : patsy.design_info.DesignMatrix 
        Transpose of the Q Matrix
        
    specVar: Pandas Series 
        Specific Variance
        
    alpha_vec: patsy.design_info.DesignMatrix 
        alpha vector
        
    h0 : Pandas Series  
        initial holdings
        
    Lambda : Pandas Series  
        Lambda
        
    Returns
    -------
    optimizer_result[0]: Numpy ndarray 
        optimized holdings
    """
    obj_func = get_obj_func(h0, risk_aversion, Q, specVar, alpha_vec, Lambda)
    grad_func = get_grad_func(h0, risk_aversion, Q, QT, specVar, alpha_vec, Lambda)
    
    # TODO: Implement 
    optimizer_result = scipy.optimize.fmin_l_bfgs_b(obj_func, h0, fprime=grad_func)

    return optimizer_result[0]

h_star = get_h_star(risk_aversion, Q, QT, specVar, alpha_vec, h0, Lambda)

After we have optimized our objective function we can now use, h_star to create our optimal portfolio:

In [51]:
opt_portfolio = pd.DataFrame(data = {"Barrid" : universe['Barrid'], "h.opt" : h_star})

Risk Exposures (TODO)

We can also use h_star to calculate our portfolio's risk and alpha exposures.

In the cells below implement the functions get_risk_exposures and get_portfolio_alpha_exposure that calculate the portfolio's risk and alpha exposures, respectively.

In [52]:
def get_risk_exposures(B, BT, h_star):
    """
    Calculate portfolio's Risk Exposure

    Parameters
    ----------
    B : patsy.design_info.DesignMatrix 
        Matrix of Risk Factors
        
    BT : patsy.design_info.DesignMatrix 
        Transpose of Matrix of Risk Factors
        
    h_star: Numpy ndarray 
        optimized holdings
        
    Returns
    -------
    risk_exposures : Pandas Series
        Risk Exposures
    """
    
    # TODO: Implement
    risk_exposures = np.matmul(BT, h_star)
    
    return pd.Series(risk_exposures, index = colnames(B))

risk_exposures = get_risk_exposures(B, BT, h_star)
In [53]:
def get_portfolio_alpha_exposure(B_alpha, h_star):
    """
    Calculate portfolio's Alpha Exposure

    Parameters
    ----------
    B_alpha : patsy.design_info.DesignMatrix 
        Matrix of Alpha Factors
        
    h_star: Numpy ndarray 
        optimized holdings
        
    Returns
    -------
    alpha_exposures : Pandas Series
        Alpha Exposures
    """
    
    # TODO: Implement
    alpha_exposures = np.matmul(B_alpha.transpose(), h_star)

    return pd.Series(alpha_exposures, index = colnames(B_alpha))


portfolio_alpha_exposure = get_portfolio_alpha_exposure(B_alpha, h_star)

Transaction Costs (TODO)

We can also use h_star to calculate our total transaction costs: $$ \mbox{tcost} = \sum_i^{N} \lambda_{i} (h_{i,t} - h_{i,t-1})^2 $$

In the cell below, implement the function get_total_transaction_costs that calculates the total transaction costs according to the equation above:

In [54]:
def get_total_transaction_costs(h0, h_star, Lambda):
    """
    Calculate Total Transaction Costs

    Parameters
    ----------
    h0 : Pandas Series
        initial holdings (before optimization)
        
    h_star: Numpy ndarray 
        optimized holdings
        
    Lambda : Pandas Series  
        Lambda
        
    Returns
    -------
    total_transaction_costs : float
        Total Transaction Costs
    """
    
    # TODO: Implement
    total_transaction_costs = np.dot( (h_star - h0) ** 2, Lambda)
    
    return total_transaction_costs

total_transaction_costs = get_total_transaction_costs(h0, h_star, Lambda)

Putting It All Together

We can now take all the above functions we created above and use them to create a single function, form_optimal_portfolio that returns the optimal portfolio, the risk and alpha exposures, and the total transactions costs.

In [55]:
def form_optimal_portfolio(df, previous, risk_aversion):
    df = df.merge(previous, how = 'left', on = 'Barrid')
    df = clean_nas(df)
    df.loc[df['SpecRisk'] == 0]['SpecRisk'] = median(df['SpecRisk'])
  
    universe = get_universe(df)
    date = str(int(universe['DataDate'][1]))
  
    all_factors = factors_from_names(list(universe))
    risk_factors = setdiff(all_factors, alpha_factors)
  
    h0 = universe['h.opt.previous']
  
    B = model_matrix(get_formula(risk_factors, "SpecRisk"), universe)
    BT = B.transpose()
  
    specVar = (0.01 * universe['SpecRisk']) ** 2
    Fvar = diagonal_factor_cov(date, B)
    
    Lambda = get_lambda(universe)
    B_alpha = get_B_alpha(alpha_factors, universe)
    alpha_vec = get_alpha_vec(B_alpha)
  
    Q = np.matmul(scipy.linalg.sqrtm(Fvar), BT)
    QT = Q.transpose()
    
    h_star = get_h_star(risk_aversion, Q, QT, specVar, alpha_vec, h0, Lambda)
    opt_portfolio = pd.DataFrame(data = {"Barrid" : universe['Barrid'], "h.opt" : h_star})
    
    risk_exposures = get_risk_exposures(B, BT, h_star)
    portfolio_alpha_exposure = get_portfolio_alpha_exposure(B_alpha, h_star)
    total_transaction_costs = get_total_transaction_costs(h0, h_star, Lambda)
  
    return {
        "opt.portfolio" : opt_portfolio, 
        "risk.exposures" : risk_exposures, 
        "alpha.exposures" : portfolio_alpha_exposure,
        "total.cost" : total_transaction_costs}

Build tradelist

The trade list is the most recent optimal asset holdings minus the previous day's optimal holdings.

In [56]:
def build_tradelist(prev_holdings, opt_result):
    tmp = prev_holdings.merge(opt_result['opt.portfolio'], how='outer', on = 'Barrid')
    tmp['h.opt.previous'] = np.nan_to_num(tmp['h.opt.previous'])
    tmp['h.opt'] = np.nan_to_num(tmp['h.opt'])
    return tmp

Save optimal holdings as previous optimal holdings.

As we walk through each day, we'll re-use the column for previous holdings by storing the "current" optimal holdings as the "previous" optimal holdings.

In [57]:
def convert_to_previous(result): 
    prev = result['opt.portfolio']
    prev = prev.rename(index=str, columns={"h.opt": "h.opt.previous"}, copy=True, inplace=False)
    return prev

Run the backtest

Walk through each day, calculating the optimal portfolio holdings and trade list. This may take some time, but should finish sooner if you've chosen all the optimizations you learned in the lessons.

In [58]:
trades = {}
port = {}

for dt in tqdm(my_dates, desc='Optimizing Portfolio', unit='day'):
    date = dt.strftime('%Y%m%d')

    result = form_optimal_portfolio(frames[date], previous_holdings, risk_aversion)
    trades[date] = build_tradelist(previous_holdings, result)
    port[date] = result
    previous_holdings = convert_to_previous(result)
Optimizing Portfolio:   0%|          | 0/252 [00:00<?, ?day/s]
(2265,)
Optimizing Portfolio:   0%|          | 1/252 [00:05<24:01,  5.74s/day]
(2285,)
Optimizing Portfolio:   1%|          | 2/252 [00:11<24:01,  5.77s/day]
(2294,)
Optimizing Portfolio:   1%|          | 3/252 [00:16<22:39,  5.46s/day]
(2301,)
Optimizing Portfolio:   2%|▏         | 4/252 [00:20<21:26,  5.19s/day]
(2308,)
Optimizing Portfolio:   2%|▏         | 5/252 [00:27<22:22,  5.44s/day]
(2315,)
Optimizing Portfolio:   2%|▏         | 6/252 [00:32<22:12,  5.42s/day]
(2324,)
Optimizing Portfolio:   3%|▎         | 7/252 [00:37<22:05,  5.41s/day]
(2328,)
Optimizing Portfolio:   3%|▎         | 8/252 [00:42<21:43,  5.34s/day]
(2330,)
Optimizing Portfolio:   4%|▎         | 9/252 [00:47<21:14,  5.25s/day]
(2332,)
Optimizing Portfolio:   4%|▍         | 10/252 [00:51<20:53,  5.18s/day]
(2341,)
Optimizing Portfolio:   4%|▍         | 11/252 [00:56<20:45,  5.17s/day]
(2357,)
Optimizing Portfolio:   5%|▍         | 12/252 [01:01<20:22,  5.09s/day]
(2361,)
Optimizing Portfolio:   5%|▌         | 13/252 [01:05<20:03,  5.04s/day]
(2366,)
Optimizing Portfolio:   6%|▌         | 14/252 [01:09<19:46,  4.98s/day]
(2370,)
Optimizing Portfolio:   6%|▌         | 15/252 [01:13<19:20,  4.90s/day]
(2374,)
Optimizing Portfolio:   6%|▋         | 16/252 [01:17<19:00,  4.83s/day]
(2375,)
Optimizing Portfolio:   7%|▋         | 17/252 [01:20<18:30,  4.73s/day]
(2374,)
Optimizing Portfolio:   7%|▋         | 18/252 [01:23<18:01,  4.62s/day]
(2373,)
Optimizing Portfolio:   8%|▊         | 19/252 [01:26<17:38,  4.54s/day]
(2375,)
Optimizing Portfolio:   8%|▊         | 20/252 [01:28<17:11,  4.44s/day]
(2377,)
Optimizing Portfolio:   8%|▊         | 21/252 [01:31<16:43,  4.34s/day]
(2382,)
Optimizing Portfolio:   9%|▊         | 22/252 [01:33<16:19,  4.26s/day]
(2384,)
Optimizing Portfolio:   9%|▉         | 23/252 [01:36<15:56,  4.18s/day]
(2385,)
Optimizing Portfolio:  10%|▉         | 24/252 [01:38<15:33,  4.09s/day]
(2386,)
Optimizing Portfolio:  10%|▉         | 25/252 [01:40<15:13,  4.02s/day]
(2387,)
Optimizing Portfolio:  10%|█         | 26/252 [01:45<15:14,  4.04s/day]
(2390,)
Optimizing Portfolio:  11%|█         | 27/252 [01:49<15:12,  4.06s/day]
(2394,)
Optimizing Portfolio:  11%|█         | 28/252 [01:53<15:11,  4.07s/day]
(2398,)
Optimizing Portfolio:  12%|█▏        | 29/252 [01:58<15:08,  4.07s/day]
(2398,)
Optimizing Portfolio:  12%|█▏        | 30/252 [02:02<15:03,  4.07s/day]
(2400,)
Optimizing Portfolio:  12%|█▏        | 31/252 [02:06<15:02,  4.08s/day]
(2401,)
Optimizing Portfolio:  13%|█▎        | 32/252 [02:10<14:58,  4.08s/day]
(2400,)
Optimizing Portfolio:  13%|█▎        | 33/252 [02:14<14:54,  4.08s/day]
(2402,)
Optimizing Portfolio:  13%|█▎        | 34/252 [02:18<14:50,  4.08s/day]
(2403,)
Optimizing Portfolio:  14%|█▍        | 35/252 [02:23<14:47,  4.09s/day]
(2407,)
Optimizing Portfolio:  14%|█▍        | 36/252 [02:27<14:47,  4.11s/day]
(2409,)
Optimizing Portfolio:  15%|█▍        | 37/252 [02:32<14:47,  4.13s/day]
(2410,)
Optimizing Portfolio:  15%|█▌        | 38/252 [02:37<14:46,  4.14s/day]
(2410,)
Optimizing Portfolio:  15%|█▌        | 39/252 [02:41<14:41,  4.14s/day]
(2418,)
Optimizing Portfolio:  16%|█▌        | 40/252 [02:45<14:39,  4.15s/day]
(2421,)
Optimizing Portfolio:  16%|█▋        | 41/252 [02:50<14:37,  4.16s/day]
(2422,)
Optimizing Portfolio:  17%|█▋        | 42/252 [02:55<14:35,  4.17s/day]
(2423,)
Optimizing Portfolio:  17%|█▋        | 43/252 [02:59<14:34,  4.18s/day]
(2427,)
Optimizing Portfolio:  17%|█▋        | 44/252 [03:04<14:34,  4.20s/day]
(2427,)
Optimizing Portfolio:  18%|█▊        | 45/252 [03:09<14:32,  4.22s/day]
(2427,)
Optimizing Portfolio:  18%|█▊        | 46/252 [03:15<14:33,  4.24s/day]
(2427,)
Optimizing Portfolio:  19%|█▊        | 47/252 [03:31<15:23,  4.51s/day]
(2427,)
Optimizing Portfolio:  19%|█▉        | 48/252 [03:36<15:21,  4.52s/day]
(2430,)
Optimizing Portfolio:  19%|█▉        | 49/252 [03:42<15:21,  4.54s/day]
(2430,)
Optimizing Portfolio:  20%|█▉        | 50/252 [03:45<15:12,  4.52s/day]
(2431,)
Optimizing Portfolio:  20%|██        | 51/252 [03:49<15:04,  4.50s/day]
(2434,)
Optimizing Portfolio:  21%|██        | 52/252 [03:51<14:50,  4.45s/day]
(2435,)
Optimizing Portfolio:  21%|██        | 53/252 [03:57<14:52,  4.48s/day]
(2436,)
Optimizing Portfolio:  21%|██▏       | 54/252 [04:00<14:40,  4.45s/day]
(2436,)
Optimizing Portfolio:  22%|██▏       | 55/252 [04:11<15:02,  4.58s/day]
(2436,)
Optimizing Portfolio:  22%|██▏       | 56/252 [04:15<14:55,  4.57s/day]
(2436,)
Optimizing Portfolio:  23%|██▎       | 57/252 [04:18<14:45,  4.54s/day]
(2436,)
Optimizing Portfolio:  23%|██▎       | 58/252 [04:21<14:34,  4.51s/day]
(2436,)
Optimizing Portfolio:  23%|██▎       | 59/252 [04:23<14:22,  4.47s/day]
(2436,)
Optimizing Portfolio:  24%|██▍       | 60/252 [04:26<14:12,  4.44s/day]
(2437,)
Optimizing Portfolio:  24%|██▍       | 61/252 [04:29<14:04,  4.42s/day]
(2436,)
Optimizing Portfolio:  25%|██▍       | 62/252 [04:32<13:54,  4.39s/day]
(2441,)
Optimizing Portfolio:  25%|██▌       | 63/252 [04:42<14:06,  4.48s/day]
(2449,)
Optimizing Portfolio:  25%|██▌       | 64/252 [04:46<14:02,  4.48s/day]
(2451,)
Optimizing Portfolio:  26%|██▌       | 65/252 [04:51<13:59,  4.49s/day]
(2451,)
Optimizing Portfolio:  26%|██▌       | 66/252 [04:55<13:54,  4.48s/day]
(2451,)
Optimizing Portfolio:  27%|██▋       | 67/252 [05:00<13:49,  4.48s/day]
(2450,)
Optimizing Portfolio:  27%|██▋       | 68/252 [05:07<13:50,  4.52s/day]
(2455,)
Optimizing Portfolio:  27%|██▋       | 69/252 [05:12<13:49,  4.53s/day]
(2456,)
Optimizing Portfolio:  28%|██▊       | 70/252 [05:17<13:44,  4.53s/day]
(2456,)
Optimizing Portfolio:  28%|██▊       | 71/252 [05:21<13:39,  4.53s/day]
(2458,)
Optimizing Portfolio:  29%|██▊       | 72/252 [05:28<13:41,  4.56s/day]
(2459,)
Optimizing Portfolio:  29%|██▉       | 73/252 [05:33<13:38,  4.57s/day]
(2460,)
Optimizing Portfolio:  29%|██▉       | 74/252 [05:39<13:35,  4.58s/day]
(2465,)
Optimizing Portfolio:  30%|██▉       | 75/252 [05:43<13:31,  4.58s/day]
(2464,)
Optimizing Portfolio:  30%|███       | 76/252 [05:50<13:31,  4.61s/day]
(2466,)
Optimizing Portfolio:  31%|███       | 77/252 [05:56<13:29,  4.63s/day]
(2468,)
Optimizing Portfolio:  31%|███       | 78/252 [06:01<13:26,  4.64s/day]
(2469,)
Optimizing Portfolio:  31%|███▏      | 79/252 [06:06<13:23,  4.64s/day]
(2469,)
Optimizing Portfolio:  32%|███▏      | 80/252 [06:11<13:19,  4.65s/day]
(2468,)
Optimizing Portfolio:  32%|███▏      | 81/252 [06:17<13:16,  4.66s/day]
(2467,)
Optimizing Portfolio:  33%|███▎      | 82/252 [06:24<13:16,  4.68s/day]
(2467,)
Optimizing Portfolio:  33%|███▎      | 83/252 [06:30<13:15,  4.71s/day]
(2468,)
Optimizing Portfolio:  33%|███▎      | 84/252 [06:35<13:11,  4.71s/day]
(2470,)
Optimizing Portfolio:  34%|███▎      | 85/252 [06:42<13:09,  4.73s/day]
(2472,)
Optimizing Portfolio:  34%|███▍      | 86/252 [06:45<13:02,  4.72s/day]
(2472,)
Optimizing Portfolio:  35%|███▍      | 87/252 [06:48<12:54,  4.69s/day]
(2473,)
Optimizing Portfolio:  35%|███▍      | 88/252 [06:51<12:46,  4.67s/day]
(2473,)
Optimizing Portfolio:  35%|███▌      | 89/252 [06:54<12:39,  4.66s/day]
(2475,)
Optimizing Portfolio:  36%|███▌      | 90/252 [06:57<12:31,  4.64s/day]
(2475,)
Optimizing Portfolio:  36%|███▌      | 91/252 [07:00<12:23,  4.62s/day]
(2475,)
Optimizing Portfolio:  37%|███▋      | 92/252 [07:02<12:15,  4.60s/day]
(2475,)
Optimizing Portfolio:  37%|███▋      | 93/252 [07:06<12:09,  4.59s/day]
(2476,)
Optimizing Portfolio:  37%|███▋      | 94/252 [07:09<12:01,  4.57s/day]
(2477,)
Optimizing Portfolio:  38%|███▊      | 95/252 [07:12<11:55,  4.56s/day]
(2477,)
Optimizing Portfolio:  38%|███▊      | 96/252 [07:16<11:49,  4.55s/day]
(2477,)
Optimizing Portfolio:  38%|███▊      | 97/252 [07:21<11:44,  4.55s/day]
(2479,)
Optimizing Portfolio:  39%|███▉      | 98/252 [07:25<11:39,  4.54s/day]
(2480,)
Optimizing Portfolio:  39%|███▉      | 99/252 [07:27<11:31,  4.52s/day]
(2481,)
Optimizing Portfolio:  40%|███▉      | 100/252 [07:31<11:25,  4.51s/day]
(2482,)
Optimizing Portfolio:  40%|████      | 101/252 [07:35<11:21,  4.51s/day]
(2478,)
Optimizing Portfolio:  40%|████      | 102/252 [07:39<11:16,  4.51s/day]
(2479,)
Optimizing Portfolio:  41%|████      | 103/252 [07:44<11:12,  4.51s/day]
(2484,)
Optimizing Portfolio:  41%|████▏     | 104/252 [07:48<11:07,  4.51s/day]
(2485,)
Optimizing Portfolio:  42%|████▏     | 105/252 [07:53<11:03,  4.51s/day]
(2485,)
Optimizing Portfolio:  42%|████▏     | 106/252 [07:58<10:58,  4.51s/day]
(2485,)
Optimizing Portfolio:  42%|████▏     | 107/252 [08:03<10:55,  4.52s/day]
(2489,)
Optimizing Portfolio:  43%|████▎     | 108/252 [08:08<10:51,  4.52s/day]
(2490,)
Optimizing Portfolio:  43%|████▎     | 109/252 [08:12<10:46,  4.52s/day]
(2490,)
Optimizing Portfolio:  44%|████▎     | 110/252 [08:17<10:42,  4.53s/day]
(2491,)
Optimizing Portfolio:  44%|████▍     | 111/252 [08:25<10:41,  4.55s/day]
(2493,)
Optimizing Portfolio:  44%|████▍     | 112/252 [08:31<10:39,  4.57s/day]
(2494,)
Optimizing Portfolio:  45%|████▍     | 113/252 [08:38<10:37,  4.59s/day]
(2497,)
Optimizing Portfolio:  45%|████▌     | 114/252 [08:47<10:38,  4.63s/day]
(2498,)
Optimizing Portfolio:  46%|████▌     | 115/252 [08:54<10:36,  4.65s/day]
(2499,)
Optimizing Portfolio:  46%|████▌     | 116/252 [09:01<10:34,  4.67s/day]
(2500,)
Optimizing Portfolio:  46%|████▋     | 117/252 [09:08<10:33,  4.69s/day]
(2503,)
Optimizing Portfolio:  47%|████▋     | 118/252 [09:13<10:28,  4.69s/day]
(2507,)
Optimizing Portfolio:  47%|████▋     | 119/252 [09:17<10:23,  4.68s/day]
(2506,)
Optimizing Portfolio:  48%|████▊     | 120/252 [09:23<10:20,  4.70s/day]
(2509,)
Optimizing Portfolio:  48%|████▊     | 121/252 [09:30<10:17,  4.71s/day]
(2507,)
Optimizing Portfolio:  48%|████▊     | 122/252 [09:36<10:14,  4.72s/day]
(2505,)
Optimizing Portfolio:  49%|████▉     | 123/252 [09:42<10:10,  4.73s/day]
(2506,)
Optimizing Portfolio:  49%|████▉     | 124/252 [09:48<10:07,  4.75s/day]
(2507,)
Optimizing Portfolio:  50%|████▉     | 125/252 [09:53<10:03,  4.75s/day]
(2508,)
Optimizing Portfolio:  50%|█████     | 126/252 [09:57<09:57,  4.74s/day]
(2510,)
Optimizing Portfolio:  50%|█████     | 127/252 [10:01<09:52,  4.74s/day]
(2511,)
Optimizing Portfolio:  51%|█████     | 128/252 [10:06<09:47,  4.74s/day]
(2511,)
Optimizing Portfolio:  51%|█████     | 129/252 [10:11<09:43,  4.74s/day]
(2512,)
Optimizing Portfolio:  52%|█████▏    | 130/252 [10:16<09:38,  4.74s/day]
(2514,)
Optimizing Portfolio:  52%|█████▏    | 131/252 [10:20<09:33,  4.74s/day]
(2515,)
Optimizing Portfolio:  52%|█████▏    | 132/252 [10:24<09:27,  4.73s/day]
(2512,)
Optimizing Portfolio:  53%|█████▎    | 133/252 [10:28<09:22,  4.73s/day]
(2514,)
Optimizing Portfolio:  53%|█████▎    | 134/252 [10:32<09:17,  4.72s/day]
(2515,)
Optimizing Portfolio:  54%|█████▎    | 135/252 [10:36<09:11,  4.71s/day]
(2515,)
Optimizing Portfolio:  54%|█████▍    | 136/252 [10:40<09:06,  4.71s/day]
(2516,)
Optimizing Portfolio:  54%|█████▍    | 137/252 [10:44<09:01,  4.71s/day]
(2516,)
Optimizing Portfolio:  55%|█████▍    | 138/252 [10:48<08:55,  4.70s/day]
(2517,)
Optimizing Portfolio:  55%|█████▌    | 139/252 [10:52<08:50,  4.70s/day]
(2517,)
Optimizing Portfolio:  56%|█████▌    | 140/252 [10:56<08:45,  4.69s/day]
(2517,)
Optimizing Portfolio:  56%|█████▌    | 141/252 [11:00<08:40,  4.69s/day]
(2517,)
Optimizing Portfolio:  56%|█████▋    | 142/252 [11:05<08:35,  4.68s/day]
(2516,)
Optimizing Portfolio:  57%|█████▋    | 143/252 [11:09<08:29,  4.68s/day]
(2517,)
Optimizing Portfolio:  57%|█████▋    | 144/252 [11:13<08:24,  4.67s/day]
(2516,)
Optimizing Portfolio:  58%|█████▊    | 145/252 [11:17<08:20,  4.67s/day]
(2518,)
Optimizing Portfolio:  58%|█████▊    | 146/252 [11:22<08:15,  4.67s/day]
(2518,)
Optimizing Portfolio:  58%|█████▊    | 147/252 [11:25<08:09,  4.66s/day]
(2518,)
Optimizing Portfolio:  59%|█████▊    | 148/252 [11:29<08:04,  4.66s/day]
(2519,)
Optimizing Portfolio:  59%|█████▉    | 149/252 [11:33<07:59,  4.65s/day]
(2520,)
Optimizing Portfolio:  60%|█████▉    | 150/252 [11:37<07:54,  4.65s/day]
(2519,)
Optimizing Portfolio:  60%|█████▉    | 151/252 [11:41<07:49,  4.65s/day]
(2520,)
Optimizing Portfolio:  60%|██████    | 152/252 [11:45<07:44,  4.64s/day]
(2520,)
Optimizing Portfolio:  61%|██████    | 153/252 [11:49<07:39,  4.64s/day]
(2519,)
Optimizing Portfolio:  61%|██████    | 154/252 [11:55<07:35,  4.64s/day]
(2518,)
Optimizing Portfolio:  62%|██████▏   | 155/252 [12:01<07:31,  4.65s/day]
(2520,)
Optimizing Portfolio:  62%|██████▏   | 156/252 [12:06<07:26,  4.65s/day]
(2521,)
Optimizing Portfolio:  62%|██████▏   | 157/252 [12:10<07:22,  4.65s/day]
(2521,)
Optimizing Portfolio:  63%|██████▎   | 158/252 [12:15<07:17,  4.65s/day]
(2522,)
Optimizing Portfolio:  63%|██████▎   | 159/252 [12:18<07:12,  4.65s/day]
(2521,)
Optimizing Portfolio:  63%|██████▎   | 160/252 [12:22<07:07,  4.64s/day]
(2523,)
Optimizing Portfolio:  64%|██████▍   | 161/252 [12:30<07:04,  4.66s/day]
(2525,)
Optimizing Portfolio:  64%|██████▍   | 162/252 [12:34<06:59,  4.66s/day]
(2525,)
Optimizing Portfolio:  65%|██████▍   | 163/252 [12:38<06:54,  4.65s/day]
(2525,)
Optimizing Portfolio:  65%|██████▌   | 164/252 [12:42<06:48,  4.65s/day]
(2526,)
Optimizing Portfolio:  65%|██████▌   | 165/252 [12:45<06:43,  4.64s/day]
(2525,)
Optimizing Portfolio:  66%|██████▌   | 166/252 [12:51<06:39,  4.65s/day]
(2526,)
Optimizing Portfolio:  66%|██████▋   | 167/252 [12:56<06:35,  4.65s/day]
(2528,)
Optimizing Portfolio:  67%|██████▋   | 168/252 [13:01<06:30,  4.65s/day]
(2528,)
Optimizing Portfolio:  67%|██████▋   | 169/252 [13:05<06:26,  4.65s/day]
(2529,)
Optimizing Portfolio:  67%|██████▋   | 170/252 [13:11<06:21,  4.66s/day]
(2532,)
Optimizing Portfolio:  68%|██████▊   | 171/252 [13:16<06:17,  4.66s/day]
(2532,)
Optimizing Portfolio:  68%|██████▊   | 172/252 [13:22<06:13,  4.67s/day]
(2533,)
Optimizing Portfolio:  69%|██████▊   | 173/252 [13:28<06:09,  4.67s/day]
(2536,)
Optimizing Portfolio:  69%|██████▉   | 174/252 [13:34<06:05,  4.68s/day]
(2536,)
Optimizing Portfolio:  69%|██████▉   | 175/252 [13:39<06:00,  4.68s/day]
(2537,)
Optimizing Portfolio:  70%|██████▉   | 176/252 [13:45<05:56,  4.69s/day]
(2537,)
Optimizing Portfolio:  70%|███████   | 177/252 [13:50<05:52,  4.69s/day]
(2540,)
Optimizing Portfolio:  71%|███████   | 178/252 [13:58<05:48,  4.71s/day]
(2542,)
Optimizing Portfolio:  71%|███████   | 179/252 [14:04<05:44,  4.72s/day]
(2542,)
Optimizing Portfolio:  71%|███████▏  | 180/252 [14:11<05:40,  4.73s/day]
(2546,)
Optimizing Portfolio:  72%|███████▏  | 181/252 [14:17<05:36,  4.74s/day]
(2547,)
Optimizing Portfolio:  72%|███████▏  | 182/252 [14:22<05:31,  4.74s/day]
(2548,)
Optimizing Portfolio:  73%|███████▎  | 183/252 [14:27<05:27,  4.74s/day]
(2549,)
Optimizing Portfolio:  73%|███████▎  | 184/252 [14:33<05:22,  4.75s/day]
(2548,)
Optimizing Portfolio:  73%|███████▎  | 185/252 [14:39<05:18,  4.75s/day]
(2551,)
Optimizing Portfolio:  74%|███████▍  | 186/252 [14:45<05:14,  4.76s/day]
(2550,)
Optimizing Portfolio:  74%|███████▍  | 187/252 [14:51<05:10,  4.77s/day]
(2550,)
Optimizing Portfolio:  75%|███████▍  | 188/252 [14:58<05:06,  4.78s/day]
(2553,)
Optimizing Portfolio:  75%|███████▌  | 189/252 [15:04<05:01,  4.79s/day]
(2557,)
Optimizing Portfolio:  75%|███████▌  | 190/252 [15:10<04:57,  4.79s/day]
(2557,)
Optimizing Portfolio:  76%|███████▌  | 191/252 [15:16<04:52,  4.80s/day]
(2563,)
Optimizing Portfolio:  76%|███████▌  | 192/252 [15:21<04:48,  4.80s/day]
(2566,)
Optimizing Portfolio:  77%|███████▋  | 193/252 [15:27<04:43,  4.80s/day]
(2568,)
Optimizing Portfolio:  77%|███████▋  | 194/252 [15:33<04:39,  4.81s/day]
(2568,)
Optimizing Portfolio:  77%|███████▋  | 195/252 [15:39<04:34,  4.82s/day]
(2570,)
Optimizing Portfolio:  78%|███████▊  | 196/252 [15:45<04:30,  4.83s/day]
(2569,)
Optimizing Portfolio:  78%|███████▊  | 197/252 [15:51<04:25,  4.83s/day]
(2570,)
Optimizing Portfolio:  79%|███████▊  | 198/252 [15:57<04:21,  4.83s/day]
(2571,)
Optimizing Portfolio:  79%|███████▉  | 199/252 [16:02<04:16,  4.83s/day]
(2572,)
Optimizing Portfolio:  79%|███████▉  | 200/252 [16:05<04:10,  4.83s/day]
(2572,)
Optimizing Portfolio:  80%|███████▉  | 201/252 [16:12<04:06,  4.84s/day]
(2574,)
Optimizing Portfolio:  80%|████████  | 202/252 [16:15<04:01,  4.83s/day]
(2577,)
Optimizing Portfolio:  81%|████████  | 203/252 [16:18<03:56,  4.82s/day]
(2577,)
Optimizing Portfolio:  81%|████████  | 204/252 [16:21<03:50,  4.81s/day]
(2577,)
Optimizing Portfolio:  81%|████████▏ | 205/252 [16:25<03:45,  4.81s/day]
(2581,)
Optimizing Portfolio:  82%|████████▏ | 206/252 [16:29<03:41,  4.81s/day]
(2581,)
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Optimizing Portfolio: 100%|██████████| 252/252 [20:54<00:00,  4.98s/day]

Profit-and-Loss (PnL) attribution (TODO)

Profit and Loss is the aggregate realized daily returns of the assets, weighted by the optimal portfolio holdings chosen, and summed up to get the portfolio's profit and loss.

The PnL attributed to the alpha factors equals the factor returns times factor exposures for the alpha factors.

$$ \mbox{PnL}_{alpha}= f \times b_{alpha} $$

Similarly, the PnL attributed to the risk factors equals the factor returns times factor exposures of the risk factors.

$$ \mbox{PnL}_{risk} = f \times b_{risk} $$

In the code below, in the function build_pnl_attribution calculate the PnL attributed to the alpha factors, the PnL attributed to the risk factors, and attribution to cost.

In [59]:
## assumes v, w are pandas Series 
def partial_dot_product(v, w):
    common = v.index.intersection(w.index)
    return np.sum(v[common] * w[common])

def build_pnl_attribution(): 

    df = pd.DataFrame(index = my_dates)
    
    for dt in my_dates:
        date = dt.strftime('%Y%m%d')

        p = port[date]
        fr = facret[date]

        mf = p['opt.portfolio'].merge(frames[date], how = 'left', on = "Barrid")
        
        mf['DlyReturn'] = wins(mf['DlyReturn'], -0.5, 0.5)
        df.at[dt,"daily.pnl"] = np.sum(mf['h.opt'] * mf['DlyReturn'])
        
        # TODO: Implement
    
        df.at[dt,"attribution.alpha.pnl"] = partial_dot_product(fr, p['alpha.exposures'])
        df.at[dt,"attribution.risk.pnl"] = partial_dot_product(fr, p['risk.exposures'])
        df.at[dt,"attribution.cost"] = p['total.cost']
        
    return df
In [66]:
plt.rcParams['figure.figsize'] = (14, 8)

attr = build_pnl_attribution()

for column in attr.columns:
        plt.plot(attr[column].cumsum(), label=column)
plt.legend(loc='upper left')
plt.xlabel('Date')
plt.ylabel('PnL Attribution')
plt.show()

Build portfolio characteristics (TODO)

Calculate the sum of long positions, short positions, net positions, gross market value, and amount of dollars traded.

In the code below, in the function build_portfolio_characteristics calculate the sum of long positions, short positions, net positions, gross market value, and amount of dollars traded.

In [61]:
def build_portfolio_characteristics(): 
    df = pd.DataFrame(index = my_dates)
    
    for dt in my_dates:
        date = dt.strftime('%Y%m%d')
  
        p = port[date]
        tradelist = trades[date]
        h = p['opt.portfolio']['h.opt']
        
        # TODO: Implement
        
        df.at[dt,"long"] = np.sum(h[h>0])
        df.at[dt,"short"] = np.sum(h[h<0])
        df.at[dt,"net"] = np.sum(h)
        df.at[dt,"gmv"] = np.sum(np.abs(h))
        df.at[dt,"traded"] = np.sum(np.abs(tradelist['h.opt'] - tradelist['h.opt.previous']))

        
    return df
In [65]:
plt.rcParams['figure.figsize'] = (14, 8)

pchar = build_portfolio_characteristics()

for column in pchar.columns:
        plt.plot(pchar[column], label=column)
plt.legend(loc='upper left')
plt.xlabel('Date')
plt.ylabel('Portfolio')
plt.show()

Optional

Choose additional metrics to evaluate your portfolio.

In [63]:
# Optional

Submission

Now that you're done with the project, it's time to submit it. Click the submit button in the bottom right. One of our reviewers will give you feedback on your project with a pass or not passed grade.